QA: us_consulting 2010-2025

Ranks across the years

	name	name_short	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023	2024	2025	2010-val	2011-val	2012-val	2013-val	2014-val	2015-val	2016-val	2017-val	2018-val	2019-val	2020-val	2021-val	2022-val	2023-val	2024-val	2025-val	2010->2011	2011->2012	2012->2013	2013->2014	2014->2015	2015->2016	2016->2017	2017->2018	2018->2019	2019->2020	2020->2021	2021->2022	2022->2023	2023->2024	2024->2025
0001084554	Lightbridge Corp	Lightbr	NaN	19	14	18	18	27	19	21	15	NaN	18	8	NaN	3	10	1	NaN	114.28	106.63	93.22	95.47	22.89	85.59	79.22	135.76	NaN	97.40	194.47	NaN	214.04	134.35	254.06	NaN	-5	4	0	9	-8	2	-6	NaN	NaN	-10	NaN	NaN	7	-9
0001304161	Pharma Bio Serv Inc	Pharma	NaN	1	1	1	2	3	1	1	NaN	NaN	2	5	3	2	3	2	NaN	265.19	281.59	278.12	262.67	262.46	247.93	244.82	NaN	NaN	226.76	205.64	233.32	237.26	224.68	239.10	NaN	0	0	1	1	-2	0	NaN	NaN	NaN	3	-2	-1	1	-1
0001877939	Castellum Inc	Castell	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	22	18	12	3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	97.87	93.07	125.17	224.92	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-4	-6	-9
0001599407	1847 Holdings LLC	1847 Ho	NaN	NaN	NaN	NaN	25	26	NaN	16	18	15	22	23	23	22	23	4	NaN	NaN	NaN	NaN	16.92	28.91	NaN	97.53	90.64	94.47	66.98	98.06	96.53	67.04	14.70	214.90	NaN	NaN	NaN	NaN	1	NaN	NaN	2	-3	7	1	0	-1	1	-19
0000887936	FTI Consulting INC	FTI Con	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9	8	5	4	5	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	180.68	180.33	198.68	201.24	181.96	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-1	-3	-1	1
0001644378	RMR Group INC	RMR Gro	NaN	NaN	NaN	NaN	NaN	NaN	2	3	1	2	NaN	2	4	1	5	6	NaN	NaN	NaN	NaN	NaN	NaN	227.59	232.87	273.99	241.46	NaN	229.72	223.11	245.33	196.86	181.76	NaN	NaN	NaN	NaN	NaN	NaN	1	-2	1	NaN	NaN	2	-3	4	1
0001398659	Genpact LTD	Genpact	1	8	NaN	NaN	10	10	9	10	13	9	9	17	15	7	7	7	233.44	197.20	NaN	NaN	174.12	176.35	174.33	166.48	157.68	159.17	158.35	160.99	158.01	183.89	178.74	171.07	7	NaN	NaN	NaN	0	-1	1	3	-4	0	8	-2	-8	0	0
0001320760	TSS Inc.	TSS Inc	NaN	13	16	15	17	20	15	NaN	11	12	16	22	21	16	14	8	NaN	167.32	98.16	98.14	96.27	96.51	96.07	NaN	174.15	119.79	115.29	101.02	109.23	115.86	117.73	167.49	NaN	3	-1	2	3	-5	NaN	NaN	1	4	6	-1	-5	-2	-6
0001847590	Bowman Consulting Group Ltd	Bowman	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10	12	12	9	9	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	179.41	168.24	150.18	166.80	163.47	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2	0	-3	0
0001289848	Huron Consulting Group Inc	Huron C	NaN	NaN	7	7	8	NaN	NaN	NaN	NaN	NaN	7	11	10	10	8	10	NaN	NaN	186.23	196.83	181.88	NaN	NaN	NaN	NaN	NaN	167.33	179.31	171.87	164.16	167.52	153.31	NaN	NaN	0	1	NaN	NaN	NaN	NaN	NaN	NaN	4	-1	0	-2	2
0001777319	CISO Global Inc	CISO Gl	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6	14	27	16	24	20	11	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	181.80	137.32	69.77	150.29	34.06	69.24	138.33	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	8	13	-11	8	-4	-9
0001620749	Panamera Holdings Corp	Panamer	NaN	NaN	NaN	NaN	NaN	24	21	23	27	NaN	NaN	NaN	28	NaN	NaN	12	NaN	NaN	NaN	NaN	NaN	59.16	65.87	26.22	12.52	NaN	NaN	NaN	20.63	NaN	NaN	97.11	NaN	NaN	NaN	NaN	NaN	-3	2	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001230524	Leopard Energy Inc	Leopard	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3	6	20	32	8	NaN	13	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	233.75	168.80	133.07	0.04	170.91	NaN	93.99	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3	14	12	-24	NaN	NaN
0001439264	Marvion Inc	Marvion	NaN	26	22	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	29	29	25	17	14	NaN	0.00	21.76	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3.85	18.01	10.40	77.77	93.75	NaN	-4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	-4	-8	-3
0001419275	Ryvyl Inc	Ryvyl I	NaN	22	NaN	16	NaN	21	20	NaN	NaN	17	20	21	25	17	16	15	NaN	59.91	NaN	95.92	NaN	90.82	68.34	NaN	NaN	85.15	91.86	108.28	87.56	94.26	95.74	50.61	NaN	NaN	NaN	NaN	NaN	-1	NaN	NaN	NaN	3	1	4	-8	-1	-1
0001600347	Hapi Metaverse Inc	Hapi Me	NaN	NaN	NaN	NaN	16	NaN	25	24	NaN	NaN	NaN	NaN	NaN	NaN	NaN	16	NaN	NaN	NaN	NaN	96.33	NaN	3.67	21.41	NaN	NaN	NaN	NaN	NaN	NaN	NaN	14.38	NaN	NaN	NaN	NaN	NaN	NaN	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001813603	Hestia Insight Inc	Hestia	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	30	31	26	1	17	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.00	0.99	0.47	337.46	5.90	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1	-5	-25	16
0001502966	Hypha Labs Inc	Hypha L	NaN	21	19	21	12	NaN	NaN	15	21	18	24	26	26	NaN	22	18	NaN	98.06	59.43	42.84	157.48	NaN	NaN	98.11	62.62	46.88	45.45	83.78	36.83	NaN	35.51	1.22	NaN	-2	2	-9	NaN	NaN	NaN	6	-3	6	2	0	NaN	NaN	-4
0001019737	Navigant Consulting INC	Navigan	2	9	6	5	9	8	6	7	3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	177.32	190.13	191.32	205.02	177.44	190.96	192.67	203.48	243.78	NaN	NaN	NaN	NaN	NaN	NaN	NaN	7	-3	-1	4	-1	-2	1	-4	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001066104	CEB Inc.	CEB Inc	3	16	13	13	15	18	14	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	131.18	132.48	116.64	116.14	106.15	108.48	96.92	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	13	-3	0	2	3	-4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0000723533	Wenyuan Group Corp	Wenyuan	NaN	25	NaN	NaN	19	NaN	NaN	NaN	NaN	NaN	NaN	NaN	30	23	24	NaN	NaN	0.30	NaN	NaN	93.68	NaN	NaN	NaN	NaN	NaN	NaN	NaN	17.21	51.19	1.89	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-7	1	NaN
0000851520	Exponent INC	Exponen	NaN	3	2	NaN	4	5	3	5	5	NaN	NaN	4	5	NaN	NaN	NaN	NaN	222.23	220.07	NaN	218.56	215.04	217.57	210.94	222.23	NaN	NaN	210.30	202.77	NaN	NaN	NaN	NaN	-1	NaN	NaN	1	-2	2	0	NaN	NaN	NaN	1	NaN	NaN	NaN
0001013706	Wilhelmina International Inc	Wilhelm	NaN	11	5	4	6	6	10	8	8	10	12	6	6	6	6	NaN	NaN	181.51	192.03	207.47	191.85	196.51	169.52	187.01	188.24	158.54	146.34	197.02	192.30	186.64	186.93	NaN	NaN	-6	-1	2	0	4	-2	0	2	2	-6	0	0	0	NaN
0001057379	Hackett Group INC	Hackett	NaN	2	3	6	NaN	7	5	6	6	4	NaN	1	11	NaN	NaN	NaN	NaN	241.43	206.03	197.81	NaN	193.50	192.81	207.27	219.21	225.88	NaN	234.05	170.10	NaN	NaN	NaN	NaN	1	3	NaN	NaN	-2	1	0	-2	NaN	NaN	10	NaN	NaN	NaN
0001083446	Astrana Health Inc	Astrana	NaN	20	17	23	20	19	13	4	4	8	4	7	7	9	NaN	NaN	NaN	110.39	81.56	4.28	85.75	97.41	97.52	215.79	242.63	171.07	199.02	195.13	191.54	168.34	NaN	NaN	NaN	-3	6	-3	-1	-6	-9	0	4	-4	3	0	2	NaN	NaN
0001094238	Harris Interactive INC	Harris	NaN	18	15	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	118.83	105.44	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001094814	Cartesian Inc	Cartesi	NaN	6	NaN	8	NaN	9	18	20	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	200.35	NaN	194.98	NaN	184.51	86.03	94.14	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001098482	Innovaro Inc	Innovar	NaN	17	20	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	128.37	55.23	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001179090	Bonds com Group Inc	Bonds c	NaN	23	18	20	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	37.25	67.23	56.89	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-5	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001272550	Root9B Holdings Inc	Root9B	NaN	4	12	10	24	13	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	217.05	131.41	155.26	18.93	151.81	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	8	-2	14	-11	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001362004	ICF International Inc	ICF Int	NaN	10	4	3	11	11	7	9	9	7	8	15	14	NaN	NaN	NaN	NaN	187.00	194.13	207.96	165.66	170.29	178.02	186.83	182.48	177.78	164.72	163.95	158.54	NaN	NaN	NaN	NaN	-6	-1	8	0	-4	2	0	-2	1	7	-1	NaN	NaN	NaN
0001366312	Juhl Energy Inc	Juhl En	NaN	14	NaN	14	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	144.25	NaN	109.29	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001382219	6D Global Technologies Inc	6D Glob	NaN	7	NaN	17	5	23	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	199.41	NaN	93.35	209.25	73.19	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-12	18	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001400683	STWC Holdings Inc	STWC Ho	NaN	24	21	NaN	NaN	NaN	NaN	NaN	17	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	19.28	33.93	NaN	NaN	NaN	NaN	NaN	92.02	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001437226	Mastech Digital Inc	Mastech	NaN	5	8	2	3	12	8	12	12	5	5	3	2	4	2	NaN	NaN	204.70	175.85	212.03	219.54	165.33	175.47	136.61	159.06	188.86	197.19	212.05	233.84	205.69	225.00	NaN	NaN	3	-6	1	9	-4	4	0	-7	0	-2	-1	2	-2	NaN
0001443646	Booz Allen Hamilton Holding Corp	Booz Al	NaN	15	10	12	14	16	NaN	NaN	NaN	NaN	NaN	NaN	19	15	11	NaN	NaN	141.85	157.27	117.64	118.21	118.18	NaN	NaN	NaN	NaN	NaN	NaN	133.42	124.29	132.39	NaN	NaN	-5	2	2	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-4	-4	NaN
0001470215	Towers Watson Co	Towers	NaN	12	9	9	7	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	175.84	158.79	181.50	190.08	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-3	0	-2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001371489	Information Services Group Inc	Informa	NaN	NaN	11	11	13	14	12	13	14	11	10	16	13	11	NaN	NaN	NaN	NaN	135.73	143.78	143.58	149.50	124.58	134.89	150.18	156.14	157.80	163.58	165.44	158.58	NaN	NaN	NaN	NaN	0	2	1	-2	1	1	-3	-1	6	-3	-2	NaN	NaN
0001533106	Argentum 47 INC	Argentu	NaN	NaN	23	22	NaN	15	11	27	23	20	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.00	4.41	NaN	135.74	157.11	0.84	37.33	30.09	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-1	NaN	NaN	-4	16	-4	-3	NaN	NaN	NaN	NaN	NaN	NaN
0001286345	HPIL Holding	HPIL Ho	NaN	NaN	NaN	19	1	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	72.29	263.65	273.05	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-18	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001567503	Turnkey Capital Inc	Turnkey	NaN	NaN	NaN	24	NaN	28	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.00	NaN	20.56	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001501489	AF Ocean Investment Management Co	AF Ocea	NaN	NaN	NaN	NaN	22	17	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	39.73	114.27	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-5	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001537511	Progressive Green Solutions INC	Progres	NaN	NaN	NaN	NaN	23	25	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	36.55	52.24	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001590565	ASIA Equity Exchange Group INC	ASIA Eq	NaN	NaN	NaN	NaN	21	33	NaN	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	42.91	0.00	NaN	239.37	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	12	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001104265	GROW Solutions Holdings INC	GROW So	NaN	NaN	NaN	NaN	NaN	22	24	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	81.37	17.57	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001574910	Renavotio INC	Renavot	NaN	NaN	NaN	NaN	NaN	29	NaN	17	10	NaN	19	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	7.38	NaN	97.20	181.72	NaN	94.70	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-7	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001602813	Frontera Group INC	Fronter	NaN	NaN	NaN	NaN	NaN	31	26	25	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.07	0.06	10.54	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-5	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001604738	Ashford Inc	Ashford	NaN	NaN	NaN	NaN	NaN	4	4	14	7	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	226.51	200.99	111.28	209.96	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	10	-7	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001607450	ABV Consulting INC	ABV Con	NaN	NaN	NaN	NaN	NaN	30	NaN	NaN	26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2.69	NaN	NaN	27.25	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001622879	Medicine Man Technologies Inc	Medicin	NaN	NaN	NaN	NaN	NaN	1	23	11	2	13	15	14	18	14	NaN	NaN	NaN	NaN	NaN	NaN	NaN	296.72	20.57	160.92	268.00	119.21	132.68	171.07	139.66	125.64	NaN	NaN	NaN	NaN	NaN	NaN	NaN	22	-12	-9	11	2	-1	4	-4	NaN	NaN
0001632121	Balance Labs Inc	Balance	NaN	NaN	NaN	NaN	NaN	32	NaN	26	25	21	21	28	27	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.22	NaN	1.39	32.49	24.63	83.79	51.62	35.87	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-1	-4	0	7	-1	NaN	NaN	NaN
0001508348	Americann Inc	America	NaN	NaN	NaN	NaN	NaN	NaN	17	18	16	NaN	13	19	17	13	13	NaN	NaN	NaN	NaN	NaN	NaN	NaN	90.48	96.09	113.44	NaN	143.31	137.28	146.58	147.52	124.54	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1	-2	NaN	NaN	6	-2	-4	0	NaN
0001592782	Nukkleus Inc	Nukkleu	NaN	NaN	NaN	NaN	NaN	NaN	16	19	22	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	94.16	94.83	60.01	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3	3	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001629606	Driven Deliveries Inc	Driven	NaN	NaN	NaN	NaN	NaN	NaN	22	NaN	NaN	22	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	38.48	NaN	NaN	22.36	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001653099	Vigilant Diversified Holdings INC NV	Vigilan	NaN	NaN	NaN	NaN	NaN	NaN	NaN	28	28	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.00	9.12	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001661600	Sativus TECH CORP	Sativus	NaN	NaN	NaN	NaN	NaN	NaN	NaN	22	24	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	36.45	33.20	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001657045	NEXT Chemx Corporation	NEXT Ch	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	20	16	1	24	24	21	18	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	71.87	90.54	320.38	96.02	90.85	75.39	72.38	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-4	-15	23	0	-3	-3	NaN
0001693687	Greenlit Ventures INC	Greenli	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	19	14	25	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	86.99	95.65	34.64	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-5	11	NaN	NaN	NaN	NaN	NaN
0001498291	Daniels Corporate Advisory Company Inc	Daniels	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	19	23	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	33.49	54.87	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	4	NaN	NaN	NaN	NaN	NaN
0001751143	Atlas Technical Consultants INC	Atlas T	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1	17	25	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	260.29	98.10	94.79	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	16	8	NaN	NaN	NaN	NaN
0001643615	Montrose Environmental Group Inc	Montros	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	11	13	9	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	148.34	173.25	175.89	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2	-4	NaN	NaN	NaN
0001654672	Pineapple INC	Pineapp	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3	12	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	201.18	177.51	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9	NaN	NaN	NaN	NaN
0001790625	Agilethought Inc	Agileth	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18	20	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	140.54	131.37	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2	NaN	NaN	NaN
0001640265	GPB Holdings II LP	GPB Hol	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	239.27	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001630212	Avalon Globocare Corp	Avalon	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	20	15	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	80.84	97.16	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-5	NaN
0001755058	ATIF Holdings Ltd	ATIF Ho	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	19	19	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	84.68	69.58	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	NaN
0001687542	Freight Technologies Inc	Freight	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	21	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	47.19	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

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2010

Logs

error	1 × Negative Expenses, ignoring company.	pre-agg	0001371489
error	1 × Minimum and maximum are surprisingly similar	check_abs_values	{'var_name': 'Liabilities', 'min_val': '408,314,000', 'max_val': '427,333,000'}
warning	14 × The stock price does not exist	industry.us_generic	0001272550 0001371489 0001382219 0001019737 0001066104 0001094238 0001094814 0001104265 0001164552 0001179090 0001286345 0001366312 0001400683 0001470215
warning	7 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001164012 0001019737 0001066104 0001388982 0001439264 0001479382 0001398659
warning	4 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '3 of 3'} {'var_name': 'LaborExpense', 'zeros': '3 of 3'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '3 of 3'} {'var_name': 'RevenueFromReimbursement', 'zeros': '3 of 3'}
warning	2 × Invalid stock price, skipping obs_EconomicCapitalRatio	industry.us_generic	0000723533 0001502966
warning	2 × Ignoring company because Expenses is zero	pre-agg	0001164012 0001164552
warning	2 × Ignoring company because Assets is zero	pre-agg	0001104265 0001286345
warning	2 × Excluding company: variable exceeds outlier threshold	pre-agg	0001388982 0001479382

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	219,485,000	227,412,400	298,886,404	872,077,900	935,780,000	0001019737	0001066104	0001398659
1	IntangibleAssets	43,094,000	97,204,200	584,199,861	601,569,600	603,500,000	0001066104	0001019737	0001398659
2	OperatingLeaseAssets	0	0	0	0	0	0001019737	0001066104	0001019737
3	AssetsNoncurrent	65,354,000	70,210,800	113,962,649	296,844,300	317,169,000	0001019737	0001066104	0001398659
4	remainder_Assets	0	3,701,200	37,015,472	52,637,800	54,374,000	0001019737	0001398659	0001066104
5	LiabilitiesCurrent	155,579,000	172,275,900	322,552,362	342,177,000	344,358,000	0001019737	0001398659	0001066104
6	LiabilitiesNoncurrent	73,546,000	74,421,000	82,330,088	235,691,100	252,735,000	0001398659	0001066104	0001019737
7	remainder_Liabilities	0	67,900	682,089	14,580,400	16,125,000	0001019737	0001066104	0001398659
8	CostOfRevenue	155,769,000	182,044,400	418,597,000	751,522,100	788,522,000	0001066104	0001019737	0001398659
9	GeneralAndAdministrativeExpense	60,871,000	66,952,400	121,717,083	266,060,300	282,102,000	0001066104	0001019737	0001398659
10	LaborExpense	0	0	0	0	0	0001019737	0001066104	0001019737
11	remainder_Expenses	50,162,000	59,272,900	141,279,755	180,666,700	185,044,000	0001398659	0001019737	0001066104
12	RevenueFromContractWithCustomer	0	0	0	0	0	0001019737	0001066104	0001019737
13	RevenueFromReimbursement	0	0	0	0	0	0001019737	0001066104	0001019737
14	remainder_Revenues	438,907,000	465,382,300	703,771,061	1,203,432,700	1,258,963,000	0001066104	0001019737	0001398659
15	remainder_NetIncome	1,876,000	2,002,400	3,141,543	10,082,600	10,854,000	0001019737	0001066104	0001398659
16	remainder_ComprehensiveNetIncome	0	0	0	0	0	0001019737	0001066104	0001019737

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	510,149,000	546,037,600	869,239,885	1,791,018,400	1,893,461,000	0001066104	0001019737	0001398659
1	Liabilities	408,314,000	408,704,500	412,222,023	425,821,600	427,333,000	0001019737	0001398659	0001066104
2	Expenses	401,684,000	429,663,500	681,566,861	1,076,855,300	1,120,786,000	0001066104	0001019737	0001398659
3	Revenues	438,907,000	465,382,300	703,771,061	1,203,432,700	1,258,963,000	0001066104	0001019737	0001398659
4	StockholdersEquity	82,816,000	120,606,500	460,925,104	1,379,189,900	1,481,242,000	0001066104	0001019737	0001398659
5	NetIncome	24,057,000	25,687,600	40,384,734	138,164,200	149,031,000	0001019737	0001066104	0001398659
6	ComprehensiveNetIncome	24,057,000	25,687,600	40,384,734	138,164,200	149,031,000	0001019737	0001066104	0001398659
7	BaseVar	1,152,163,110	1,213,162,464	1,762,422,064	2,956,521,252	3,089,228,430	0001066104	0001019737	0001398659
8	EconomicCapitalRatiobeforeLimitedLiability	0.350	0.407	0.920	1.66	1.74	0001066104	0001019737	0001398659
9	EconomicCapitalRatio	1.31	1.36	1.77	2.28	2.33	0001066104	0001019737	0001398659

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.133	-0.115	0.0465	0.0685	0.0709	0001019737	0001398659	0001066104
1	IntangibleAssets	-0.267	-0.240	0.00420	0.254	0.282	0001066104	0001398659	0001019737
2	OperatingLeaseAssets	0	0	0	0	0	0001019737	0001066104	0001019737
3	AssetsNoncurrent	-0.0592	-0.0519	0.0135	0.0412	0.0443	0001019737	0001398659	0001066104
4	remainder_Assets	-0.0285	-0.0261	-0.00432	0.0570	0.0638	0001019737	0001398659	0001066104
5	LiabilitiesCurrent	-0.442	-0.377	0.201	0.238	0.242	0001066104	0001398659	0001019737
6	LiabilitiesNoncurrent	-0.227	-0.202	0.0241	0.173	0.189	0001019737	0001066104	0001398659
7	remainder_Liabilities	-0.0120	-0.0104	0.00401	0.00627	0.00652	0001398659	0001066104	0001019737
8	CostOfRevenue	-0.131	-0.127	-0.0917	0.239	0.276	0001398659	0001019737	0001066104
9	GeneralAndAdministrativeExpense	-0.0578	-0.0514	0.00669	0.0595	0.0654	0001398659	0001019737	0001066104
10	LaborExpense	0	0	0	0	0	0001019737	0001066104	0001019737
11	remainder_Expenses	-0.252	-0.225	0.0183	0.181	0.199	0001066104	0001019737	0001398659
12	RevenueFromContractWithCustomer	0	0	0	0	0	0001019737	0001066104	0001019737
13	RevenueFromReimbursement	0	0	0	0	0	0001019737	0001066104	0001019737
14	remainder_Revenues	-0.0525	-0.0461	0.0112	0.0309	0.0331	0001066104	0001019737	0001398659
15	remainder_NetIncome	-0.00453	-0.00398	0.00103	0.00288	0.00308	0001019737	0001066104	0001398659
16	remainder_ComprehensiveNetIncome	0	0	0	0	0	0001019737	0001066104	0001019737

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-0.145	-0.134	-0.0332	0.0532	0.0628	0001066104	0001019737	0001398659
1	Liabilities	-0.408	-0.362	0.0456	0.328	0.359	0001066104	0001019737	0001398659
2	Expenses	-0.0676	-0.0599	0.00930	0.0571	0.0624	0001019737	0001398659	0001066104
3	Revenues	-0.0525	-0.0461	0.0112	0.0309	0.0331	0001066104	0001019737	0001398659
4	StockholdersEquity	-0.471	-0.426	-0.0229	0.402	0.449	0001066104	0001019737	0001398659
5	NetIncome	-0.0611	-0.0540	0.00966	0.0419	0.0455	0001019737	0001066104	0001398659
6	ComprehensiveNetIncome	-0.0611	-0.0540	0.00966	0.0419	0.0455	0001019737	0001066104	0001398659
7	BaseVar	0	0	0	0	0	0001019737	0001066104	0001019737
8	EconomicCapitalRatiobeforeLimitedLiability	-0.522	-0.476	-0.0608	0.444	0.500	0001066104	0001019737	0001398659
9	EconomicCapitalRatio	-0.495	-0.449	-0.0331	0.472	0.528	0001066104	0001019737	0001398659

2011

Logs

error	4 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001501489 0001501489 0001088787 0001088787
error	2 × Negative Expenses, ignoring company.	pre-agg	0001371489 0001479382
error	2 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001366312 0001398659
warning	20 × The stock price does not exist	industry.us_generic	0001094238 0001179090 0001272550 0001366312 0001382219 0001400683 0001470215 0001371489 0001066104 0001388982 0001533106 0001019737 0001104265 0001164552 0001230524 0001398659 0001409253 0001479382 0001094814 0001286345
warning	10 × Missing logo	subcommand.report	0000723533 0001094238 0001098482 0001179090 0001272550 0001366312 0001382219 0001400683 0001443646 0001470215
warning	6 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001368055 0001228386 0001388982 0001479382 0001164012 0001439264
warning	6 × Excluding company: variable exceeds outlier threshold	pre-agg	0001368055 0001228386 0001388982 0001388982 0001230524 0001479382
warning	3 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '26 of 26'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '26 of 26'} {'var_name': 'RevenueFromReimbursement', 'zeros': '26 of 26'}
warning	3 × Ignoring company because Expenses is zero	pre-agg	0001164552 0001164552 0001164012
warning	3 × Ignoring company because Assets is zero	pre-agg	0001104265 0001104265 0001286345
warning	2 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001501489 0001088787
warning	2 × Invalid stock price, skipping obs_EconomicCapitalRatio	industry.us_generic	0000723533 0001502966
warning	1 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001228386
warning	1 × Ignoring company because ECR is too negative	pre-agg	0001409253

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	1,118	39,592	16,519,806	1,266,612,000	1,650,551,000	0001400683	0001320760	0001470215
1	IntangibleAssets	0	0	3,825,171	1,284,940,250	2,638,496,000	0000723533	0001320760	0001470215
2	OperatingLeaseAssets	0	0	0	0	0	0000723533	0001179090	0000723533
3	AssetsNoncurrent	0	0	2,628,054	270,251,750	621,334,000	0000723533	0001272550	0001470215
4	remainder_Assets	-3,749,731	-1,943,968	51,141	151,779,000	202,327,000	0001382219	0001502966	0001398659
5	LiabilitiesCurrent	0	0	8,419,080	815,058,250	1,178,194,000	0000723533	0001320760	0001470215
6	LiabilitiesNoncurrent	0	0	1,279,250	271,136,750	1,160,164,000	0000723533	0001057379	0001443646
7	remainder_Liabilities	0	0	427,909	71,973,000	1,124,037,000	0001013706	0000723533	0001470215
8	CostOfRevenue	0	0	0	507,152,750	1,004,899,000	0000723533	0000851520	0001398659
9	GeneralAndAdministrativeExpense	0	2,215	6,043,334	338,863,250	881,028,000	0000723533	0001084554	0001443646
10	LaborExpense	0	0	0	120,015,250	2,043,063,000	0000723533	0001094238	0001470215
11	remainder_Expenses	-4,495,000	15,244	5,706,149	622,558,000	4,566,086,000	0001057379	0001366312	0001443646
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000723533	0001179090	0000723533
13	RevenueFromReimbursement	0	0	0	0	0	0000723533	0001179090	0000723533
14	remainder_Revenues	0	0	10,629,163	1,410,520,750	3,259,451,000	0001094238	0001098482	0001470215
15	remainder_NetIncome	-4,970,000	-266,382	309,696	130,963,000	5,531,808,000	0001066104	0001084554	0001443646
16	remainder_ComprehensiveNetIncome	-1,635,000	-15,000	0	285,000	1,997,899	0001443646	0001179090	0001382219

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	13,530	131,046	28,344,704	2,868,864,000	5,098,950,000	0001400683	0001094814	0001470215
1	Liabilities	66,113	293,150	13,742,145	1,829,505,750	2,496,280,000	0001400683	0001179090	0001470215
2	Expenses	39,560	165,751	23,491,931	2,679,881,250	5,447,114,000	0001400683	0001094814	0001443646
3	Revenues	0	0	10,629,163	1,410,520,750	3,259,451,000	0001094238	0001098482	0001470215
4	StockholdersEquity	-5,235,722	-1,482,934	12,354,124	1,303,574,750	2,602,670,000	0001179090	0001437226	0001470215
5	NetIncome	-14,457,558	-7,807,002	649,293	164,480,500	196,725,000	0001179090	0001437226	0001470215
6	ComprehensiveNetIncome	-14,457,558	-7,807,002	1,342,140	164,071,750	196,725,000	0001179090	0001013706	0001470215
7	BaseVar	72,690	641,269	63,771,481	7,769,208,578	11,464,649,170	0001400683	0001382219	0001443646
8	EconomicCapitalRatiobeforeLimitedLiability	-8.26	-5.23	0.644	1.79	2.22	0001439264	0001320760	0001304161
9	EconomicCapitalRatio	0.0000125	0.0505	1.56	2.37	2.65	0001439264	0001320760	0001304161

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.403	-0.324	-0.0550	0.276	0.358	0001083446	0001057379	0001084554
1	IntangibleAssets	-0.402	-0.255	-0.0246	0.399	0.536	0001083446	0001272550	0001019737
2	OperatingLeaseAssets	0	0	0	0	0	0000723533	0001179090	0000723533
3	AssetsNoncurrent	-0.291	-0.198	-0.0305	0.212	0.475	0001083446	0001019737	0001366312
4	remainder_Assets	-0.124	-0.109	-0.0254	0.0979	0.123	0001272550	0001094814	0001400683
5	LiabilitiesCurrent	-0.999	-0.470	0.0452	0.447	1.07	0001502966	0001320760	0001437226
6	LiabilitiesNoncurrent	-0.863	-0.413	0.117	0.627	1.07	0001419275	0001066104	0001437226
7	remainder_Liabilities	-1.05	-0.222	0.0834	0.286	0.571	0001083446	0001366312	0001437226
8	CostOfRevenue	-6.24	-1.25	0.0657	0.472	0.624	0001437226	0001419275	0001272550
9	GeneralAndAdministrativeExpense	-1.00	-0.663	0.100	0.308	0.441	0001094814	0001398659	0001013706
10	LaborExpense	-0.865	-0.448	0.0885	0.225	0.497	0000851520	0001398659	0001437226
11	remainder_Expenses	-1.68	-1.10	0.128	0.997	1.64	0001083446	0001366312	0001437226
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000723533	0001179090	0000723533
13	RevenueFromReimbursement	0	0	0	0	0	0000723533	0001179090	0000723533
14	remainder_Revenues	-1.85	-1.60	0.0909	1.17	2.01	0001272550	0001084554	0001437226
15	remainder_NetIncome	-1.17	-0.523	-0.199	1.03	1.80	0001437226	0001366312	0001272550
16	remainder_ComprehensiveNetIncome	-0.0184	-0.0126	-0.00496	0.0114	0.0640	0001437226	0001019737	0001382219

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-0.777	-0.556	-0.0316	0.411	0.464	0001083446	0001057379	0001366312
1	Liabilities	-0.549	-0.464	0.199	1.13	1.19	0001502966	0001084554	0001272550
2	Expenses	-1.63	-0.621	-0.0268	0.440	0.648	0001437226	0001098482	0001304161
3	Revenues	-1.85	-1.60	0.0909	1.17	2.01	0001272550	0001084554	0001437226
4	StockholdersEquity	-0.821	-0.667	0.214	0.813	0.948	0001419275	0001013706	0001094814
5	NetIncome	-0.823	-0.545	0.341	0.690	1.12	0001084554	0001470215	0001437226
6	ComprehensiveNetIncome	-0.829	-0.548	0.337	0.688	1.12	0001084554	0001470215	0001437226
7	BaseVar	0	0	0	0	0	0000723533	0001179090	0000723533
8	EconomicCapitalRatiobeforeLimitedLiability	-0.980	-0.930	0.578	1.39	1.67	0001439264	0001320760	0001304161
9	EconomicCapitalRatio	-1.44	-1.39	0.114	0.922	1.21	0001439264	0001320760	0001304161

2012

Logs

error	8 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001310497 0001310497 0001399095 0001399095 0001088787 0001088787 0001491959 0001498291
error	3 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001366312 0001398659 0001398659
error	2 × Negative Expenses, ignoring company.	pre-agg	0001228386 0001479382
warning	19 × The stock price does not exist	industry.us_generic	0001094238 0001179090 0001272550 0001400683 0001470215 0001409253 0001094814 0001066104 0001382219 0001388982 0001533106 0001019737 0001104265 0001164552 0001230524 0001366312 0001398659 0001567503 0001479382
warning	7 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001179090 0001272550 0001164012 0001228386 0001388982 0001286345 0001368055
warning	7 × Missing logo	subcommand.report	0001094238 0001098482 0001179090 0001272550 0001400683 0001443646 0001470215
warning	6 × Excluding company: variable exceeds outlier threshold	pre-agg	0001228386 0001388982 0001388982 0001230524 0001230524 0001368055
warning	4 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001310497 0001399095 0001088787 0001498291
warning	3 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '23 of 23'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '23 of 23'} {'var_name': 'RevenueFromReimbursement', 'zeros': '23 of 23'}
warning	2 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001228386 0001228386
warning	2 × Ignoring company because Expenses is zero	pre-agg	0001164552 0001164552
warning	2 × Ignoring company because ECR is too negative	pre-agg	0001409253 0001409253
warning	2 × Ignoring company because Assets is zero	pre-agg	0001104265 0001104265
warning	1 × Similarly named company. Duplicate?	None	0001289848
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001164012

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	12.0	110,420	14,597,802	1,524,993,200	1,759,397,000	0001400683	0001304161	0001470215
1	IntangibleAssets	0	0	8,611,814	1,351,303,200	3,021,403,000	0001084554	0000851520	0001470215
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001289848	0000851520
3	AssetsNoncurrent	0	8,708	3,584,048	232,201,100	418,687,000	0001400683	0001094238	0001470215
4	remainder_Assets	-14,309,446	0	52,238	39,712,900	157,491,000	0001272550	0001371489	0001470215
5	LiabilitiesCurrent	0	78,024	9,774,638	875,006,700	1,102,982,000	0001084554	0001179090	0001470215
6	LiabilitiesNoncurrent	0	0	72,522	587,970,100	1,159,878,000	0001057379	0001400683	0001443646
7	remainder_Liabilities	0	0	84,321	59,323,900	1,605,496,000	0001013706	0001304161	0001470215
8	CostOfRevenue	0	0	0	489,921,300	583,195,000	0000851520	0001013706	0001362004
9	GeneralAndAdministrativeExpense	0	111	8,191,504	282,882,400	903,721,000	0001304161	0001272550	0001443646
10	LaborExpense	0	0	0	155,643,200	2,067,689,000	0001019737	0001094238	0001470215
11	remainder_Expenses	-59,000	16,600	4,485,231	765,860,100	4,720,062,000	0001057379	0001098482	0001443646
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001289848	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001289848	0000851520
14	remainder_Revenues	0	0	3,680,749	927,883,800	3,417,736,000	0001094238	0001084554	0001470215
15	remainder_NetIncome	-10,048,000	-7,003,992	20,000	132,631,300	5,863,738,000	0001066104	0001057379	0001443646
16	remainder_ComprehensiveNetIncome	-337,703,000	-3,105,100	0	3,745,100	26,888,000	0001470215	0001533106	0001066104

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	12,309	321,553	24,021,479	3,115,536,800	5,356,978,000	0001400683	0001272550	0001470215
1	Liabilities	87,809	407,264	11,297,535	2,037,320,100	2,899,661,000	0001400683	0001320760	0001470215
2	Expenses	23,032	752,512	51,342,474	2,945,332,100	5,623,783,000	0001400683	0001320760	0001443646
3	Revenues	0	0	3,680,749	927,883,800	3,417,736,000	0001094238	0001084554	0001470215
4	StockholdersEquity	-1,827,643	-1,618,841	13,061,687	1,122,640,800	2,457,317,000	0001179090	0001094238	0001470215
5	NetIncome	-9,999,599	-9,250,278	604,010	220,789,400	260,476,000	0001098482	0001371489	0001470215
6	ComprehensiveNetIncome	-77,227,000	-9,980,417	-21,091	62,780,700	236,693,000	0001470215	0001400683	0001443646
7	BaseVar	68,808	1,460,283	115,379,240	9,003,899,842	12,029,732,730	0001400683	0001013706	0001443646
8	EconomicCapitalRatiobeforeLimitedLiability	-10.8	-2.97	0.352	1.51	2.45	0001533106	0001272550	0001304161
9	EconomicCapitalRatio	0.00000000497	0.230	1.31	2.19	2.82	0001533106	0001272550	0001304161

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.455	-0.321	-0.101	0.357	0.446	0001437226	0001289848	0001084554
1	IntangibleAssets	-0.564	-0.466	-0.0287	0.401	0.429	0001320760	0001443646	0001289848
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001289848	0000851520
3	AssetsNoncurrent	-0.319	-0.273	-0.0343	0.403	0.583	0001320760	0001439264	0001272550
4	remainder_Assets	-0.528	-0.0679	-0.0148	0.148	0.160	0001272550	0001289848	0001013706
5	LiabilitiesCurrent	-0.137	-0.126	0.0737	0.472	0.828	0001502966	0001094238	0001437226
6	LiabilitiesNoncurrent	-0.537	-0.376	0.0659	0.505	0.812	0001371489	0001400683	0001437226
7	remainder_Liabilities	-0.401	-0.0523	0.0366	0.197	0.542	0001470215	0001084554	0001437226
8	CostOfRevenue	-7.11	-2.32	0.0630	0.571	0.634	0001437226	0001400683	0001013706
9	GeneralAndAdministrativeExpense	-0.920	-0.335	0.0613	0.422	0.527	0001084554	0001400683	0001437226
10	LaborExpense	-0.781	-0.465	0.0691	0.225	0.715	0000851520	0001304161	0001437226
11	remainder_Expenses	-1.28	-1.20	0.161	1.03	1.51	0001094238	0001066104	0001437226
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001289848	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001289848	0000851520
14	remainder_Revenues	-1.71	-1.19	0.0757	1.10	1.76	0001094238	0001066104	0001437226
15	remainder_NetIncome	-1.13	-0.698	-0.214	0.929	1.16	0001437226	0001470215	0001443646
16	remainder_ComprehensiveNetIncome	-0.0995	-0.0371	0.00408	0.0215	0.0361	0001470215	0001289848	0001066104

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-0.859	-0.713	-0.0960	0.335	0.471	0001320760	0001057379	0001371489
1	Liabilities	-0.717	-0.478	0.152	0.904	0.984	0001371489	0001094238	0001437226
2	Expenses	-1.95	-0.931	-0.0461	0.391	0.646	0001437226	0001362004	0001304161
3	Revenues	-1.71	-1.19	0.0757	1.10	1.76	0001094238	0001066104	0001437226
4	StockholdersEquity	-0.584	-0.541	0.0772	0.665	1.01	0001400683	0001443646	0001304161
5	NetIncome	-0.981	-0.423	0.192	0.873	1.26	0001084554	0001066104	0001437226
6	ComprehensiveNetIncome	-0.975	-0.422	0.194	0.894	1.27	0001084554	0001066104	0001437226
7	BaseVar	0	0	0	0	0	0000851520	0001289848	0000851520
8	EconomicCapitalRatiobeforeLimitedLiability	-0.955	-0.725	0.359	1.23	1.86	0001533106	0001272550	0001304161
9	EconomicCapitalRatio	-1.29	-1.06	0.0201	0.893	1.52	0001533106	0001272550	0001304161

2013

Logs

error	4 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001501489 0001501489 0001458023 0001399095
error	1 × Negative Expenses, ignoring company.	pre-agg	0001228386
error	1 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001398659
warning	16 × The stock price does not exist	industry.us_generic	0001272550 0001366312 0001382219 0001470215 0001066104 0001019737 0001104265 0001164552 0001230524 0001419275 0001533106 0001600347 0001094814 0001398659 0001409253 0001567503
warning	10 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001179090 0001272550 0001501489 0001164012 0001537511 0000723533 0001286345 0001590565 0001228386 0001388982
warning	6 × Missing logo	subcommand.report	0001179090 0001272550 0001366312 0001382219 0001443646 0001470215
warning	4 × Excluding company: variable exceeds outlier threshold	pre-agg	0001230524 0001419275 0001533106 0001388982
warning	3 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '24 of 24'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '24 of 24'} {'var_name': 'RevenueFromReimbursement', 'zeros': '24 of 24'}
warning	3 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001501489 0001458023 0001164012
warning	3 × Ignoring company because Expenses is zero	pre-agg	0001164552 0001164552 0001230524
warning	2 × Ignoring company because Assets is zero	pre-agg	0001104265 0001104265
warning	1 × Similarly named company. Duplicate?	None	0001289848
warning	1 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001228386
warning	1 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001537511
warning	1 × Invalid stock price, skipping obs_EconomicCapitalRatio	industry.us_generic	0001599407
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001164012
warning	1 × Ignoring company because ECR is too negative	pre-agg	0001409253

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	2,178	221,893	14,721,124	1,280,024,550	1,712,221,000	0001567503	0001013706	0001470215
1	IntangibleAssets	0	0	3,595,072	1,399,420,700	2,906,693,000	0001084554	0001382219	0001470215
2	OperatingLeaseAssets	0	0	0	0	0	0001013706	0001289848	0001013706
3	AssetsNoncurrent	0	257	1,261,916	220,293,100	626,850,000	0001084554	0001094814	0001470215
4	remainder_Assets	-10,660,139	-3,537,749	2,512	9,830,550	86,313,000	0001272550	0001533106	0001470215
5	LiabilitiesCurrent	0	9,254	8,800,036	906,109,400	1,112,873,000	0001084554	0001094814	0001470215
6	LiabilitiesNoncurrent	0	0	509,924	561,843,800	1,929,071,000	0001057379	0001419275	0001443646
7	remainder_Liabilities	0	0	0	55,748,250	1,247,620,000	0001013706	0001272550	0001470215
8	CostOfRevenue	0	0	0	510,052,550	591,516,000	0001013706	0001272550	0001362004
9	GeneralAndAdministrativeExpense	0	0	3,567,445	298,809,250	833,986,000	0001094814	0001084554	0001443646
10	LaborExpense	0	0	0	11,004,149	2,085,188,000	0001019737	0001272550	0001470215
11	remainder_Expenses	10,512	32,454	6,032,389	701,351,900	4,697,376,000	0001567503	0001083446	0001443646
12	RevenueFromContractWithCustomer	0	0	0	0	0	0001013706	0001289848	0001013706
13	RevenueFromReimbursement	0	0	0	0	0	0001013706	0001289848	0001013706
14	remainder_Revenues	0	0	3,906,993	932,245,300	3,432,515,000	0001094814	0001382219	0001470215
15	remainder_NetIncome	-30,275,000	-6,742,485	-11,811	31,624,063	5,750,420,000	0001066104	0001084554	0001443646
16	remainder_ComprehensiveNetIncome	-5,072,000	-585,200	0	13,428,933	54,441,000	0001443646	0001084554	0001470215

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	2,178	240,566	27,298,771	2,908,450,050	5,332,077,000	0001567503	0001382219	0001470215
1	Liabilities	2,204	113,315	12,331,938	2,385,746,500	2,950,735,000	0001567503	0001013706	0001443646
2	Expenses	29,647	231,426	18,410,243	2,813,804,600	5,531,362,000	0001567503	0001382219	0001443646
3	Revenues	0	0	3,906,993	932,245,300	3,432,515,000	0001094814	0001382219	0001470215
4	StockholdersEquity	-1,420,967	-905,308	13,207,948	587,053,350	2,744,834,000	0001533106	0001272550	0001470215
5	NetIncome	-16,431,320	-8,487,848	261,882	196,164,250	315,652,000	0001382219	0001419275	0001470215
6	ComprehensiveNetIncome	-15,429,764	-8,487,848	261,882	191,937,350	370,093,000	0001382219	0001419275	0001470215
7	BaseVar	31,446	1,545,228	58,145,084	8,352,120,035	12,206,483,240	0001567503	0001272550	0001443646
8	EconomicCapitalRatiobeforeLimitedLiability	-17.2	-4.35	0.193	1.41	2.40	0001567503	0001443646	0001304161
9	EconomicCapitalRatio	0.000000000000000000000784	0.0430	1.17	2.11	2.78	0001567503	0001443646	0001304161

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.630	-0.464	-0.149	0.544	0.745	0001179090	0001066104	0001094814
1	IntangibleAssets	-0.422	-0.358	-0.00799	0.351	0.365	0001320760	0001567503	0001019737
2	OperatingLeaseAssets	0	0	0	0	0	0001013706	0001289848	0001013706
3	AssetsNoncurrent	-0.346	-0.296	-0.0429	0.485	0.690	0001320760	0001084554	0001286345
4	remainder_Assets	-0.325	-0.0255	0.00501	0.0864	0.147	0001272550	0001362004	0001013706
5	LiabilitiesCurrent	-0.334	-0.145	0.0519	0.430	1.16	0001094814	0001286345	0001437226
6	LiabilitiesNoncurrent	-0.725	-0.573	0.0283	0.374	1.09	0001366312	0001286345	0001437226
7	remainder_Liabilities	-0.374	-0.176	0.0106	0.0925	0.277	0001470215	0001179090	0001437226
8	CostOfRevenue	-8.09	-1.86	0.0297	0.553	0.652	0001437226	0001083446	0001013706
9	GeneralAndAdministrativeExpense	-0.616	-0.343	0.102	0.551	1.04	0001084554	0001366312	0001437226
10	LaborExpense	-2.73	-0.478	0.0394	0.174	0.498	0001179090	0001371489	0001437226
11	remainder_Expenses	-1.07	-0.992	0.0462	0.868	1.73	0001443646	0001066104	0001437226
12	RevenueFromContractWithCustomer	0	0	0	0	0	0001013706	0001289848	0001013706
13	RevenueFromReimbursement	0	0	0	0	0	0001013706	0001289848	0001013706
14	remainder_Revenues	-2.16	-1.22	0.0356	1.15	2.12	0001179090	0001366312	0001437226
15	remainder_NetIncome	-0.881	-0.666	-0.132	0.797	0.885	0001083446	0001470215	0001272550
16	remainder_ComprehensiveNetIncome	-0.0245	-0.0114	-0.00250	0.0117	0.0134	0001437226	0001286345	0001066104

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-1.12	-0.845	-0.108	0.499	0.975	0001179090	0001272550	0001094814
1	Liabilities	-0.779	-0.593	0.0509	0.742	1.26	0001371489	0001443646	0001437226
2	Expenses	-2.34	-1.22	-0.0412	0.571	0.603	0001437226	0001567503	0001304161
3	Revenues	-2.16	-1.22	0.0356	1.15	2.12	0001179090	0001366312	0001437226
4	StockholdersEquity	-1.93	-1.57	-0.00168	0.787	0.951	0001437226	0001567503	0001304161
5	NetIncome	-1.47	-1.02	0.185	1.03	1.73	0001286345	0001066104	0001437226
6	ComprehensiveNetIncome	-1.47	-1.03	0.182	1.01	1.72	0001286345	0001066104	0001437226
7	BaseVar	0	0	0	0	0	0001013706	0001289848	0001013706
8	EconomicCapitalRatiobeforeLimitedLiability	-0.887	-0.844	0.282	1.23	1.89	0001567503	0001443646	0001304161
9	EconomicCapitalRatio	-1.29	-1.24	-0.117	0.829	1.50	0001567503	0001443646	0001304161

2014

Logs

error	3 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001399095 0001088787 0001584618
error	1 × No NetIncome node found, ignoring company.	input.sec.calculation_linkbase.edgar_model_mapping	0001592782
warning	16 × The stock price does not exist	industry.us_generic	0001272550 0001382219 0001470215 0001600347 0001066104 0001604738 0001622879 0001019737 0001104265 0001230524 0001533106 0001574910 0001602813 0001630212 0001164552 0001419275
warning	13 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0000723533 0001272550 0001382219 0001501489 0001537511 0001607450 0001066104 0001286345 0001019737 0001094814 0001228386 0001567503 0001590565
warning	7 × Missing logo	subcommand.report	0000723533 0001272550 0001382219 0001443646 0001470215 0001501489 0001537511
warning	4 × Excluding company: variable exceeds outlier threshold	pre-agg	0001228386 0001533106 0001630212 0001419275
warning	3 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '25 of 25'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '25 of 25'} {'var_name': 'RevenueFromReimbursement', 'zeros': '25 of 25'}
warning	3 × Invalid stock price, skipping obs_EconomicCapitalRatio	industry.us_generic	0001632121 0001599407 0001620749
warning	3 × Ignoring company because Expenses is zero	pre-agg	0001230524 0001230524 0001164552
warning	2 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001537511 0001537511
warning	1 × Similarly named company. Duplicate?	None	0001289848
warning	1 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001088787
warning	1 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001632121
warning	1 × Ignoring company because Assets is zero	pre-agg	0001104265

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	0	43,527	8,431,221	1,242,483,200	1,808,498,000	0000723533	0001083446	0001470215
1	IntangibleAssets	0	0	559,923	1,430,092,400	2,970,351,000	0000723533	0001083446	0001470215
2	OperatingLeaseAssets	0	0	0	0	0	0000723533	0001362004	0000723533
3	AssetsNoncurrent	0	0	887,495	296,146,600	769,834,000	0000723533	0001304161	0001470215
4	remainder_Assets	-4,503,800	-235,354	35,422	58,623,800	79,103,000	0001272550	0000723533	0001470215
5	LiabilitiesCurrent	0	0	4,628,725	858,396,200	1,034,599,000	0000723533	0001600347	0001470215
6	LiabilitiesNoncurrent	0	0	254,976	783,388,600	1,786,441,000	0000723533	0001382219	0001443646
7	remainder_Liabilities	0	0	41.0	62,086,200	1,193,983,000	0001013706	0001599407	0001470215
8	CostOfRevenue	0	0	0	640,539,800	1,378,088,000	0000723533	0001272550	0001398659
9	GeneralAndAdministrativeExpense	0	0	5,287,979	532,006,400	742,527,000	0001304161	0001083446	0001443646
10	LaborExpense	0	0	0	149,874,200	2,106,431,000	0000723533	0001304161	0001470215
11	remainder_Expenses	2,610	25,391	4,545,686	652,901,800	4,502,184,000	0000723533	0001537511	0001443646
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000723533	0001362004	0000723533
13	RevenueFromReimbursement	0	0	0	0	0	0000723533	0001362004	0000723533
14	remainder_Revenues	0	0	2,791,703	2,033,577,200	3,481,912,000	0000723533	0001537511	0001470215
15	remainder_NetIncome	-37,571,000	-7,069,400	0	17,362,400	5,476,899,000	0001398659	0001502966	0001443646
16	remainder_ComprehensiveNetIncome	-48,876,000	-2,646,400	0	5,792,600	102,748,000	0001066104	0001382219	0001470215

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	35,363	43,528	11,884,270	2,901,161,800	5,627,786,000	0000723533	0001272550	0001470215
1	Liabilities	17,085	43,980	9,472,930	2,304,949,800	2,769,182,000	0000723533	0001320760	0001443646
2	Expenses	22,044	113,146	14,445,623	2,917,686,400	5,244,711,000	0000723533	0001083446	0001443646
3	Revenues	0	0	2,791,703	2,033,577,200	3,481,912,000	0000723533	0001537511	0001470215
4	StockholdersEquity	-5,480,525	-1,389,104	7,793,907	1,148,235,600	3,110,949,000	0001272550	0001286345	0001470215
5	NetIncome	-36,398,000	-20,512,662	-20,862	224,184,600	366,314,000	0001019737	0000723533	0001470215
6	ComprehensiveNetIncome	-39,141,000	-20,512,662	-20,862	229,905,400	469,062,000	0001019737	0000723533	0001470215
7	BaseVar	44,080	185,066	39,754,459	8,751,751,850	11,545,296,410	0000723533	0001272550	0001443646
8	EconomicCapitalRatiobeforeLimitedLiability	-3.26	-3.01	0.493	2.05	2.19	0001599407	0001371489	0001286345
9	EconomicCapitalRatio	0.169	0.225	1.44	2.54	2.64	0001599407	0001371489	0001286345

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.609	-0.554	-0.117	0.359	1.16	0001320760	0001470215	0001502966
1	IntangibleAssets	-0.392	-0.235	-0.0174	0.494	0.582	0001537511	0001501489	0001362004
2	OperatingLeaseAssets	0	0	0	0	0	0000723533	0001362004	0000723533
3	AssetsNoncurrent	-0.375	-0.259	-0.0746	0.0800	0.933	0001537511	0001289848	0001286345
4	remainder_Assets	-0.248	-0.222	-0.0395	0.151	0.933	0001272550	0001398659	0000723533
5	LiabilitiesCurrent	-1.02	-0.170	0.108	0.464	1.27	0001600347	0001599407	0001437226
6	LiabilitiesNoncurrent	-0.549	-0.411	0.0101	0.381	1.08	0001371489	0001600347	0001437226
7	remainder_Liabilities	-0.293	-0.254	0.0423	0.176	0.192	0001470215	0001371489	0001382219
8	CostOfRevenue	-8.51	-1.25	0.0800	0.260	0.516	0001437226	0001590565	0001013706
9	GeneralAndAdministrativeExpense	-0.843	-0.658	0.0904	0.840	1.07	0001502966	0001066104	0001437226
10	LaborExpense	-0.821	-0.474	0.0304	0.141	0.366	0000851520	0001304161	0001437226
11	remainder_Expenses	-1.98	-0.986	0.0808	0.673	1.91	0001537511	0001066104	0001437226
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000723533	0001362004	0000723533
13	RevenueFromReimbursement	0	0	0	0	0	0000723533	0001362004	0000723533
14	remainder_Revenues	-1.21	-0.397	0.0858	1.18	2.19	0001443646	0001066104	0001437226
15	remainder_NetIncome	-0.481	-0.207	-0.0571	0.176	0.887	0001437226	0001083446	0001443646
16	remainder_ComprehensiveNetIncome	-0.0541	-0.0210	0.00151	0.0145	0.0324	0001066104	0001083446	0001470215

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-0.922	-0.732	-0.142	0.422	0.629	0001320760	0001590565	0001502966
1	Liabilities	-0.775	-0.677	0.0844	0.916	1.35	0001600347	0001084554	0001437226
2	Expenses	-2.37	-0.601	-0.0348	0.447	0.530	0001437226	0001083446	0001304161
3	Revenues	-1.21	-0.397	0.0858	1.18	2.19	0001443646	0001066104	0001437226
4	StockholdersEquity	-2.95	-1.14	-0.165	0.962	1.44	0001437226	0001600347	0001286345
5	NetIncome	-1.02	-0.709	0.241	1.08	1.86	0001084554	0001320760	0001437226
6	ComprehensiveNetIncome	-1.02	-0.706	0.245	1.08	1.86	0001084554	0001320760	0001437226
7	BaseVar	0	0	0	0	0	0000723533	0001362004	0000723533
8	EconomicCapitalRatiobeforeLimitedLiability	-0.813	-0.758	0.454	1.56	1.65	0001599407	0001371489	0001286345
9	EconomicCapitalRatio	-1.19	-1.14	0.0751	1.18	1.28	0001599407	0001371489	0001286345

2015

Logs

error	2 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001088787 0001584618
error	2 × No NetIncome node found, ignoring company.	input.sec.calculation_linkbase.edgar_model_mapping	0001600347 0001592782
warning	15 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001272550 0001382219 0001501489 0001537511 0001600347 0001066104 0001019737 0001094814 0001228386 0001286345 0001560449 0001567503 0001607450 0001629606 0001590565
warning	12 × The stock price does not exist	industry.us_generic	0001592782 0001409253 0001508348 0001533106 0001622879 0001104265 0001599407 0001602813 0001604738 0001230524 0001574910 0001630212
warning	8 × Excluding company: variable exceeds outlier threshold	pre-agg	0001228386 0001228386 0001286345 0001560449 0001567503 0001599407 0001607450 0001630212
warning	5 × Missing logo	subcommand.report	0001272550 0001382219 0001443646 0001501489 0001537511
warning	3 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '33 of 33'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '33 of 33'} {'var_name': 'RevenueFromReimbursement', 'zeros': '33 of 33'}
warning	3 × Invalid stock price, skipping obs_EconomicCapitalRatio	industry.us_generic	0001599407 0001620749 0001632121
warning	1 × Similarly named company. Duplicate?	None	0001607450
warning	1 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001088787
warning	1 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001632121
warning	1 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001537511
warning	1 × Ignoring company because Expenses is zero	pre-agg	0001230524
warning	1 × Ignoring company because Assets is zero	pre-agg	0001409253

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	5,466	7,441	4,967,112	729,174,800	1,195,069,000	0001286345	0001272550	0001398659
1	IntangibleAssets	0	0	514,984	902,560,600	1,523,613,000	0001084554	0001104265	0001443646
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001398659	0000851520
3	AssetsNoncurrent	0	0	765,116	170,825,800	355,401,000	0001084554	0001320760	0001398659
4	remainder_Assets	-21,077,793	-8,384,276	7.58	46,301,800	106,072,000	0001272550	0001599407	0001398659
5	LiabilitiesCurrent	4,648	9,798	3,244,419	597,886,400	848,994,000	0001607450	0001382219	0001443646
6	LiabilitiesNoncurrent	0	0	334,605	755,430,000	1,770,046,000	0001057379	0001419275	0001443646
7	remainder_Liabilities	0	0	0	33,164,200	58,444,000	0001013706	0001599407	0001443646
8	CostOfRevenue	0	0	0	459,383,000	694,436,000	0000851520	0001371489	0001362004
9	GeneralAndAdministrativeExpense	0	0	608,464	220,140,800	752,912,000	0001304161	0001419275	0001443646
10	LaborExpense	0	0	0	25,666,800	183,533,000	0001019737	0001371489	0000851520
11	remainder_Expenses	-294,236	3,401	1,909,884	190,696,200	4,288,217,000	0001286345	0001104265	0001443646
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001398659	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001398659	0000851520
14	remainder_Revenues	0	0	914,399	923,065,200	1,132,232,000	0001272550	0001084554	0001362004
15	remainder_NetIncome	-21,630,000	-8,910,605	0	139,927,491	5,273,698,000	0001066104	0001590565	0001443646
16	remainder_ComprehensiveNetIncome	-39,367,000	-9,215,200	0	58,625	10,854,000	0001066104	0001567503	0001604738

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	5,833	9,138	13,033,298	1,920,526,800	2,863,982,000	0001590565	0001320760	0001443646
1	Liabilities	8,626	17,381	3,815,762	1,372,578,200	2,677,484,000	0001286345	0001537511	0001443646
2	Expenses	46,730	61,756	7,098,492	950,742,000	5,041,129,000	0001607450	0001537511	0001443646
3	Revenues	0	0	914,399	923,065,200	1,132,232,000	0001272550	0001084554	0001362004
4	StockholdersEquity	-1,631,600	-1,193,738	519,171	551,380,800	1,304,356,000	0001537511	0001501489	0001398659
5	NetIncome	-17,111,290	-9,820,416	-48,157	148,544,400	239,817,000	0001382219	0001590565	0001398659
6	ComprehensiveNetIncome	-17,111,290	-5,871,075	-48,157	120,339,800	239,817,000	0001382219	0001590565	0001398659
7	BaseVar	47,218	81,048	14,949,570	2,687,830,098	11,138,316,500	0001590565	0001304161	0001443646
8	EconomicCapitalRatiobeforeLimitedLiability	-10.2	-5.57	0.166	2.24	2.66	0001590565	0001501489	0001622879
9	EconomicCapitalRatio	0.0000000344	0.00730	1.14	2.67	2.97	0001590565	0001501489	0001622879

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.558	-0.400	-0.104	0.412	0.521	0001419275	0001382219	0001604738
1	IntangibleAssets	-0.417	-0.351	-0.100	0.355	0.478	0001419275	0001607450	0001272550
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001398659	0000851520
3	AssetsNoncurrent	-0.319	-0.269	-0.0796	0.368	0.635	0001437226	0001574910	0001272550
4	remainder_Assets	-0.399	-0.217	0.0688	0.395	1.04	0001272550	0001567503	0001533106
5	LiabilitiesCurrent	-0.318	-0.135	0.0711	0.724	1.35	0001533106	0001567503	0001622879
6	LiabilitiesNoncurrent	-0.541	-0.426	0.0000603	0.448	0.734	0001371489	0001590565	0001622879
7	remainder_Liabilities	-0.191	-0.0610	0.00803	0.0937	0.135	0001057379	0001104265	0001622879
8	CostOfRevenue	-3.79	-1.10	0.0609	0.323	0.356	0001437226	0001320760	0001622879
9	GeneralAndAdministrativeExpense	-0.948	-0.652	0.0155	0.500	0.972	0001622879	0001419275	0001013706
10	LaborExpense	-0.774	-0.429	0.0229	0.109	0.160	0000851520	0001084554	0001437226
11	remainder_Expenses	-0.875	-0.657	-0.000408	0.882	1.11	0001013706	0001382219	0001437226
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001398659	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001398659	0000851520
14	remainder_Revenues	-1.20	-0.641	0.000200	1.26	2.00	0001443646	0001590565	0001622879
15	remainder_NetIncome	-0.709	-0.288	-0.0646	0.480	0.935	0001533106	0001419275	0001272550
16	remainder_ComprehensiveNetIncome	-0.0460	-0.0364	0.000130	0.00575	0.119	0001622879	0001083446	0001604738

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-0.955	-0.579	-0.159	0.406	0.783	0001419275	0001533106	0001398659
1	Liabilities	-0.603	-0.438	0.0706	0.925	1.77	0001371489	0001574910	0001622879
2	Expenses	-0.568	-0.294	-0.0392	0.530	0.680	0001437226	0001599407	0001398659
3	Revenues	-1.20	-0.641	0.000200	1.26	2.00	0001443646	0001590565	0001622879
4	StockholdersEquity	-1.42	-0.522	-0.117	1.13	1.65	0001419275	0001632121	0001286345
5	NetIncome	-0.561	-0.387	0.264	1.01	1.71	0001567503	0001320760	0001622879
6	ComprehensiveNetIncome	-0.560	-0.387	0.265	1.01	1.65	0001567503	0001320760	0001622879
7	BaseVar	0	0	0	0	0	0000851520	0001398659	0000851520
8	EconomicCapitalRatiobeforeLimitedLiability	-0.879	-0.872	0.264	1.79	2.09	0001590565	0001501489	0001622879
9	EconomicCapitalRatio	-1.20	-1.19	-0.0583	1.47	1.77	0001590565	0001501489	0001622879

2016

Logs

error	2 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001657045 0001630212
warning	12 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001600347 0001653099 0001590565 0001019737 0001094814 0001567503 0001607450 0001629606 0001066104 0001228386 0001286345 0001560449
warning	10 × The stock price does not exist	industry.us_generic	0001604738 0001622879 0001508348 0001533106 0001574910 0001592782 0001599407 0001602813 0001104265 0001409253
warning	9 × Excluding company: variable exceeds outlier threshold	pre-agg	0001567503 0001567503 0001599407 0001607450 0001607450 0001629606 0001228386 0001286345 0001560449
warning	3 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '26 of 26'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '26 of 26'} {'var_name': 'RevenueFromReimbursement', 'zeros': '26 of 26'}
warning	3 × Invalid stock price, skipping obs_EconomicCapitalRatio	industry.us_generic	0001661600 0001599407 0001620749
warning	1 × Ignoring company because Assets is zero	pre-agg	0001409253

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	9,000	31,412	16,676,762	425,952,000	1,227,037,000	0001602813	0001094814	0001398659
1	IntangibleAssets	0	0	532,530	744,368,000	1,141,457,000	0001084554	0001094814	0001398659
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001362004	0000851520
3	AssetsNoncurrent	0	0	1,021,434	190,057,500	442,443,000	0001084554	0001083446	0001398659
4	remainder_Assets	-3,708	0	363,670	69,600,500	83,319,000	0001622879	0001371489	0000851520
5	LiabilitiesCurrent	10,298	47,649	8,280,111	497,340,250	731,355,000	0001602813	0001320760	0001398659
6	LiabilitiesNoncurrent	0	0	457,199	712,739,750	976,574,000	0001057379	0001419275	0001066104
7	remainder_Liabilities	0	0	28,734	45,339,500	62,807,000	0001013706	0001304161	0001644378
8	CostOfRevenue	0	0	0	631,838,750	745,137,000	0000851520	0001304161	0001362004
9	GeneralAndAdministrativeExpense	0	0	4,955,085	156,141,000	328,048,000	0001304161	0001084554	0001362004
10	LaborExpense	0	0	0	43,050,250	193,397,000	0001019737	0001320760	0000851520
11	remainder_Expenses	26,348	41,168	4,146,031	110,180,250	498,911,000	0001602813	0001104265	0001066104
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001362004	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001362004	0000851520
14	remainder_Revenues	0	0	8,247,594	1,013,308,500	1,185,097,000	0001304161	0001592782	0001362004
15	remainder_NetIncome	-23,491,000	-8,205,500	-10,671	5,885,750	329,645,000	0001066104	0001620749	0001398659
16	remainder_ComprehensiveNetIncome	-95,042,000	-65,994,750	0	48,499	10,007,000	0001066104	0001533106	0001604738

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	9,000	32,874	21,141,603	1,330,836,750	2,885,880,000	0001602813	0001094814	0001398659
1	Liabilities	10,298	47,649	10,513,644	1,320,533,250	1,594,712,000	0001602813	0001083446	0001398659
2	Expenses	41,043	53,208	19,637,756	973,959,250	1,139,697,000	0001602813	0001320760	0001362004
3	Revenues	0	0	8,247,594	1,013,308,500	1,185,097,000	0001304161	0001592782	0001362004
4	StockholdersEquity	-174,930,000	-1,926,562	5,695,481	617,358,750	1,291,168,000	0001066104	0001094814	0001398659
5	NetIncome	-34,658,000	-13,513,000	-156,381	106,295,250	267,547,000	0001066104	0001620749	0001398659
6	ComprehensiveNetIncome	-129,700,000	-13,446,347	-126,200	48,628,750	267,547,000	0001066104	0001620749	0001398659
7	BaseVar	44,514	163,812	74,398,764	2,655,665,860	3,143,780,280	0001602813	0001083446	0001066104
8	EconomicCapitalRatiobeforeLimitedLiability	-6.72	-4.15	-0.239	1.61	1.96	0001602813	0001083446	0001304161
9	EconomicCapitalRatio	0.000573	0.0715	0.972	2.25	2.48	0001602813	0001083446	0001304161

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.958	-0.592	-0.141	0.440	0.658	0001592782	0001600347	0001304161
1	IntangibleAssets	-0.544	-0.406	-0.0628	0.390	0.540	0001592782	0000851520	0001362004
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001362004	0000851520
3	AssetsNoncurrent	-0.236	-0.160	-0.0247	0.0750	0.291	0001629606	0001320760	0001644378
4	remainder_Assets	-0.436	-0.363	-0.0696	0.598	0.857	0001592782	0001371489	0001533106
5	LiabilitiesCurrent	-0.525	-0.163	0.0382	0.438	0.778	0001533106	0001084554	0001437226
6	LiabilitiesNoncurrent	-0.733	-0.388	0.0504	0.386	0.441	0001371489	0001083446	0001057379
7	remainder_Liabilities	-0.326	-0.109	0.00720	0.131	0.243	0001644378	0001320760	0001437226
8	CostOfRevenue	-4.06	-1.38	0.0762	0.343	0.385	0001437226	0001104265	0001592782
9	GeneralAndAdministrativeExpense	-1.44	-0.498	0.0624	0.613	0.744	0001629606	0001362004	0001592782
10	LaborExpense	-0.722	-0.545	0.0320	0.125	0.232	0000851520	0001320760	0001437226
11	remainder_Expenses	-6.13	-1.13	0.00652	0.927	1.18	0001592782	0001066104	0001437226
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001362004	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001362004	0000851520
14	remainder_Revenues	-0.447	-0.425	0.219	0.967	1.31	0001084554	0000851520	0001437226
15	remainder_NetIncome	-0.121	-0.112	0.0233	0.151	0.201	0001622879	0001094814	0001398659
16	remainder_ComprehensiveNetIncome	-0.411	-0.00925	0.00712	0.0489	0.151	0001644378	0001084554	0001604738

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-1.28	-1.19	-0.107	0.562	0.763	0001592782	0001362004	0001398659
1	Liabilities	-0.826	-0.509	0.0852	0.727	0.819	0001371489	0001084554	0001437226
2	Expenses	-1.98	-0.922	-0.180	0.609	0.669	0001592782	0001057379	0001644378
3	Revenues	-0.447	-0.425	0.219	0.967	1.31	0001084554	0000851520	0001437226
4	StockholdersEquity	-1.86	-1.46	-0.0844	0.582	1.32	0001592782	0001057379	0001304161
5	NetIncome	-0.937	-0.718	0.202	0.953	1.22	0001084554	0001604738	0001644378
6	ComprehensiveNetIncome	-0.916	-0.706	0.240	0.915	0.960	0001084554	0001320760	0001437226
7	BaseVar	0	0	0	0	0	0000851520	0001362004	0000851520
8	EconomicCapitalRatiobeforeLimitedLiability	-0.937	-0.866	0.0343	1.31	1.54	0001602813	0001083446	0001304161
9	EconomicCapitalRatio	-1.20	-1.13	-0.228	1.05	1.28	0001602813	0001083446	0001304161

2017

Logs

error	1 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001657045
error	1 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001697730
warning	9 × The stock price does not exist	industry.us_generic	0001622879 0001400683 0001533106 0001604738 0001230524 0001508348 0001574910 0001592782 0001602813
warning	9 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001629606 0001600347 0001019737 0001567503 0001607450 0001653099 0001697730 0001094814 0001590565
warning	5 × Invalid stock price, skipping obs_EconomicCapitalRatio	industry.us_generic	0001657045 0001661600 0001599407 0001620749 0001693687
warning	5 × Excluding company: variable exceeds outlier threshold	pre-agg	0001629606 0001629606 0001567503 0001567503 0001607450
warning	3 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '28 of 28'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '28 of 28'} {'var_name': 'RevenueFromReimbursement', 'zeros': '28 of 28'}
warning	1 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001604738
warning	1 × Ignoring company because Expenses is zero	pre-agg	0001230524

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	0	2,739	10,054,698	325,862,850	1,433,895,000	0001653099	0001094814	0001398659
1	IntangibleAssets	0	0	25,386	699,336,800	1,468,712,000	0001084554	0001599407	0001398659
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001502966	0000851520
3	AssetsNoncurrent	0	0	2,106,112	286,547,400	469,199,000	0001574910	0001094814	0001398659
4	remainder_Assets	-293,380,760	-6,104,812	3,350	73,418,650	79,113,000	0001083446	0001653099	0000851520
5	LiabilitiesCurrent	0	29,877	2,701,394	204,178,850	838,784,000	0001653099	0001590565	0001398659
6	LiabilitiesNoncurrent	0	0	0	224,546,600	1,175,296,000	0001057379	0001057379	0001398659
7	remainder_Liabilities	0	0	18,965	42,868,600	60,091,000	0001013706	0001653099	0001644378
8	CostOfRevenue	0	0	0	551,850,800	771,725,000	0000851520	0001371489	0001362004
9	GeneralAndAdministrativeExpense	0	0	1,313,950	132,241,050	346,440,000	0001304161	0001622879	0001362004
10	LaborExpense	0	0	0	44,731,000	210,289,000	0001019737	0001398659	0000851520
11	remainder_Expenses	0	9,968	2,116,192	111,408,550	300,050,626	0001574910	0001084554	0001083446
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001502966	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001502966	0000851520
14	remainder_Revenues	0	0	1,109,866	796,224,143	1,229,162,000	0001304161	0001502966	0001362004
15	remainder_NetIncome	-6,189,924	-1,313,728	0	10,202,345	320,583,000	0001533106	0001600347	0001398659
16	remainder_ComprehensiveNetIncome	-66,375,000	-578,465	0	4,054,650	6,028,000	0001644378	0001084554	0001019737

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	6,529	9,797	14,384,650	1,099,758,150	3,449,621,000	0001653099	0001094814	0001398659
1	Liabilities	22,913	39,506	3,723,976	458,771,750	2,020,827,000	0001602813	0001508348	0001398659
2	Expenses	3,866	24,246	5,459,635	736,191,530	1,166,407,000	0001304161	0001599407	0001362004
3	Revenues	0	0	1,109,866	796,224,143	1,229,162,000	0001304161	0001502966	0001362004
4	StockholdersEquity	-1,524,646	-664,781	8,280,321	662,377,600	1,428,794,000	0001632121	0001622879	0001398659
5	NetIncome	-20,194,000	-7,309,398	-60,973	96,868,050	260,841,000	0001604738	0001661600	0001398659
6	ComprehensiveNetIncome	-18,487,000	-6,801,427	-28,385	76,253,950	260,841,000	0001604738	0001620749	0001398659
7	BaseVar	34,639	66,914	15,791,594	2,608,807,616	3,043,287,250	0001602813	0001622879	0001398659
8	EconomicCapitalRatiobeforeLimitedLiability	-8.49	-5.27	0.0382	1.79	1.91	0001653099	0001604738	0001304161
9	EconomicCapitalRatio	0.00000664	0.0103	1.05	2.37	2.45	0001653099	0001604738	0001304161

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.708	-0.465	-0.0752	0.538	0.679	0001502966	0001602813	0001590565
1	IntangibleAssets	-0.495	-0.239	-0.0416	0.371	1.30	0001502966	0001632121	0001622879
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001502966	0000851520
3	AssetsNoncurrent	-0.238	-0.190	-0.0393	0.348	1.42	0001437226	0001632121	0001622879
4	remainder_Assets	-0.547	-0.147	-0.00564	0.225	0.921	0001622879	0001592782	0001508348
5	LiabilitiesCurrent	-0.495	-0.0476	0.0995	0.664	0.714	0001574910	0001600347	0001013706
6	LiabilitiesNoncurrent	-0.705	-0.428	0.00451	0.188	0.258	0001371489	0001508348	0001057379
7	remainder_Liabilities	-0.516	-0.303	0.0285	0.230	0.358	0001592782	0001502966	0001013706
8	CostOfRevenue	-1.36	-1.18	0.0345	0.177	0.348	0001057379	0001620749	0001013706
9	GeneralAndAdministrativeExpense	-0.986	-0.680	0.0372	0.242	0.447	0001502966	0001620749	0001013706
10	LaborExpense	-0.768	-0.598	0.0168	0.101	0.121	0001604738	0001600347	0001437226
11	remainder_Expenses	-1.25	-0.782	0.0121	0.836	1.09	0001502966	0001508348	0001057379
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001502966	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001502966	0000851520
14	remainder_Revenues	-0.317	-0.295	0.0238	0.998	1.14	0001371489	0001599407	0001057379
15	remainder_NetIncome	-1.19	-0.0719	0.0607	0.139	0.190	0001533106	0001590565	0001398659
16	remainder_ComprehensiveNetIncome	-0.268	-0.0631	0.0137	0.0674	0.0763	0001644378	0001398659	0001057379

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-0.870	-0.685	-0.129	0.564	0.684	0001094814	0001604738	0001398659
1	Liabilities	-0.659	-0.440	0.0925	0.806	0.941	0001371489	0001604738	0001057379
2	Expenses	-1.57	-0.736	-0.0322	0.461	0.590	0001502966	0001019737	0001398659
3	Revenues	-0.317	-0.295	0.0238	0.998	1.14	0001371489	0001599407	0001057379
4	StockholdersEquity	-0.671	-0.564	0.0580	0.917	1.41	0001574910	0001013706	0001304161
5	NetIncome	-0.981	-0.787	0.127	1.05	1.21	0001084554	0001604738	0001644378
6	ComprehensiveNetIncome	-0.949	-0.640	0.151	0.983	1.13	0001084554	0001604738	0001057379
7	BaseVar	0	0	0	0	0	0000851520	0001502966	0000851520
8	EconomicCapitalRatiobeforeLimitedLiability	-0.914	-0.904	0.133	1.46	1.53	0001653099	0001604738	0001304161
9	EconomicCapitalRatio	-1.21	-1.20	-0.164	1.16	1.24	0001653099	0001604738	0001304161

2018

Logs

error	2 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001508348 0001697730
error	1 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001498291
warning	11 × The stock price does not exist	industry.us_generic	0001400683 0001498291 0001533106 0001622879 0001508348 0001592782 0001620749 0001751143 0001604738 0001230524 0001574910
warning	7 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001629606 0001567503 0001607450 0001653099 0001777319 0001019737 0001697730
warning	7 × Excluding company: variable exceeds outlier threshold	pre-agg	0001629606 0001567503 0001567503 0001592782 0001607450 0001620749 0001653099
warning	4 × Invalid stock price, skipping obs_EconomicCapitalRatio	industry.us_generic	0001693687 0001657045 0001599407 0001620749
warning	2 × Missing logo	subcommand.report	0001400683 0001693687
warning	1 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '28 of 28'}
warning	1 × Similarly named company. Duplicate?	None	0001607450
warning	1 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001604738
warning	1 × Ignoring company because Expenses is zero	pre-agg	0001230524

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	0	0	3,767,514	403,317,850	1,355,057,000	0001653099	0001508348	0001398659
1	IntangibleAssets	0	0	260,822	641,022,750	1,570,919,000	0001084554	0001533106	0001398659
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001502966	0000851520
3	AssetsNoncurrent	0	0	1,376,800	278,890,367	367,874,000	0001574910	0001084554	0001398659
4	remainder_Assets	-272,681,763	-8,217,041	32,678	70,480,400	235,595,000	0001083446	0001661600	0001398659
5	LiabilitiesCurrent	0	0	2,331,824	231,773,950	976,312,000	0001632121	0001533106	0001398659
6	LiabilitiesNoncurrent	0	0	0	176,630,700	1,140,871,000	0001057379	0001057379	0001398659
7	remainder_Liabilities	0	0	107,136	46,813,900	55,303,000	0001013706	0001320760	0001604738
8	CostOfRevenue	0	0	15.6	750,052,400	1,921,768,000	0000851520	0001657045	0001398659
9	GeneralAndAdministrativeExpense	0	0	1,553,208	283,141,400	693,865,000	0001607450	0001599407	0001398659
10	LaborExpense	0	0	0	107,617,150	215,052,000	0001019737	0001371489	0000851520
11	remainder_Expenses	-523,805	37,248	1,364,221	103,658,250	174,815,000	0001400683	0001437226	0001371489
12	RevenueFromContractWithCustomer	0	0	0	993,806,100	3,000,790,000	0001019737	0001533106	0001398659
13	RevenueFromReimbursement	0	0	0	0	24,884,000	0001013706	0001502966	0000851520
14	remainder_Revenues	-4,778,712	-578,500	0	481,273,789	743,614,000	0001084554	0001398659	0001019737
15	remainder_NetIncome	-5,805,031	-4,424,350	0	21,185,700	104,589,000	0001083446	0001657045	0001019737
16	remainder_ComprehensiveNetIncome	-153,734,000	-81,240,600	0	1,304,065	12,260,000	0001398659	0001599407	0001019737

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	4,180	11,991	9,284,649	1,110,151,750	3,529,445,000	0001620749	0001508348	0001398659
1	Liabilities	63,834	87,825	4,641,185	431,487,150	2,125,263,000	0001620749	0001661600	0001398659
2	Expenses	28,212	70,452	7,963,777	1,083,804,900	2,735,246,000	0001620749	0001599407	0001398659
3	Revenues	-4,778,712	0	5,099,015	1,129,947,350	3,000,790,000	0001084554	0001599407	0001398659
4	StockholdersEquity	-3,394,000	-2,082,994	4,667,381	694,305,400	1,404,182,000	0001661600	0001508348	0001398659
5	NetIncome	-15,676,108	-4,897,651	518,925	183,687,750	281,258,000	0001084554	0001574910	0001398659
6	ComprehensiveNetIncome	-15,676,108	-4,897,651	518,191	116,504,250	133,291,000	0001084554	0001574910	0001019737
7	BaseVar	58,552	128,991	22,215,149	2,600,991,041	7,610,796,040	0001620749	0001622879	0001398659
8	EconomicCapitalRatiobeforeLimitedLiability	-3.79	-3.27	0.487	2.13	2.34	0001653099	0001371489	0001644378
9	EconomicCapitalRatio	0.0912	0.177	1.43	2.60	2.74	0001653099	0001371489	0001644378

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.347	-0.292	-0.0612	0.490	1.35	0001400683	0001320760	0001084554
1	IntangibleAssets	-0.303	-0.157	-0.0558	0.351	0.508	0001502966	0000851520	0001604738
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001502966	0000851520
3	AssetsNoncurrent	-0.181	-0.155	-0.0514	0.236	0.394	0001437226	0001398659	0001502966
4	remainder_Assets	-0.201	-0.173	-0.0360	0.593	0.834	0001533106	0001599407	0001693687
5	LiabilitiesCurrent	-0.509	-0.174	0.234	0.666	0.701	0001574910	0001398659	0001644378
6	LiabilitiesNoncurrent	-0.578	-0.413	0.00456	0.120	0.188	0001371489	0001083446	0001057379
7	remainder_Liabilities	-0.153	-0.101	0.240	0.697	0.760	0001657045	0001084554	0001320760
8	CostOfRevenue	-1.49	-1.39	0.0623	0.463	0.760	0001013706	0001607450	0001320760
9	GeneralAndAdministrativeExpense	-1.30	-0.382	0.0311	0.234	0.389	0001400683	0001632121	0001013706
10	LaborExpense	-0.664	-0.515	0.0319	0.175	0.205	0000851520	0001657045	0001320760
11	remainder_Expenses	-1.02	-0.427	0.0930	0.820	0.908	0001320760	0001661600	0001013706
12	RevenueFromContractWithCustomer	-0.783	-0.596	-0.0855	1.36	1.43	0001437226	0001693687	0001057379
13	RevenueFromReimbursement	-0.00680	-0.00616	-0.00263	-0.000379	0.0828	0001320760	0001604738	0000851520
14	remainder_Revenues	-0.702	-0.649	-0.0947	1.20	1.45	0001084554	0001533106	0001083446
15	remainder_NetIncome	-0.516	-0.484	0.0444	0.273	0.897	0001508348	0001574910	0001400683
16	remainder_ComprehensiveNetIncome	-0.483	-0.0375	0.0128	0.0363	0.0420	0001644378	0001508348	0001019737

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-0.768	-0.454	-0.0318	0.462	0.985	0001400683	0001362004	0001084554
1	Liabilities	-0.111	-0.0323	0.235	1.05	1.21	0001592782	0001398659	0001057379
2	Expenses	-1.69	-0.552	-0.0146	0.322	0.533	0001502966	0001599407	0001644378
3	Revenues	-1.01	-0.695	0.303	1.04	1.24	0001084554	0001622879	0001057379
4	StockholdersEquity	-1.06	-0.622	0.348	1.15	1.48	0001400683	0001437226	0001622879
5	NetIncome	-1.03	-0.608	0.480	1.09	1.45	0001084554	0001622879	0001644378
6	ComprehensiveNetIncome	-1.01	-0.599	0.500	0.918	1.19	0001084554	0001622879	0001057379
7	BaseVar	0	0	0	0	0	0000851520	0001502966	0000851520
8	EconomicCapitalRatiobeforeLimitedLiability	-0.885	-0.799	0.454	1.62	1.76	0001653099	0001371489	0001644378
9	EconomicCapitalRatio	-1.24	-1.16	0.0949	1.26	1.40	0001653099	0001371489	0001644378

2019

Logs

error	2 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001084554 0001574910
error	1 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001508348
warning	10 × The stock price does not exist	industry.us_generic	0001574910 0001498291 0001622879 0001508348 0001607450 0001620749 0001661600 0001751143 0001533106 0001592782
warning	7 × Excluding company: variable exceeds outlier threshold	pre-agg	0001607450 0001607450 0001620749 0001620749 0001567503 0001592782 0001653099
warning	5 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001777319 0001607450 0001567503 0001629606 0001653099
warning	3 × Invalid stock price, skipping obs_EconomicCapitalRatio	industry.us_generic	0001693687 0001777319 0001599407
warning	2 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001084554 0001574910
warning	1 × Missing logo	subcommand.report	0001693687
warning	1 × Ignoring company because Expenses is zero	pre-agg	0001661600

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	0	347	8,915,868	463,350,000	1,551,676,000	0001657045	0001419275	0001398659
1	IntangibleAssets	0	0	2,095,082	725,550,703	1,805,327,000	0001230524	0001644378	0001398659
2	OperatingLeaseAssets	0	0	67,898	127,979,136	330,854,000	0001230524	0001533106	0001398659
3	AssetsNoncurrent	0	0	1,088,335	387,438,983	471,114,000	0001657045	0001230524	0001398659
4	remainder_Assets	-355,764,780	-11,843,990	77,287	196,372,006	295,213,000	0001083446	0001693687	0001398659
5	LiabilitiesCurrent	0	10,005	8,603,568	327,267,568	910,211,000	0001657045	0001320760	0001398659
6	LiabilitiesNoncurrent	0	0	616,638	304,821,335	1,850,812,000	0001230524	0001533106	0001398659
7	remainder_Liabilities	-18,269,448	-688,750	281,177	30,350,650	37,621,000	0001083446	0001629606	0001362004
8	CostOfRevenue	0	0	9,360,978	928,917,895	2,294,688,000	0001230524	0001419275	0001398659
9	GeneralAndAdministrativeExpense	0	706	2,069,695	380,600,750	794,901,000	0001693687	0001622879	0001398659
10	LaborExpense	0	0	0	13,425,177	130,619,000	0001057379	0001371489	0001644378
11	remainder_Expenses	-1,995,000	0	3,377,075	58,891,600	127,148,000	0001437226	0001751143	0001398659
12	RevenueFromContractWithCustomer	0	0	57,935	1,432,629,655	3,520,543,000	0001230524	0001533106	0001398659
13	RevenueFromReimbursement	0	0	0	0	34,668,113	0001013706	0001419275	0001599407
14	remainder_Revenues	0	0	0	184,515,348	722,138,000	0001013706	0001083446	0001644378
15	remainder_NetIncome	-6,580,039	-3,870,350	-263,292	1,067,596	4,054,156	0001083446	0001013706	0001751143
16	remainder_ComprehensiveNetIncome	-94,471,000	-23,283,150	0	391,400	844,000	0001644378	0001777319	0001057379

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	153,928	251,320	18,402,992	1,363,791,817	4,454,184,000	0001693687	0001599407	0001398659
1	Liabilities	118,375	219,020	12,593,729	666,915,381	2,765,013,000	0001693687	0001320760	0001398659
2	Expenses	14,129	102,483	22,285,045	1,366,087,350	3,216,737,000	0001230524	0001622879	0001398659
3	Revenues	0	118	11,206,942	1,440,705,650	3,520,543,000	0001230524	0001622879	0001398659
4	StockholdersEquity	-5,367,339	-3,974,630	3,395,970	705,275,200	1,689,171,000	0001419275	0001777319	0001398659
5	NetIncome	-16,975,742	-12,673,066	-261,689	164,038,700	304,881,000	0001622879	0001657045	0001398659
6	ComprehensiveNetIncome	-16,975,742	-12,668,316	-245,208	74,311,600	280,385,000	0001622879	0001657045	0001398659
7	BaseVar	247,505	766,392	60,989,819	3,286,300,492	9,087,507,810	0001693687	0001320760	0001398659
8	EconomicCapitalRatiobeforeLimitedLiability	-2.99	-2.88	0.435	1.85	2.14	0001629606	0001371489	0001751143
9	EconomicCapitalRatio	0.224	0.249	1.38	2.41	2.60	0001629606	0001371489	0001751143

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.191	-0.181	-0.0123	0.321	0.498	0001498291	0001751143	0001777319
1	IntangibleAssets	-0.332	-0.279	-0.0119	0.286	0.402	0001502966	0001751143	0001777319
2	OperatingLeaseAssets	-0.0413	-0.0232	-0.00317	0.0524	0.0558	0001502966	0001693687	0001362004
3	AssetsNoncurrent	-0.381	-0.323	-0.0985	0.290	1.46	0001320760	0001419275	0001230524
4	remainder_Assets	-0.596	-0.388	-0.138	0.654	1.30	0001622879	0001398659	0001751143
5	LiabilitiesCurrent	-0.128	-0.0849	0.190	0.581	0.782	0001419275	0001622879	0001437226
6	LiabilitiesNoncurrent	-0.528	-0.468	0.0148	0.228	0.249	0001398659	0001599407	0001013706
7	remainder_Liabilities	-0.974	-0.637	0.159	0.464	0.532	0001657045	0001622879	0001013706
8	CostOfRevenue	-1.15	-0.987	-0.141	0.220	0.232	0001437226	0001644378	0001751143
9	GeneralAndAdministrativeExpense	-0.475	-0.316	0.0137	0.229	0.330	0001502966	0001498291	0001013706
10	LaborExpense	-0.531	-0.296	0.0151	0.0823	0.0845	0001013706	0001629606	0001320760
11	remainder_Expenses	-0.706	-0.678	0.0936	0.500	0.803	0001629606	0001230524	0001437226
12	RevenueFromContractWithCustomer	-1.17	-0.820	-0.0886	1.12	1.34	0001437226	0001657045	0001057379
13	RevenueFromReimbursement	-0.127	-0.110	-0.0548	-0.00611	0.724	0001013706	0001777319	0001599407
14	remainder_Revenues	-0.565	-0.487	-0.0946	1.42	1.62	0001013706	0001230524	0001437226
15	remainder_NetIncome	-0.361	-0.186	0.0779	0.154	0.205	0001533106	0001622879	0001013706
16	remainder_ComprehensiveNetIncome	-0.249	-0.00482	0.00280	0.0136	0.0204	0001644378	0001437226	0001657045

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-0.623	-0.608	-0.129	0.341	0.726	0001498291	0001362004	0001230524
1	Liabilities	-0.302	-0.0774	0.192	0.910	0.997	0001657045	0001083446	0001057379
2	Expenses	-0.838	-0.781	-0.0542	0.395	0.419	0001013706	0001419275	0001230524
3	Revenues	-0.352	-0.317	0.179	1.03	1.18	0001751143	0001502966	0001057379
4	StockholdersEquity	-0.689	-0.641	-0.0861	1.16	1.41	0001632121	0001657045	0001751143
5	NetIncome	-0.730	-0.681	0.136	0.941	1.08	0001629606	0001751143	0001644378
6	ComprehensiveNetIncome	-0.729	-0.678	0.137	0.921	0.959	0001629606	0001751143	0001057379
7	BaseVar	0	0	0	0	0	0001013706	0001437226	0001013706
8	EconomicCapitalRatiobeforeLimitedLiability	-0.757	-0.731	0.400	1.43	1.62	0001629606	0001371489	0001751143
9	EconomicCapitalRatio	-1.10	-1.08	0.0545	1.08	1.28	0001629606	0001371489	0001751143

2020

Logs

warning	9 × The stock price does not exist	industry.us_generic	0001508348 0001622879 0001661600 0001790625 0001751143 0001498291 0001574910 0001607450 0001620749
warning	3 × Invalid stock price, skipping obs_EconomicCapitalRatio	industry.us_generic	0001693687 0001599407 0001777319
warning	2 × Ignoring company because Expenses is zero	pre-agg	0001661600 0001661600
warning	2 × Excluding company: variable exceeds outlier threshold	pre-agg	0001607450 0001620749
warning	1 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001439264
warning	1 × Missing logo	subcommand.report	0001693687
warning	1 × Large missing amount for aggregate "Liabilities" added to remainder.	industry.us_generic	0001230524
warning	1 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001508348

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	0	7,006	12,007,966	448,255,400	1,748,868,000	0001654672	0001419275	0001398659
1	IntangibleAssets	0	0	3,560,065	898,784,000	1,932,420,000	0001304161	0001574910	0001398659
2	OperatingLeaseAssets	0	0	118,726	109,577,600	304,714,000	0001084554	0001419275	0001398659
3	AssetsNoncurrent	0	0	947,178	415,565,400	554,940,000	0001084554	0001320760	0001398659
4	remainder_Assets	-344,612,000	-46,989,806	0	9,327,893	332,571,000	0001083446	0001320760	0001398659
5	LiabilitiesCurrent	136,046	249,637	8,092,046	407,845,200	1,204,152,000	0001693687	0001599407	0001398659
6	LiabilitiesNoncurrent	0	0	2,109,459	429,610,400	1,835,132,000	0001084554	0001502966	0001398659
7	remainder_Liabilities	-10,959,000	-1,244,800	0	20,505,200	25,451,000	0001083446	0001362004	0001643615
8	CostOfRevenue	0	0	4,849,760	902,867,200	2,418,137,000	0001084554	0001419275	0001398659
9	GeneralAndAdministrativeExpense	0	7,382	4,186,056	363,426,800	789,849,000	0001693687	0001599407	0001398659
10	LaborExpense	0	0	0	7,061,543	9,142,000	0001083446	0001398659	0001013706
11	remainder_Expenses	-1,317,576	0	2,951,089	127,297,800	250,150,000	0001508348	0001013706	0001751143
12	RevenueFromContractWithCustomer	0	0	34,323	1,374,325,400	3,709,377,000	0001084554	0001693687	0001398659
13	RevenueFromReimbursement	0	0	0	6,100,178	26,887,000	0001013706	0001419275	0001289848
14	remainder_Revenues	0	0	0	160,080,970	468,217,000	0001013706	0001230524	0001751143
15	remainder_NetIncome	-57,571,000	-28,773,175	0	2,175,455	97,924,000	0001398659	0001751143	0001083446
16	remainder_ComprehensiveNetIncome	-13,384,000	-1,944,600	0	104,600	2,467,000	0001398659	0001508348	0001371489

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	46,761	288,026	21,794,531	1,545,327,200	4,873,513,000	0001657045	0001084554	0001398659
1	Liabilities	136,046	249,637	11,882,931	837,370,000	3,039,284,000	0001693687	0001419275	0001398659
2	Expenses	118,079	156,546	19,595,375	1,339,039,800	3,343,530,000	0001657045	0001304161	0001398659
3	Revenues	0	0	15,462,724	1,379,702,800	3,709,377,000	0001084554	0001599407	0001398659
4	StockholdersEquity	-3,849,003	-2,287,715	7,762,498	707,957,200	1,834,229,000	0001498291	0001777319	0001398659
5	NetIncome	-57,949,000	-26,885,600	-708,200	108,847,800	308,276,000	0001643615	0001508348	0001398659
6	ComprehensiveNetIncome	-57,838,000	-27,260,600	-708,200	108,455,400	294,892,000	0001643615	0001508348	0001398659
7	BaseVar	238,345	698,162	51,966,131	3,396,290,910	9,726,726,720	0001693687	0001304161	0001398659
8	EconomicCapitalRatiobeforeLimitedLiability	-2.51	-2.10	0.490	1.56	2.98	0001693687	0001508348	0001657045
9	EconomicCapitalRatio	0.346	0.473	1.43	2.22	3.20	0001693687	0001508348	0001657045

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.280	-0.228	-0.0692	0.535	0.963	0001502966	0001654672	0001084554
1	IntangibleAssets	-0.499	-0.348	-0.0125	0.493	1.22	0001320760	0001599407	0001230524
2	OperatingLeaseAssets	-0.0894	-0.0725	-0.0212	0.0710	0.459	0001320760	0001289848	0001508348
3	AssetsNoncurrent	-0.255	-0.178	-0.0430	0.435	0.898	0001320760	0001304161	0001622879
4	remainder_Assets	-0.612	-0.197	-0.0666	0.265	1.53	0001622879	0001289848	0001654672
5	LiabilitiesCurrent	-1.99	-0.476	0.137	0.472	0.842	0001657045	0001320760	0001437226
6	LiabilitiesNoncurrent	-0.780	-0.434	-0.00402	0.357	0.751	0001508348	0001693687	0001657045
7	remainder_Liabilities	-0.150	-0.0870	0.00435	0.131	0.151	0001304161	0001632121	0001013706
8	CostOfRevenue	-1.16	-1.06	-0.0636	0.309	0.977	0001320760	0001502966	0001657045
9	GeneralAndAdministrativeExpense	-0.591	-0.389	0.0318	0.259	0.354	0001657045	0001437226	0001013706
10	LaborExpense	-0.457	-0.169	0.0170	0.0563	0.0626	0001013706	0001498291	0001320760
11	remainder_Expenses	-0.540	-0.499	0.117	0.485	0.539	0001693687	0001654672	0001437226
12	RevenueFromContractWithCustomer	-1.25	-1.00	-0.0558	0.700	0.782	0001657045	0001693687	0001083446
13	RevenueFromReimbursement	-0.0377	-0.0348	-0.0109	0.0181	0.226	0001320760	0001502966	0001599407
14	remainder_Revenues	-0.607	-0.541	-0.137	0.960	1.58	0001657045	0001230524	0001437226
15	remainder_NetIncome	-0.237	-0.171	-0.0741	0.0899	2.95	0001599407	0001304161	0001657045
16	remainder_ComprehensiveNetIncome	-0.0382	-0.00354	0.000254	0.00490	0.0176	0001657045	0001230524	0001371489

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-0.647	-0.459	-0.0430	0.695	0.843	0001320760	0001083446	0001654672
1	Liabilities	-0.533	-0.436	0.0304	0.580	0.992	0001632121	0001084554	0001437226
2	Expenses	-0.560	-0.553	-0.0579	0.442	1.02	0001437226	0001289848	0001657045
3	Revenues	-2.00	-0.555	0.0752	0.584	1.08	0001657045	0001751143	0001437226
4	StockholdersEquity	-2.23	-0.671	0.0323	0.695	0.855	0001657045	0001013706	0001654672
5	NetIncome	-1.08	-0.438	0.0629	0.649	2.74	0001084554	0001643615	0001657045
6	ComprehensiveNetIncome	-1.08	-0.438	0.0638	0.648	2.72	0001084554	0001643615	0001657045
7	BaseVar	0	0	0	0	0	0001013706	0001498291	0001013706
8	EconomicCapitalRatiobeforeLimitedLiability	-0.794	-0.667	0.293	1.08	2.06	0001693687	0001508348	0001657045
9	EconomicCapitalRatio	-1.03	-0.908	0.0522	0.835	1.82	0001693687	0001508348	0001657045

2021

Logs

error	1 × No NetIncome node found, ignoring company.	input.sec.calculation_linkbase.edgar_model_mapping	0001600347
warning	8 × The stock price does not exist	industry.us_generic	0001508348 0001622879 0001661600 0001790625 0001654672 0001673504 0001693687 0001751143
warning	2 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001439264 0001640265
warning	2 × Similarly named company. Duplicate?	None	0001289848 0001847590
warning	2 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001508348 0001508348
warning	2 × Invalid stock price, skipping obs_EconomicCapitalRatio	industry.us_generic	0001599407 0001777319
warning	2 × Ignoring company because Expenses is zero	pre-agg	0001661600 0001661600
warning	1 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001620749
warning	1 × Large missing amount for aggregate "Liabilities" added to remainder.	industry.us_generic	0001230524
warning	1 × Ignoring company because ECR is too negative	pre-agg	0001673504
warning	1 × Ignoring company because Assets is zero	pre-agg	0001693687
warning	1 × Expenses in unusual place in relation to revenue	input.sec.calculation_linkbase.edgar_model_mapping	0001084554
warning	1 × Excluding company: variable exceeds outlier threshold	pre-agg	0001654672

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	0	57,391	55,577,142	957,257,750	1,921,641,000	0001654672	0001790625	0001398659
1	IntangibleAssets	0	0	18,508,033	1,202,511,800	1,900,662,000	0001084554	0001777319	0001398659
2	OperatingLeaseAssets	0	0	2,473,000	198,634,900	270,603,000	0001084554	0001599407	0001398659
3	AssetsNoncurrent	0	0	3,830,068	337,924,700	537,247,000	0001084554	0001371489	0001398659
4	remainder_Assets	-351,287,000	-114,875,857	43,094	65,107,150	345,116,000	0001083446	0001599407	0001398659
5	LiabilitiesCurrent	22,661	195,042	26,968,535	677,145,200	1,312,743,000	0001813603	0001437226	0001398659
6	LiabilitiesNoncurrent	0	0	10,259,573	628,257,000	1,765,393,000	0001084554	0001437226	0001398659
7	remainder_Liabilities	-12,273,000	-5,941,450	0	23,100,650	33,187,000	0001289848	0001057379	0001643615
8	CostOfRevenue	0	0	30,937,020	1,494,335,350	2,590,252,000	0000851520	0001013706	0001398659
9	GeneralAndAdministrativeExpense	0	127,727	9,513,156	489,571,600	865,715,000	0001751143	0001777319	0001398659
10	LaborExpense	0	0	0	101,642,250	278,047,000	0000887936	0001320760	0000851520
11	remainder_Expenses	-54,746,000	0	7,670,243	127,882,750	284,502,000	0001847590	0001622879	0001751143
12	RevenueFromContractWithCustomer	0	0	8,859,832	1,261,714,400	4,022,211,000	0000887936	0001777319	0001398659
13	RevenueFromReimbursement	0	0	0	17,458,379	31,419,000	0000887936	0001398659	0000851520
14	remainder_Revenues	-31,419,000	0	0	396,244,850	2,776,222,000	0000851520	0001320760	0000887936
15	remainder_NetIncome	-24,667,000	-17,609,500	-3,480	19,331,650	27,197,000	0001398659	0001751143	0001289848
16	remainder_ComprehensiveNetIncome	-22,405,000	-6,935,424	0	1,689,050	3,779,000	0000887936	0001751143	0001289848

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	285,109	1,371,028	123,242,429	2,537,790,250	4,975,269,000	0001439264	0001419275	0001398659
1	Liabilities	29,560	396,452	52,644,728	1,305,402,200	3,078,136,000	0001813603	0001847590	0001398659
2	Expenses	247,217	467,678	76,867,882	2,056,530,150	3,628,096,000	0001813603	0001622879	0001398659
3	Revenues	0	0	82,766,280	2,225,793,700	4,022,211,000	0001084554	0001622879	0001398659
4	StockholdersEquity	-151,490,000	-2,821,336	35,460,415	1,232,388,050	1,897,133,000	0001751143	0001419275	0001398659
5	NetIncome	-39,145,650	-28,241,830	-747,597	174,772,200	369,448,000	0001777319	0001502966	0001398659
6	ComprehensiveNetIncome	-39,145,650	-28,241,830	-747,597	162,426,500	360,435,000	0001777319	0001502966	0001398659
7	BaseVar	1,684,702	3,647,936	258,303,097	5,407,877,859	10,250,731,970	0001230524	0001847590	0001398659
8	EconomicCapitalRatiobeforeLimitedLiability	-11.0	-3.32	0.741	1.56	1.75	0001813603	0001362004	0001057379
9	EconomicCapitalRatio	0.00000000211	0.253	1.64	2.22	2.34	0001813603	0001362004	0001057379

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.166	-0.157	-0.0557	0.428	1.88	0001777319	0001657045	0001084554
1	IntangibleAssets	-0.415	-0.156	-0.00300	0.359	0.869	0001320760	0001813603	0001657045
2	OperatingLeaseAssets	-0.0559	-0.0494	-0.0198	0.0386	0.403	0001777319	0001654672	0001508348
3	AssetsNoncurrent	-0.273	-0.151	-0.0567	0.494	0.684	0001320760	0001654672	0001230524
4	remainder_Assets	-0.318	-0.265	-0.0456	0.252	1.56	0001790625	0001632121	0001654672
5	LiabilitiesCurrent	-0.401	-0.149	0.123	0.481	0.641	0001654672	0000887936	0001437226
6	LiabilitiesNoncurrent	-0.794	-0.452	0.000336	0.474	0.524	0001508348	0001632121	0001437226
7	remainder_Liabilities	-0.449	-0.0934	0.0269	0.110	0.186	0001230524	0001320760	0001013706
8	CostOfRevenue	-1.34	-0.789	-0.134	0.349	0.499	0001437226	0001502966	0000851520
9	GeneralAndAdministrativeExpense	-0.496	-0.392	0.0895	0.427	0.554	0001657045	0001419275	0001013706
10	LaborExpense	-0.581	-0.478	0.0332	0.0932	0.132	0001847590	0001508348	0001437226
11	remainder_Expenses	-0.746	-0.419	0.0440	0.243	0.821	0001777319	0001508348	0001847590
12	RevenueFromContractWithCustomer	-1.39	-0.768	0.0683	1.19	1.36	0001437226	0001622879	0001057379
13	RevenueFromReimbursement	-0.0332	-0.0293	-0.0129	0.0276	0.0575	0001437226	0001622879	0000851520
14	remainder_Revenues	-0.369	-0.327	-0.132	1.02	1.81	0001320760	0001084554	0001437226
15	remainder_NetIncome	-2.19	-0.0963	0.121	0.276	0.341	0001813603	0000887936	0001013706
16	remainder_ComprehensiveNetIncome	-0.0230	-0.0107	0.00112	0.00470	0.00785	0001622879	0001508348	0001289848

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-0.591	-0.402	-0.0736	0.645	0.980	0001320760	0001790625	0001084554
1	Liabilities	-0.567	-0.392	0.0652	0.793	1.12	0001508348	0001777319	0001437226
2	Expenses	-0.691	-0.490	-0.0196	0.315	0.392	0001437226	0001657045	0001508348
3	Revenues	-0.529	-0.481	0.177	1.02	1.21	0001084554	0001643615	0001437226
4	StockholdersEquity	-0.697	-0.580	0.0365	0.615	1.05	0001320760	0001289848	0001084554
5	NetIncome	-1.67	-0.713	0.323	0.960	1.10	0001813603	0001304161	0001437226
6	ComprehensiveNetIncome	-1.67	-0.711	0.323	0.957	1.10	0001813603	0001304161	0001437226
7	BaseVar	0	0	0	0	0	0000851520	0001419275	0000851520
8	EconomicCapitalRatiobeforeLimitedLiability	-0.982	-0.728	0.656	1.24	1.36	0001813603	0001362004	0001057379
9	EconomicCapitalRatio	-1.45	-1.20	0.189	0.769	0.892	0001813603	0001362004	0001057379

2022

Logs

error	1 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001640265
warning	9 × The stock price does not exist	industry.us_generic	0001508348 0001620749 0001622879 0001632121 0001661600 0001693687 0001790625 0001654672 0001673504
warning	4 × Missing logo	subcommand.report	0000723533 0001443646 0001640265 0001877939
warning	3 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001640265 0001508348 0001508348
warning	2 × Similarly named company. Duplicate?	None	0001289848 0001847590
warning	2 × Ignoring company because Expenses is zero	pre-agg	0001661600 0001661600
warning	2 × Ignoring company because ECR is too negative	pre-agg	0001620749 0001673504
warning	2 × Ignoring company because Assets is zero	pre-agg	0001693687 0001693687
warning	2 × Excluding company: variable exceeds outlier threshold	pre-agg	0001632121 0001654672
warning	1 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001640265
warning	1 × Large missing amount for aggregate "Liabilities" added to remainder.	industry.us_generic	0001640265
warning	1 × Invalid stock price, skipping obs_EconomicCapitalRatio	industry.us_generic	0001599407

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	7,972	33,446	54,515,265	1,631,602,500	2,445,676,000	0001230524	0001790625	0001443646
1	IntangibleAssets	0	0	31,476,885	1,534,949,200	2,668,613,000	0001230524	0001419275	0001443646
2	OperatingLeaseAssets	0	0	4,304,076	200,795,100	227,231,000	0000723533	0001320760	0001443646
3	AssetsNoncurrent	0	0	2,625,248	504,635,750	651,727,000	0001508348	0001437226	0001443646
4	remainder_Assets	-372,980,000	-183,610,788	0	68,065,900	352,153,000	0001083446	0001320760	0001398659
5	LiabilitiesCurrent	34,106	91,857	30,488,909	1,010,899,400	1,773,556,000	0001813603	0001419275	0001443646
6	LiabilitiesNoncurrent	0	0	8,144,189	1,151,217,100	3,126,122,000	0000723533	0001640265	0001443646
7	remainder_Liabilities	-32,146,000	-3,487,950	0	38,934,500	79,176,000	0001289848	0001057379	0001443646
8	CostOfRevenue	0	0	34,268,427	2,411,935,650	3,899,622,000	0000723533	0001777319	0001443646
9	GeneralAndAdministrativeExpense	13,001	150,186	26,271,892	774,861,750	1,158,987,000	0001620749	0001622879	0001443646
10	LaborExpense	0	0	0	118,637,150	264,235,000	0000887936	0001398659	0000851520
11	remainder_Expenses	-91,176,000	-344,552	14,078,245	122,854,750	2,849,728,000	0001847590	0001644378	0001443646
12	RevenueFromContractWithCustomer	0	0	38,642,638	3,632,926,800	8,363,700,000	0000723533	0001777319	0001443646
13	RevenueFromReimbursement	0	0	0	11,927,700	49,473,000	0000723533	0001437226	0000851520
14	remainder_Revenues	-49,473,000	0	0	45,222,959	242,238,000	0000851520	0001083446	0001437226
15	remainder_NetIncome	-90,110,000	-20,858,850	-352,294	7,896,300	11,214,000	0001398659	0001657045	0001443646
16	remainder_ComprehensiveNetIncome	-178,772,000	-25,838,445	0	2,009,350	38,519,000	0001398659	0001620749	0001443646

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	12,572	415,046	106,701,492	3,847,740,150	6,025,575,000	0001620749	0001437226	0001443646
1	Liabilities	34,106	101,172	52,562,350	2,101,022,500	4,978,854,000	0001813603	0001640265	0001443646
2	Expenses	75,710	321,449	120,808,209	3,300,441,850	7,908,337,000	0001620749	0001622879	0001443646
3	Revenues	0	0	104,496,567	3,632,926,800	8,363,700,000	0001230524	0001622879	0001443646
4	StockholdersEquity	-4,161,312	-2,183,702	67,417,863	1,332,471,000	1,826,158,000	0001632121	0001777319	0001398659
5	NetIncome	-49,235,698	-32,699,282	-122,811	288,564,500	466,577,000	0001419275	0001320760	0001443646
6	ComprehensiveNetIncome	-49,235,698	-32,236,671	-122,811	180,482,000	505,096,000	0001419275	0001320760	0001443646
7	BaseVar	131,454	1,266,330	322,957,870	8,712,479,321	18,722,848,200	0001620749	0001437226	0001443646
8	EconomicCapitalRatiobeforeLimitedLiability	-6.90	-4.16	0.551	1.74	1.83	0001230524	0001777319	0001640265
9	EconomicCapitalRatio	0.000381	0.0991	1.48	2.34	2.39	0001230524	0001777319	0001640265

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.256	-0.203	-0.0562	0.258	0.421	0001502966	0001657045	0001304161
1	IntangibleAssets	-0.467	-0.324	-0.0200	0.522	0.708	0001439264	0001443646	0001657045
2	OperatingLeaseAssets	-0.0907	-0.0598	-0.0132	0.0654	0.486	0001439264	0001644378	0001508348
3	AssetsNoncurrent	-0.261	-0.217	-0.0667	0.334	0.521	0001439264	0001013706	0001622879
4	remainder_Assets	-0.448	-0.214	0.0188	0.169	0.491	0001622879	0001362004	0001508348
5	LiabilitiesCurrent	-0.437	-0.149	0.159	0.545	0.944	0001320760	0000887936	0001437226
6	LiabilitiesNoncurrent	-0.816	-0.394	-0.000267	0.368	0.675	0001508348	0001502966	0001437226
7	remainder_Liabilities	-0.448	-0.183	0.00339	0.0786	0.116	0001599407	0001657045	0001437226
8	CostOfRevenue	-1.82	-0.798	-0.164	0.384	0.625	0001437226	0001620749	0000851520
9	GeneralAndAdministrativeExpense	-0.963	-0.390	0.0928	0.436	0.681	0001230524	0001419275	0001644378
10	LaborExpense	-0.682	-0.498	0.0641	0.192	0.284	0000723533	0001508348	0001437226
11	remainder_Expenses	-0.880	-0.452	0.0385	0.261	0.709	0001599407	0001508348	0001847590
12	RevenueFromContractWithCustomer	-2.06	-1.06	0.146	0.868	1.28	0001437226	0001320760	0001644378
13	RevenueFromReimbursement	-0.0118	-0.00789	-0.00408	0.0132	0.126	0001437226	0001013706	0000851520
14	remainder_Revenues	-0.400	-0.368	-0.202	0.943	2.18	0001644378	0001640265	0001437226
15	remainder_NetIncome	-1.32	-0.135	0.107	0.243	0.325	0001813603	0001398659	0001508348
16	remainder_ComprehensiveNetIncome	-0.0565	-0.0319	0.00154	0.0155	0.0269	0001398659	0001620749	0001777319

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-0.720	-0.551	-0.0124	0.438	0.510	0001439264	0000723533	0001508348
1	Liabilities	-0.540	-0.206	0.0626	0.788	1.36	0001508348	0001877939	0001437226
2	Expenses	-0.734	-0.660	0.0174	0.379	0.485	0001437226	0001790625	0001508348
3	Revenues	-0.507	-0.331	0.0975	0.885	1.43	0001508348	0001320760	0001437226
4	StockholdersEquity	-0.656	-0.569	0.0781	0.607	1.18	0001620749	0000723533	0001640265
5	NetIncome	-1.88	-1.08	0.330	0.918	1.36	0001813603	0001790625	0001437226
6	ComprehensiveNetIncome	-1.87	-1.06	0.309	0.923	1.36	0001813603	0001790625	0001437226
7	BaseVar	0	0	0	0	0	0000723533	0001437226	0000723533
8	EconomicCapitalRatiobeforeLimitedLiability	-0.968	-0.869	0.516	1.37	1.42	0001230524	0001777319	0001640265
9	EconomicCapitalRatio	-1.31	-1.21	0.179	1.03	1.09	0001230524	0001777319	0001640265

2023

Logs

error	1 × Negative Expenses, ignoring company.	pre-agg	0001230524
error	1 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001640265
warning	7 × The stock price does not exist	industry.us_generic	0001230524 0001508348 0001661600 0001620749 0001632121 0001693687 0001622879
warning	5 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001630212 0001755058 0001599407 0001687542 0001640265
warning	5 × Missing logo	subcommand.report	0000723533 0001443646 0001630212 0001755058 0001877939
warning	3 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001508348 0001508348 0001640265
warning	2 × Similarly named company. Duplicate?	None	0001289848 0001847590
warning	2 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001084554 0001230524
warning	2 × Ignoring company because Expenses is zero	pre-agg	0001661600 0001661600
warning	2 × Ignoring company because ECR is too negative	pre-agg	0001620749 0001620749
warning	2 × Ignoring company because Assets is zero	pre-agg	0001693687 0001693687
warning	2 × Excluding company: variable exceeds outlier threshold	pre-agg	0001632121 0001632121
warning	1 × Large missing amount for aggregate "Liabilities" added to remainder.	industry.us_generic	0001640265
warning	1 × Invalid stock price, skipping obs_EconomicCapitalRatio	industry.us_generic	0001599407

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	3.00	146,969	20,416,098	1,807,495,000	2,288,058,000	0001230524	0001013706	0001443646
1	IntangibleAssets	0	0	11,182,931	1,615,821,000	3,024,014,000	0001230524	0001599407	0001443646
2	OperatingLeaseAssets	0	0	3,940,858	187,390,250	208,910,000	0000723533	0001320760	0000887936
3	AssetsNoncurrent	0	3,155	1,672,959	475,715,000	489,763,000	0001084554	0001599407	0001398659
4	remainder_Assets	-387,875,000	-209,947,914	77,252	394,955,750	573,780,000	0001083446	0001599407	0001443646
5	LiabilitiesCurrent	16,214	155,778	19,758,910	1,255,664,750	1,897,054,000	0001813603	0001437226	0001443646
6	LiabilitiesNoncurrent	0	0	4,322,281	1,027,431,000	3,108,973,000	0000723533	0001013706	0001443646
7	remainder_Liabilities	-28,160,000	-3,357,750	0	26,268,623	552,623,000	0001289848	0001371489	0001443646
8	CostOfRevenue	0	0	41,785,602	2,768,221,250	4,304,810,000	0001013706	0001320760	0001443646
9	GeneralAndAdministrativeExpense	74,029	319,638	22,243,831	872,622,250	1,532,912,000	0001230524	0001777319	0001443646
10	LaborExpense	0	0	0	101,941,588	150,845,000	0000887936	0001289848	0001644378
11	remainder_Expenses	-109,472,000	-33,748,224	1,463,958	93,386,000	3,190,925,000	0001847590	0001084554	0001443646
12	RevenueFromContractWithCustomer	0	0	0	4,229,976,500	9,258,911,000	0000723533	0001877939	0001443646
13	RevenueFromReimbursement	0	0	0	0	36,695,000	0000723533	0001419275	0001289848
14	remainder_Revenues	0	0	0	67,978,614	201,098,000	0000887936	0001508348	0001437226
15	remainder_NetIncome	-41,453,000	-36,361,750	-366,392	20,234,000	40,951,000	0001289848	0001439264	0001443646
16	remainder_ComprehensiveNetIncome	-89,000	-25,562	0	18,636,750	26,262,000	0001437226	0001877939	0000887936

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	194,338	577,455	40,522,341	4,435,754,250	6,550,652,000	0001813603	0001013706	0001443646
1	Liabilities	16,214	299,991	22,921,330	2,254,105,250	5,558,650,000	0001813603	0001437226	0001443646
2	Expenses	74,029	570,117	69,602,271	3,665,075,000	9,028,647,000	0001230524	0001419275	0001443646
3	Revenues	0	0	55,735,528	4,229,976,500	9,258,911,000	0001230524	0001777319	0001443646
4	StockholdersEquity	-20,040,689	-7,801,764	19,833,604	1,734,065,500	2,248,392,000	0001599407	0001419275	0001398659
5	NetIncome	-80,231,083	-48,463,086	-758,230	273,972,750	631,255,000	0001777319	0001813603	0001398659
6	ComprehensiveNetIncome	-79,973,153	-48,430,086	-761,297	299,000,250	641,830,000	0001777319	0001813603	0001398659
7	BaseVar	485,453	819,502	149,259,633	9,770,081,005	20,918,015,730	0001230524	0001599407	0001443646
8	EconomicCapitalRatiobeforeLimitedLiability	-5.69	-3.40	0.414	1.71	1.92	0001813603	0001508348	0001644378
9	EconomicCapitalRatio	0.00470	0.163	1.37	2.31	2.45	0001813603	0001508348	0001644378

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.436	-0.267	-0.111	0.293	1.69	0001777319	0001439264	0001084554
1	IntangibleAssets	-0.377	-0.202	-0.00777	0.295	0.579	0001320760	0001419275	0001657045
2	OperatingLeaseAssets	-0.102	-0.0776	-0.0256	0.114	0.494	0001777319	0001398659	0001508348
3	AssetsNoncurrent	-0.367	-0.275	-0.0874	0.679	1.02	0001320760	0001013706	0001230524
4	remainder_Assets	-0.533	-0.197	-0.00352	0.162	0.500	0001622879	0001304161	0001508348
5	LiabilitiesCurrent	-0.270	-0.183	0.0887	0.619	0.786	0001508348	0001847590	0001437226
6	LiabilitiesNoncurrent	-0.590	-0.503	-0.000760	0.424	0.546	0001622879	0001419275	0001437226
7	remainder_Liabilities	-0.126	-0.0931	0.00667	0.0733	0.0739	0001304161	0001877939	0001437226
8	CostOfRevenue	-1.44	-1.17	-0.0554	0.311	0.428	0001437226	0001877939	0001013706
9	GeneralAndAdministrativeExpense	-0.885	-0.578	0.139	0.650	0.982	0001813603	0001508348	0001644378
10	LaborExpense	-0.376	-0.348	0.0577	0.181	0.240	0001847590	0001084554	0001437226
11	remainder_Expenses	-0.576	-0.515	0.0251	0.406	0.522	0001777319	0001371489	0001847590
12	RevenueFromContractWithCustomer	-1.33	-0.782	-0.0891	0.974	1.55	0001437226	0001813603	0001644378
13	RevenueFromReimbursement	-0.00314	-0.00282	-0.000919	-0.0000855	0.0451	0001320760	0001599407	0001289848
14	remainder_Revenues	-0.630	-0.519	-0.161	1.22	1.77	0001320760	0001230524	0001437226
15	remainder_NetIncome	-0.166	-0.137	0.0695	0.258	0.330	0001755058	0001289848	0001230524
16	remainder_ComprehensiveNetIncome	-0.00411	-0.00350	-0.000423	0.00573	0.0115	0000723533	0001877939	0000887936

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-0.674	-0.610	-0.0610	0.673	1.16	0001320760	0001813603	0001084554
1	Liabilities	-0.588	-0.368	0.0204	0.909	1.08	0001508348	0001439264	0001437226
2	Expenses	-0.665	-0.517	0.0480	0.449	0.494	0001437226	0001657045	0001508348
3	Revenues	-0.445	-0.430	0.0984	1.07	1.43	0001508348	0001599407	0001644378
4	StockholdersEquity	-0.790	-0.517	-0.0363	0.513	1.19	0001320760	0001419275	0001084554
5	NetIncome	-1.60	-0.515	0.293	1.03	1.47	0001813603	0001230524	0001644378
6	ComprehensiveNetIncome	-1.61	-0.514	0.293	1.03	1.47	0001813603	0001230524	0001644378
7	BaseVar	0	0	0	0	0	0000723533	0001419275	0000723533
8	EconomicCapitalRatiobeforeLimitedLiability	-0.971	-0.812	0.391	1.34	1.48	0001813603	0001508348	0001644378
9	EconomicCapitalRatio	-1.30	-1.14	0.0631	1.01	1.15	0001813603	0001508348	0001644378

2024

Logs

error	2 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001371489 0001371489
error	1 × Negative Expenses, ignoring company.	pre-agg	0001230524
warning	6 × The stock price does not exist	industry.us_generic	0001632121 0001661600 0001693687 0001230524 0001508348 0001620749
warning	6 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001630212 0001687542 0001755058 0001600347 0001419275 0001599407
warning	6 × Missing logo	subcommand.report	0000723533 0001443646 0001630212 0001687542 0001755058 0001877939
warning	3 × Ignoring company because Expenses is zero	pre-agg	0001630212 0001661600 0001661600
warning	2 × Similarly named company. Duplicate?	None	0001289848 0001847590
warning	2 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001084554 0001230524
warning	2 × Ignoring company because Assets is zero	pre-agg	0001693687 0001693687
warning	2 × Excluding company: variable exceeds outlier threshold	pre-agg	0001632121 0001632121
warning	1 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001371489
warning	1 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001508348
warning	1 × Ignoring company because ECR is too negative	pre-agg	0001620749
warning	1 × Expenses in unusual place in relation to revenue	input.sec.calculation_linkbase.edgar_model_mapping	0001084554

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	123,833	411,139	17,302,308	2,041,015,500	2,739,000,000	0000723533	0001877939	0001443646
1	IntangibleAssets	0	0	5,056,104	1,628,710,050	2,945,000,000	0001304161	0001013706	0001443646
2	OperatingLeaseAssets	0	0	1,632,915	180,961,500	198,318,000	0000723533	0001599407	0000887936
3	AssetsNoncurrent	0	1,093	988,804	441,132,950	557,764,000	0001084554	0001599407	0001398659
4	remainder_Assets	-24,083,000	-1,066,626	158,693	209,317,850	470,376,000	0001419275	0001877939	0001398659
5	LiabilitiesCurrent	206,306	325,425	14,220,826	1,033,993,450	1,692,000,000	0001813603	0001013706	0001443646
6	LiabilitiesNoncurrent	0	0	3,119,400	1,441,731,250	3,825,000,000	0000723533	0001013706	0001443646
7	remainder_Liabilities	-28,446,000	-1,153,450	0	19,870,280	116,141,000	0001289848	0001398659	0001644378
8	CostOfRevenue	0	0	7,467,586	2,993,020,950	4,921,000,000	0001013706	0001599407	0001443646
9	GeneralAndAdministrativeExpense	0	301,424	10,781,691	945,395,900	1,281,000,000	0001657045	0001777319	0001443646
10	LaborExpense	0	0	0	135,411,500	187,278,000	0000723533	0001289848	0001644378
11	remainder_Expenses	-141,495,000	-13,592,954	935,911	175,228,700	3,694,000,000	0001847590	0001657045	0001443646
12	RevenueFromContractWithCustomer	0	0	0	4,606,865,950	10,662,000,000	0001013706	0001502966	0001443646
13	RevenueFromReimbursement	0	0	0	0	35,720,000	0000723533	0001439264	0001289848
14	remainder_Revenues	0	0	311,426	191,323,150	714,096,000	0000723533	0001755058	0001644378
15	remainder_NetIncome	-160,000,000	-78,790,240	-118,063	3,142,205	7,260,000	0001443646	0001813603	0001644378
16	remainder_ComprehensiveNetIncome	-71,536,000	-25,195,200	0	44,359	556,000	0001398659	0001755058	0001847590

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	415,573	591,730	35,752,223	4,778,604,550	6,564,000,000	0000723533	0001877939	0001443646
1	Liabilities	206,306	325,425	17,302,336	2,408,691,700	5,517,000,000	0001813603	0001877939	0001443646
2	Expenses	490,242	1,033,467	26,564,825	4,112,063,350	9,896,000,000	0001813603	0001599407	0001443646
3	Revenues	0	0	16,664,534	4,606,865,950	10,662,000,000	0001084554	0001013706	0001443646
4	StockholdersEquity	-96,466,037	-5,570,180	7,120,393	2,076,596,500	2,389,611,000	0001599407	0001320760	0001398659
5	NetIncome	-100,527,409	-26,528,234	-781,506	478,632,700	606,000,000	0001599407	0001304161	0001443646
6	ComprehensiveNetIncome	-100,527,409	-27,932,434	-760,479	413,910,300	586,000,000	0001599407	0001439264	0001443646
7	BaseVar	1,408,657	2,349,491	76,996,565	10,722,332,008	22,838,280,000	0000723533	0001777319	0001443646
8	EconomicCapitalRatiobeforeLimitedLiability	-4.89	-3.25	0.279	1.61	3.19	0000723533	0001877939	0001813603
9	EconomicCapitalRatio	0.0189	0.178	1.25	2.25	3.37	0000723533	0001877939	0001813603

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.573	-0.333	-0.110	0.580	1.33	0001813603	0001847590	0001084554
1	IntangibleAssets	-0.313	-0.245	0.00417	0.331	0.418	0001687542	0001599407	0001777319
2	OperatingLeaseAssets	-0.157	-0.0962	-0.0299	0.131	0.297	0001687542	0001657045	0001508348
3	AssetsNoncurrent	-0.265	-0.208	-0.0655	0.244	0.609	0001687542	0001013706	0001630212
4	remainder_Assets	-0.108	-0.0955	-0.0250	0.125	0.310	0001502966	0001419275	0001508348
5	LiabilitiesCurrent	-0.334	-0.205	0.150	0.775	1.07	0001630212	0001320760	0001437226
6	LiabilitiesNoncurrent	-0.409	-0.312	0.00645	0.483	0.514	0001443646	0001630212	0001813603
7	remainder_Liabilities	-0.297	-0.0759	0.00256	0.0458	0.0652	0001644378	0001599407	0001013706
8	CostOfRevenue	-1.56	-1.00	0.00692	0.361	0.562	0001437226	0000723533	0001813603
9	GeneralAndAdministrativeExpense	-1.93	-0.261	0.0457	0.340	0.630	0001687542	0001508348	0001644378
10	LaborExpense	-0.373	-0.360	0.0603	0.215	0.225	0001013706	0001508348	0001437226
11	remainder_Expenses	-0.868	-0.463	0.0665	0.400	0.688	0001084554	0001599407	0001847590
12	RevenueFromContractWithCustomer	-0.800	-0.629	-0.0875	0.838	1.07	0001437226	0001657045	0000887936
13	RevenueFromReimbursement	-0.00265	-0.00246	-0.00113	-0.0000835	0.0404	0001437226	0001013706	0001289848
14	remainder_Revenues	-0.712	-0.556	-0.0588	1.47	1.65	0001443646	0000723533	0001437226
15	remainder_NetIncome	-0.443	-0.203	0.104	0.229	0.319	0001599407	0001304161	0001502966
16	remainder_ComprehensiveNetIncome	-0.149	-0.0110	0.00433	0.0149	0.0161	0001687542	0001502966	0001877939

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-0.562	-0.513	-0.0625	0.364	0.747	0001687542	0001439264	0001084554
1	Liabilities	-0.569	-0.206	0.147	1.05	1.27	0001508348	0001320760	0001437226
2	Expenses	-0.705	-0.556	-0.0636	0.264	0.657	0001437226	0001304161	0001813603
3	Revenues	-0.710	-0.488	0.176	1.08	1.32	0001084554	0001687542	0001437226
4	StockholdersEquity	-0.525	-0.466	0.155	0.833	0.986	0001502966	0001755058	0001304161
5	NetIncome	-1.05	-0.859	0.192	1.12	1.64	0001084554	0001877939	0001813603
6	ComprehensiveNetIncome	-1.04	-0.854	0.195	1.14	1.65	0001084554	0001877939	0001813603
7	BaseVar	0	0	0	0	0	0000723533	0001439264	0000723533
8	EconomicCapitalRatiobeforeLimitedLiability	-0.956	-0.796	0.274	1.27	2.40	0000723533	0001877939	0001813603
9	EconomicCapitalRatio	-1.27	-1.11	-0.0433	0.958	2.08	0000723533	0001877939	0001813603

2025

Logs

error	2 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001371489 0001371489
warning	4 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001419275 0001599407 0001600347 0001630212
warning	3 × The stock price does not exist	industry.us_generic	0001632121 0001661600 0001693687
warning	2 × Similarly named company. Duplicate?	None	0001289848 0001847590
warning	2 × Ignoring company because Expenses is zero	pre-agg	0001630212 0001661600
warning	1 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001371489
warning	1 × Missing logo	subcommand.report	0001877939
warning	1 × Ignoring company because Assets is zero	pre-agg	0001693687
warning	1 × Excluding company: variable exceeds outlier threshold	pre-agg	0001632121

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	12,118	82,928	13,995,883	1,688,438,000	2,656,367,000	0001230524	0001599407	0001398659
1	IntangibleAssets	0	0	518,392	1,345,098,800	1,848,156,000	0001230524	0001320760	0001398659
2	OperatingLeaseAssets	0	0	1,101,556	184,675,600	201,492,000	0001084554	0001419275	0000887936
3	AssetsNoncurrent	0	0	726,813	381,630,900	700,828,000	0001084554	0001599407	0001398659
4	remainder_Assets	-1,656,000	-1,616,757	381,186	281,498,150	456,208,000	0001419275	0001600347	0001398659
5	LiabilitiesCurrent	134,932	152,292	6,672,794	1,157,114,150	1,623,561,000	0001230524	0001777319	0001398659
6	LiabilitiesNoncurrent	0	0	999,495	830,243,200	1,670,305,000	0001084554	0001599407	0001398659
7	remainder_Liabilities	-37,269,000	-5,590,350	0	49,967,650	170,354,000	0001289848	0001304161	0001644378
8	CostOfRevenue	0	0	12,961,824	2,673,004,750	3,248,867,000	0001084554	0001777319	0001398659
9	GeneralAndAdministrativeExpense	64,922	275,719	10,644,526	836,687,350	1,046,713,000	0001230524	0001877939	0001398659
10	LaborExpense	0	0	0	174,026,200	178,470,000	0000887936	0001289848	0001644378
11	remainder_Expenses	-148,114,000	-47,866,480	1,065,725	139,868,650	201,945,000	0001847590	0001502966	0001398659
12	RevenueFromContractWithCustomer	0	0	0	3,982,510,300	5,079,879,000	0001084554	0001320760	0001398659
13	RevenueFromReimbursement	0	0	0	5,446,050	36,307,000	0000887936	0001419275	0001289848
14	remainder_Revenues	0	0	6,990	287,277,850	522,778,000	0000887936	0001813603	0001644378
15	remainder_NetIncome	-43,490,000	-31,904,500	-50,076	12,689,292	63,930,473	0001289848	0001304161	0001599407
16	remainder_ComprehensiveNetIncome	-67,358,000	-28,076,950	0	8,108,550	46,968,000	0001398659	0001599407	0000887936

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	51,398	343,571	29,611,485	3,843,438,850	5,843,267,000	0001230524	0001599407	0001398659
1	Liabilities	134,932	172,444	8,902,884	1,987,357,350	3,293,866,000	0001230524	0001439264	0001398659
2	Expenses	64,922	197,616	30,012,375	3,649,560,750	4,497,525,000	0001230524	0001777319	0001398659
3	Revenues	0	0	18,894,806	3,982,510,300	5,079,879,000	0001084554	0001777319	0001398659
4	StockholdersEquity	-29,387,837	-7,746,624	14,461,713	1,856,081,500	2,549,401,000	0001599407	0001777319	0001398659
5	NetIncome	-19,580,341	-17,834,151	-34,089	313,114,450	552,494,000	0001084554	0001230524	0001398659
6	ComprehensiveNetIncome	-19,580,341	-16,770,801	-26,283	342,933,550	485,136,000	0001084554	0001230524	0001398659
7	BaseVar	224,125	980,381	90,053,982	9,153,963,546	12,405,010,320	0001230524	0001877939	0001398659
8	EconomicCapitalRatiobeforeLimitedLiability	-5.15	-4.28	0.674	1.86	2.05	0001502966	0001847590	0001084554
9	EconomicCapitalRatio	0.0122	0.0520	1.58	2.41	2.54	0001502966	0001847590	0001084554

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	AssetsCurrent	-0.458	-0.300	-0.0931	0.469	1.19	0001777319	0001502966	0001084554
1	IntangibleAssets	-0.165	-0.144	-0.0171	0.485	0.655	0001419275	0001620749	0001777319
2	OperatingLeaseAssets	-0.0466	-0.0340	-0.00848	0.0354	0.0550	0001777319	0001398659	0001439264
3	AssetsNoncurrent	-0.121	-0.0826	-0.0166	0.275	0.341	0001777319	0001419275	0001644378
4	remainder_Assets	-0.186	-0.140	-0.0227	0.243	0.914	0001419275	0001304161	0001620749
5	LiabilitiesCurrent	-0.916	-0.617	0.230	0.581	0.853	0001230524	0001398659	0001877939
6	LiabilitiesNoncurrent	-0.428	-0.309	-0.00218	0.238	0.273	0001289848	0001419275	0001877939
7	remainder_Liabilities	-0.414	-0.131	0.00246	0.0507	0.0652	0001644378	0001230524	0001289848
8	CostOfRevenue	-0.917	-0.683	-0.0174	0.171	0.224	0001320760	0001502966	0001084554
9	GeneralAndAdministrativeExpense	-0.706	-0.379	0.0498	0.603	0.662	0001620749	0001777319	0001320760
10	LaborExpense	-0.382	-0.319	0.0147	0.117	0.133	0001847590	0001230524	0001777319
11	remainder_Expenses	-0.330	-0.312	0.0315	0.668	0.943	0001877939	0001813603	0001599407
12	RevenueFromContractWithCustomer	-0.662	-0.554	-0.0519	0.778	0.909	0001877939	0001230524	0000887936
13	RevenueFromReimbursement	-0.00291	-0.00261	-0.00132	0.00537	0.0361	0001777319	0001419275	0001289848
14	remainder_Revenues	-0.704	-0.554	-0.0310	1.01	1.39	0001777319	0001502966	0001877939
15	remainder_NetIncome	-0.847	-0.377	0.0460	0.599	1.26	0001813603	0001644378	0001599407
16	remainder_ComprehensiveNetIncome	-0.0388	-0.0368	0.00239	0.0347	0.0570	0001644378	0001084554	0001419275

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-0.316	-0.271	-0.0871	0.205	0.588	0001419275	0001877939	0001084554
1	Liabilities	-0.609	-0.597	0.0801	0.758	1.07	0001230524	0001847590	0001877939
2	Expenses	-0.632	-0.553	0.0101	0.322	0.583	0001777319	0001289848	0001599407
3	Revenues	-0.450	-0.380	0.216	0.822	1.17	0001230524	0001777319	0001877939
4	StockholdersEquity	-0.955	-0.901	0.0538	1.01	1.56	0001599407	0001398659	0001084554
5	NetIncome	-0.902	-0.790	0.384	0.895	1.49	0001813603	0001304161	0001599407
6	ComprehensiveNetIncome	-0.900	-0.783	0.391	0.931	1.50	0001813603	0001304161	0001599407
7	BaseVar	0	0	0	0	0	0000887936	0001419275	0000887936
8	EconomicCapitalRatiobeforeLimitedLiability	-0.963	-0.923	0.609	1.44	1.57	0001502966	0001847590	0001084554
9	EconomicCapitalRatio	-1.35	-1.31	0.224	1.05	1.18	0001502966	0001847590	0001084554

Estimates

Parameter	Value	Min	Max
PresentValueFactor	1.62	1.0	15.0
BalanceFactor	1.19	0.5	5.0
OCIFactor	1.0	0.5	1.0
HiddenReservesFactor	0.0	0.0	1.0
LLPO_stddev	1.74	0.02	10.0

Stock Table

					Adjusted stock price	Split	Original stock price (Adjusted stock price * Split)	Outstanding shares	Market cap (Original stock price * Outstanding shares)	obs_EconomicCapitalRatio
Company	Name	Name_short	Identifier	Year
0000723533	Wenyuan Group Corp	Wenyuan	WYGC	2011	nan	0.0010	nan	129,114,138.0	nan	nan
				2014	2.6200	0.0010	0.0000	nan	nan	nan
				2022	0.5400	1.0000	0.5400	69,529,707.0	37,546,041.78	138.9650
				2023	0.1100	1.0000	0.1100	79,825,094.0	8,780,760.34	9.9562
				2024	0.3000	1.0000	0.3000	80,884,279.0	24,265,283.70	66.5186
0000851520	Exponent INC	Exponen	EXPO	2011	10.1000	4.0000	40.4000	13,243,065.0	535,019,826.00	3.0507
				2012	11.4500	4.0000	45.8000	13,223,806.0	605,650,314.80	2.9225
				2014	18.0800	4.0000	72.3200	12,866,600.0	930,512,512.00	4.1054
				2015	22.4500	2.0000	44.9000	25,746,928.0	1,156,037,067.20	4.7549
				2016	27.3900	2.0000	54.7800	25,592,534.0	1,401,959,012.52	5.2488
				2017	32.7200	2.0000	65.4400	25,810,749.0	1,689,055,414.56	5.7243
				2018	45.2700	1.0000	45.2700	52,012,151.0	2,354,590,075.77	7.5470
				2021	110.7700	1.0000	110.7700	52,111,508.0	5,772,391,741.16	12.1467
				2022	95.9300	1.0000	95.9300	50,638,229.0	4,857,725,307.97	11.3955
0000887936	FTI Consulting INC	FTI Con	FCN	2021	152.0600	1.0000	152.0600	34,288,467.0	5,213,904,292.02	2.2578
				2022	156.3100	1.0000	156.3100	34,423,110.0	5,380,676,324.10	2.2414
				2023	199.5400	1.0000	199.5400	35,509,721.0	7,085,609,728.34	3.0343
				2024	193.1800	1.0000	193.1800	35,944,329.0	6,943,725,476.22	2.8139
				2025	175.8600	1.0000	175.8600	30,876,070.0	5,429,865,670.20	2.0696
0001013706	Wilhelmina International Inc	Wilhelm	WHLM	2011	4.0000	0.0500	0.2000	129,440,752.0	25,888,150.40	0.8741
				2012	2.4000	0.0500	0.1200	121,440,752.0	14,572,890.24	0.5861
				2013	4.0000	0.0500	0.2000	117,813,925.0	23,562,785.00	0.8957
				2014	5.4200	1.0000	5.4200	5,870,115.0	31,816,023.30	1.0641
				2015	6.7500	1.0000	6.7500	5,789,528.0	39,079,314.00	1.3079
				2016	8.8000	1.0000	8.8000	5,381,668.0	47,358,678.40	1.2744
				2017	6.4700	1.0000	6.4700	5,381,668.0	34,819,391.96	1.1641
				2018	5.8300	1.0000	5.8300	5,265,768.0	30,699,427.44	1.0161
				2019	4.2600	1.0000	4.2600	5,170,121.0	22,024,715.46	0.8326
				2020	4.2100	1.0000	4.2100	5,157,344.0	21,712,418.24	0.9697
				2021	5.0600	1.0000	5.0600	5,157,344.0	26,096,160.64	0.9695
				2022	3.6300	1.0000	3.6300	5,157,344.0	18,721,158.72	0.6264
				2023	4.5400	1.0000	4.5400	5,157,344.0	23,414,341.76	0.8014
				2024	3.5200	1.0000	3.5200	5,157,344.0	18,153,850.88	0.6126
0001019737	Navigant Consulting INC	Navigan	nan	2010	nan	nan	nan	nan	nan	nan
				2011	nan	nan	nan	52,284,486.0	nan	nan
				2012	nan	nan	nan	52,029,167.0	nan	nan
				2013	nan	nan	nan	49,472,038.0	nan	nan
				2014	nan	nan	nan	48,494,296.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2016	nan	nan	nan	nan	nan	nan
				2017	nan	nan	nan	nan	nan	nan
				2018	nan	nan	nan	nan	nan	nan
0001057379	Hackett Group INC	Hackett	HCKT	2011	2.8500	1.0000	2.8500	40,396,171.0	115,129,087.35	1.1245
				2012	3.2900	1.0000	3.2900	30,482,872.0	100,288,648.88	0.9409
				2013	4.8500	1.0000	4.8500	30,687,903.0	148,836,329.55	1.4360
				2015	13.0200	1.0000	13.0200	29,382,893.0	382,565,266.86	3.6540
				2016	14.5200	1.0000	14.5200	28,553,558.0	414,597,662.16	3.5680
				2017	13.0500	1.0000	13.0500	28,656,338.0	373,965,210.90	2.8422
				2018	13.7100	1.0000	13.7100	29,518,236.0	404,695,015.56	3.4033
				2019	13.8200	1.0000	13.8200	29,896,607.0	413,171,108.74	3.3080
				2021	18.8100	1.0000	18.8100	29,792,171.0	560,390,736.51	4.1317
				2022	18.7200	1.0000	18.7200	31,703,102.0	593,482,069.44	3.8083
0001066104	CEB Inc.	CEB Inc	nan	2010	nan	nan	nan	nan	nan	nan
				2011	nan	nan	nan	33,294,413.0	nan	nan
				2012	nan	nan	nan	33,317,950.0	nan	nan
				2013	nan	nan	nan	33,609,569.0	nan	nan
				2014	nan	nan	nan	33,640,195.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2016	nan	nan	nan	nan	nan	nan
0001083446	Astrana Health Inc	Astrana	ASTH	2011	1.1000	0.1000	0.1100	29,335,774.0	3,226,935.14	2.4828
				2012	9.9000	0.1000	0.9900	34,843,441.0	34,495,006.59	21.9063
				2013	6.5000	0.1000	0.6500	37,977,607.0	24,685,444.55	7.2206
				2014	4.2000	0.1000	0.4200	48,634,549.0	20,426,510.58	1.9841
				2015	5.2500	1.0000	5.2500	4,863,389.0	25,532,792.25	1.6483
				2016	5.9700	1.0000	5.9700	5,956,877.0	35,562,555.69	2.3277
				2017	22.9300	1.0000	22.9300	6,033,495.0	138,348,040.35	0.4290
				2018	17.9200	1.0000	17.9200	34,084,641.0	610,796,766.72	1.9730
				2019	18.6900	1.0000	18.6900	34,892,506.0	652,140,937.14	1.1896
				2020	17.6300	1.0000	17.6300	54,265,602.0	956,702,563.26	1.6086
				2021	71.1100	1.0000	71.1100	55,549,053.0	3,950,093,158.83	6.6459
				2022	29.6500	1.0000	29.6500	56,723,447.0	1,681,850,203.55	2.4753
				2023	37.6800	1.0000	37.6800	58,283,589.0	2,196,125,633.52	3.0168
0001084554	Lightbridge Corp	Lightbr	LTBR	2011	126.3000	0.0170	2.1500	12,424,778.0	26,713,272.70	4.3736
				2012	84.6000	0.0170	1.4400	12,524,716.0	18,035,591.04	5.5180
				2013	90.6000	0.0170	1.5400	15,057,243.0	23,188,154.22	7.5612
				2014	105.9000	0.0170	1.8000	18,082,874.0	32,549,173.20	9.7078
				2015	59.4000	0.0170	1.0100	18,623,387.0	18,809,620.87	6.3599
				2016	13.5000	0.0830	1.1200	5,265,123.0	5,896,937.76	1.4662
				2017	12.5400	0.0830	1.0400	11,497,153.0	11,957,039.12	2.9557
				2018	7.0200	0.0830	0.5800	31,184,228.0	18,086,852.24	1.3549
				2020	3.5900	1.0000	3.5900	5,631,561.0	20,217,303.99	1.5311
				2021	7.2400	1.0000	7.2400	7,628,542.0	55,230,644.08	4.3979
				2023	3.3600	1.0000	3.3600	12,962,771.0	43,554,910.56	2.9150
				2024	4.7500	1.0000	4.7500	15,766,902.0	74,892,784.50	3.6162
				2025	13.6300	1.0000	13.6300	32,371,338.0	441,221,336.94	4.3113
0001094238	Harris Interactive INC	Harris	nan	2011	nan	nan	nan	55,652,399.0	nan	nan
0001094238	Harris Interactive INC	Harris	nan	2012	nan	nan	nan	57,392,195.0	nan	nan
0001094814	Cartesian Inc	Cartesi	nan	2011	nan	nan	nan	7,093,872.0	nan	nan
				2013	nan	nan	nan	8,051,382.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2016	nan	nan	nan	nan	nan	nan
				2017	nan	nan	nan	nan	nan	nan
0001098482	Innovaro Inc	Innovar	INNI	2011	0.8800	1.0000	0.8800	15,021,274.0	13,218,721.12	0.8603
0001098482	Innovaro Inc	Innovar	INNI	2012	0.2400	1.0000	0.2400	15,064,544.0	3,615,490.56	0.4812
0001104265	GROW Solutions Holdings INC	GROW So	nan	2015	nan	nan	nan	54,596,612.0	nan	nan
0001104265	GROW Solutions Holdings INC	GROW So	nan	2016	nan	nan	nan	46,716,612.0	nan	nan
0001179090	Bonds com Group Inc	Bonds c	nan	2011	nan	nan	nan	104,354,190.0	nan	nan
				2012	nan	nan	nan	104,354,190.0	nan	nan
				2013	nan	nan	nan	nan	nan	nan
0001230524	Leopard Energy Inc	Leopard	LEEN	2019	60.9000	0.0050	0.3000	42,603,032.0	12,780,909.60	16.5531
				2020	408.2400	0.0010	0.4100	170,912,128.0	70,073,972.48	76.6229
				2021	12.4300	0.0010	0.0100	321,510,839.0	3,215,108.39	3.2259
				2022	0.0700	1.0000	0.0700	1,059,663.0	74,176.41	0.2415
				2023	0.2700	1.0000	0.2700	1,272,917.0	343,687.59	0.9581
				2025	0.1600	1.0000	0.1600	1,272,917.0	203,666.72	2.1535
0001272550	Root9B Holdings Inc	Root9B	nan	2011	nan	nan	nan	8,106,325.0	nan	nan
				2012	nan	nan	nan	15,782,071.0	nan	nan
				2013	nan	nan	nan	nan	nan	nan
				2014	nan	nan	nan	32,761,465.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
0001286345	HPIL Holding	HPIL Ho	nan	2013	nan	nan	nan	nan	nan	nan
				2014	nan	nan	nan	nan	nan	nan
				2015	nan	nan	nan	nan	nan	nan
0001289848	Huron Consulting Group Inc	Huron C	HURN	2012	33.4900	1.0000	33.4900	22,952,487.0	768,678,789.63	1.3598
				2013	62.6300	1.0000	62.6300	23,243,551.0	1,455,743,599.13	2.3464
				2014	69.1200	1.0000	69.1200	22,868,714.0	1,580,685,511.68	1.8476
				2020	57.5000	1.0000	57.5000	22,871,243.0	1,315,096,472.50	1.6828
				2021	49.8800	1.0000	49.8800	21,917,598.0	1,093,249,788.24	1.3117
				2022	72.5600	1.0000	72.5600	19,933,479.0	1,446,373,236.24	1.5669
				2023	100.2200	1.0000	100.2200	18,747,865.0	1,878,911,030.30	1.8869
				2024	122.0900	1.0000	122.0900	17,740,913.0	2,165,988,068.17	2.0378
				2025	179.1700	1.0000	179.1700	17,241,468.0	3,089,153,821.56	2.4471
0001304161	Pharma Bio Serv Inc	Pharma	PBSV	2011	0.3100	1.0000	0.3100	20,758,695.0	6,435,195.45	0.9701
				2012	0.3200	1.0000	0.3200	20,758,695.0	6,642,782.40	0.7127
				2013	0.9100	1.0000	0.9100	22,702,186.0	20,658,989.26	1.6861
				2014	0.5600	1.0000	0.5600	23,047,462.0	12,906,578.72	0.9997
				2015	0.4300	1.0000	0.4300	23,062,250.0	9,916,767.50	0.7486
				2016	0.3900	1.0000	0.3900	23,009,316.0	8,973,633.24	0.6873
				2017	0.2300	1.0000	0.2300	23,101,931.0	5,313,444.13	0.4509
				2020	0.7500	1.0000	0.7500	23,001,627.0	17,251,220.25	0.9284
				2021	0.5900	1.0000	0.5900	23,029,215.0	13,587,236.85	0.9436
				2022	0.4800	1.0000	0.4800	22,944,286.0	11,013,257.28	0.8969
				2023	0.7100	1.0000	0.7100	22,963,451.0	16,304,050.21	1.3746
				2024	0.4200	1.0000	0.4200	22,958,143.0	9,642,420.06	1.0222
				2025	0.5100	1.0000	0.5100	22,918,092.0	11,688,226.92	1.5077
0001320760	TSS Inc.	TSS Inc	TSSI	2011	0.8000	1.0000	0.8000	14,626,162.0	11,700,929.60	0.6894
				2012	0.4500	1.0000	0.4500	14,729,520.0	6,628,284.00	0.4770
				2013	0.4500	1.0000	0.4500	14,572,002.0	6,557,400.90	0.4258
				2014	0.4800	1.0000	0.4800	15,199,668.0	7,295,840.64	0.7338
				2015	0.1300	1.0000	0.1300	15,632,004.0	2,032,160.52	0.1525
				2016	0.0500	1.0000	0.0500	15,645,824.0	782,291.20	0.0842
				2018	0.8400	1.0000	0.8400	16,304,107.0	13,695,449.88	1.7403
				2019	1.4700	1.0000	1.4700	17,559,057.0	25,811,813.79	1.6000
				2020	0.6000	1.0000	0.6000	18,945,135.0	11,367,081.00	0.5117
				2021	0.4800	1.0000	0.4800	18,596,793.0	8,926,460.64	0.4961
				2022	0.5600	1.0000	0.5600	21,343,306.0	11,952,251.36	0.3992
				2023	0.3100	1.0000	0.3100	21,606,626.0	6,698,054.06	0.2766
				2024	10.4500	1.0000	10.4500	22,472,676.0	234,839,464.20	2.5264
				2025	7.2000	1.0000	7.2000	28,845,037.0	207,684,266.40	1.4165
0001362004	ICF International Inc	ICF Int	ICFI	2011	24.2400	1.0000	24.2400	19,766,104.0	479,130,360.96	0.9619
				2012	22.2400	1.0000	22.2400	19,529,536.0	434,336,880.64	0.8769
				2013	32.6900	1.0000	32.6900	19,891,239.0	650,244,602.91	1.4017
				2014	39.4000	1.0000	39.4000	19,398,743.0	764,310,474.20	0.8888
				2015	33.5400	1.0000	33.5400	19,223,827.0	644,767,157.58	0.7849
				2016	52.1700	1.0000	52.1700	18,957,609.0	989,018,461.53	1.2323
				2017	49.9900	1.0000	49.9900	18,642,406.0	931,933,875.94	1.1616
				2018	61.4600	1.0000	61.4600	18,847,336.0	1,158,357,270.56	1.3109
				2019	88.7100	1.0000	88.7100	18,811,087.0	1,668,731,527.77	1.6047
				2020	72.6700	1.0000	72.6700	18,863,066.0	1,370,779,006.22	1.0596
				2021	99.5600	1.0000	99.5600	18,875,187.0	1,879,213,617.72	1.2979
				2022	97.4000	1.0000	97.4000	18,843,895.0	1,835,395,373.00	1.1020
0001366312	Juhl Energy Inc	Juhl En	nan	2011	nan	nan	nan	22,059,803.0	nan	nan
0001366312	Juhl Energy Inc	Juhl En	nan	2013	nan	nan	nan	23,924,789.0	nan	nan
0001371489	Information Services Group Inc	Informa	III	2012	0.9000	1.0000	0.9000	36,163,424.0	32,547,081.60	0.2780
				2013	3.2900	1.0000	3.2900	37,088,639.0	122,021,622.31	1.0328
				2014	3.3700	1.0000	3.3700	36,706,834.0	123,702,030.58	1.0905
				2015	2.8500	1.0000	2.8500	37,182,112.0	105,969,019.20	0.9827
				2016	3.1500	1.0000	3.1500	35,788,875.0	112,734,956.25	0.5476
				2017	3.5800	1.0000	3.5800	43,400,494.0	155,373,768.52	0.8057
				2018	3.5400	1.0000	3.5400	45,186,419.0	159,959,923.26	0.9109
				2019	1.9900	1.0000	1.9900	47,535,463.0	94,595,571.37	0.5435
				2020	2.6300	1.0000	2.6300	48,019,773.0	126,292,002.99	0.6650
				2021	6.4900	1.0000	6.4900	48,992,958.0	317,964,297.42	1.6941
				2022	3.9200	1.0000	3.9200	47,999,741.0	188,158,984.72	0.9763
				2023	4.2900	1.0000	4.2900	48,873,566.0	209,667,598.14	1.0686
0001382219	6D Global Technologies Inc	6D Glob	nan	2011	nan	nan	nan	24,982,222.0	nan	nan
				2013	nan	nan	nan	24,982,822.0	nan	nan
				2014	nan	nan	nan	77,067,083.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
0001398659	Genpact LTD	Genpact	G	2010	12.0500	1.0000	12.0500	nan	nan	nan
				2011	11.6900	1.0000	11.6900	222,021,263.0	2,595,428,564.47	1.5398
				2014	17.1600	1.0000	17.1600	216,589,934.0	3,716,683,267.44	1.7694
				2015	22.2600	1.0000	22.2600	212,690,181.0	4,734,483,429.06	2.2109
				2016	21.6800	1.0000	21.6800	200,756,607.0	4,352,403,239.76	1.9426
				2017	29.3100	1.0000	29.3100	193,042,398.0	5,658,072,685.38	2.0688
				2018	24.6300	1.0000	24.6300	190,088,587.0	4,681,881,897.81	1.6559
				2019	39.1100	1.0000	39.1100	189,956,225.0	7,429,187,959.75	2.0581
				2020	39.0300	1.0000	39.0300	189,347,684.0	7,390,240,106.52	1.8679
				2021	49.7900	1.0000	49.7900	188,060,328.0	9,363,523,731.12	2.3255
				2022	43.6900	1.0000	43.6900	183,258,135.0	8,006,547,918.15	2.1782
				2023	33.5000	1.0000	33.5000	181,412,399.0	6,077,315,366.50	1.6510
				2024	42.1000	1.0000	42.1000	176,361,269.0	7,424,809,424.90	1.9579
				2025	47.6900	1.0000	47.6900	172,414,423.0	8,222,443,832.87	1.8000
0001400683	STWC Holdings Inc	STWC Ho	nan	2011	nan	nan	nan	2,345,000.0	nan	nan
				2012	nan	nan	nan	2,345,000.0	nan	nan
				2018	nan	nan	nan	33,350,089.0	nan	nan
0001419275	Ryvyl Inc	Ryvyl I	RVYL	2011	21.0000	0.0000	0.0000	8,704,669.0	0.00	0.0000
				2013	63.0000	0.0000	0.0000	14,445,363.0	0.00	0.0000
				2015	63.0000	0.0000	0.0000	14,445,363.0	0.00	0.0000
				2016	42.0000	0.0000	0.0000	14,445,363.0	0.00	0.0000
				2019	210.0000	0.0000	0.0000	166,390,363.0	0.00	0.0000
				2020	1848.0000	0.0000	0.0000	181,050,238.0	0.00	0.0000
				2021	1599.5000	0.0030	4.8000	43,179,241.0	207,260,356.80	1.8850
				2022	171.5000	0.0030	0.5100	49,647,531.0	25,320,240.81	0.2590
				2023	160.1200	0.0290	4.6400	5,386,141.0	24,991,694.24	0.2139
				2024	47.2500	0.0290	1.3700	5,995,972.0	8,214,481.64	0.0668
				2025	6.6500	0.0290	0.1900	nan	nan	nan
0001437226	Mastech Digital Inc	Mastech	MHH	2011	1.0800	2.5000	2.7000	3,633,043.0	9,809,216.10	0.7392
				2012	2.0600	2.5000	5.1500	3,190,664.0	16,431,919.60	1.2686
				2013	7.3800	2.0000	14.7600	3,359,546.0	49,586,898.96	4.0219
				2014	5.6000	2.0000	11.2000	4,306,798.0	48,236,137.60	3.5426
				2015	3.6700	2.0000	7.3400	4,353,189.0	31,952,407.26	1.0465
				2016	3.4500	2.0000	6.9000	4,470,965.0	30,849,658.50	1.0299
				2017	4.8500	2.0000	9.7000	5,454,952.0	52,913,034.40	0.6217
				2018	6.3000	1.0000	6.3000	10,983,736.0	69,197,536.80	0.9172
				2019	10.9400	1.0000	10.9400	11,033,165.0	120,702,825.10	1.7905
				2020	16.6300	1.0000	16.6300	11,379,749.0	189,245,225.87	2.6182
				2021	16.7000	1.0000	16.7000	11,438,013.0	191,014,817.10	2.4973
				2022	12.4700	1.0000	12.4700	11,617,709.0	144,872,831.23	2.1982
				2023	8.2400	1.0000	8.2400	11,599,138.0	95,576,897.12	1.4808
				2024	14.9000	1.0000	14.9000	11,705,973.0	174,418,997.70	2.5747
0001439264	Marvion Inc	Marvion	MVNC	2011	27.0000	0.0000	0.0000	nan	nan	nan
				2012	55.2000	0.0000	0.0000	331,656,125.0	0.00	0.0000
				2021	18.4500	0.0000	0.0000	nan	nan	nan
				2022	5.0200	0.0000	0.0000	1,942,681,876.0	0.00	0.0000
				2023	2.4000	0.0000	0.0000	143,146,265,860.0	0.00	0.0000
				2024	0.0200	1.0000	0.0200	308,958,835.0	6,179,176.70	0.7400
				2025	0.0300	1.0000	0.0300	340,389,151.0	10,211,674.53	1.2944
0001443646	Booz Allen Hamilton Holding Corp	Booz Al	BAH	2011	6.6800	1.0000	6.6800	128,417,006.0	857,825,600.08	0.3339
				2012	9.4200	1.0000	9.4200	132,045,531.0	1,243,868,902.02	0.4572
				2013	13.4400	1.0000	13.4400	142,260,354.0	1,911,979,157.76	0.6241
				2014	21.8500	1.0000	21.8500	148,805,550.0	3,251,401,267.50	1.1391
				2015	25.6700	1.0000	25.6700	148,448,758.0	3,810,679,617.86	1.3753
				2022	98.0300	1.0000	98.0300	132,226,183.0	12,962,132,719.49	2.3559
				2023	121.0700	1.0000	121.0700	130,381,202.0	15,785,252,126.14	2.6072
				2024	126.3000	1.0000	126.3000	127,772,744.0	16,137,697,567.20	2.6716
0001470215	Towers Watson Co	Towers	nan	2011	nan	nan	nan	53,115,332.0	nan	nan
				2012	nan	nan	nan	58,787,228.0	nan	nan
				2013	nan	nan	nan	65,562,296.0	nan	nan
				2014	nan	nan	nan	69,936,264.0	nan	nan
0001498291	Daniels Corporate Advisory Company Inc	Daniels	nan	2019	nan	nan	nan	25,546,452.0	nan	nan
0001498291	Daniels Corporate Advisory Company Inc	Daniels	nan	2020	nan	nan	nan	34,754,735.0	nan	nan
0001501489	AF Ocean Investment Management Co	AF Ocea	nan	2014	nan	nan	nan	nan	nan	nan
0001501489	AF Ocean Investment Management Co	AF Ocea	nan	2015	nan	nan	nan	nan	nan	nan
0001502966	Hypha Labs Inc	Hypha L	FUNI	2011	nan	0.1000	nan	5,426,750.0	nan	nan
				2012	7.0000	0.1000	0.7000	5,526,400.0	3,868,480.00	7.9890
				2013	10.0000	0.1000	1.0000	5,536,400.0	5,536,400.00	10.4698
				2014	0.3800	0.1000	0.0400	81,997,290.0	3,279,891.60	1.0619
				2017	0.2600	1.0000	0.2600	37,285,676.0	9,694,275.76	11.2336
				2018	0.1300	1.0000	0.1300	43,257,277.0	5,623,446.01	6.1909
				2019	0.1000	1.0000	0.1000	48,532,666.0	4,853,266.60	4.2461
				2020	0.0200	1.0000	0.0200	57,612,672.0	1,152,253.44	0.5495
				2021	0.0300	1.0000	0.0300	72,730,153.0	2,181,904.59	1.0181
				2022	0.0100	1.0000	0.0100	75,146,820.0	751,468.20	0.1993
				2024	0.0300	1.0000	0.0300	112,713,490.0	3,381,404.70	2.9970
				2025	0.0400	1.0000	0.0400	145,121,825.0	5,804,873.00	3.7751
0001508348	Americann Inc	America	nan	2016	nan	nan	nan	19,131,000.0	nan	nan
				2017	nan	nan	nan	19,366,000.0	nan	nan
				2018	nan	nan	nan	21,963,017.0	nan	nan
				2020	nan	nan	nan	23,696,310.0	nan	nan
				2021	nan	nan	nan	24,196,310.0	nan	nan
				2022	nan	nan	nan	24,391,961.0	nan	nan
				2023	nan	nan	nan	24,391,961.0	nan	nan
				2024	nan	nan	nan	24,391,961.0	nan	nan
0001533106	Argentum 47 INC	Argentu	nan	2012	nan	nan	nan	29,325,700.0	nan	nan
				2013	nan	nan	nan	30,784,202.0	nan	nan
				2015	nan	nan	nan	772,523,183.0	nan	nan
				2016	nan	nan	nan	819,499,228.0	nan	nan
				2017	nan	nan	nan	473,090,573.0	nan	nan
				2018	nan	nan	nan	525,534,409.0	nan	nan
				2019	nan	nan	nan	590,989,409.0	nan	nan
0001537511	Progressive Green Solutions INC	Progres	nan	2014	nan	nan	nan	nan	nan	nan
0001537511	Progressive Green Solutions INC	Progres	nan	2015	nan	nan	nan	nan	nan	nan
0001567503	Turnkey Capital Inc	Turnkey	nan	2013	nan	nan	nan	3,880,000.0	nan	nan
0001567503	Turnkey Capital Inc	Turnkey	nan	2015	nan	nan	nan	nan	nan	nan
0001574910	Renavotio INC	Renavot	nan	2015	nan	nan	nan	10,360,000.0	nan	nan
				2017	nan	nan	nan	10,360,000.0	nan	nan
				2018	nan	nan	nan	75,000,000.0	nan	nan
				2020	nan	nan	nan	107,688,241.0	nan	nan
0001590565	ASIA Equity Exchange Group INC	ASIA Eq	nan	2014	nan	nan	nan	nan	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2017	nan	nan	nan	nan	nan	nan
0001592782	Nukkleus Inc	Nukkleu	nan	2016	nan	nan	nan	254,641,100.0	nan	nan
				2017	nan	nan	nan	230,485,100.0	nan	nan
				2018	nan	nan	nan	230,485,100.0	nan	nan
0001599407	1847 Holdings LLC	1847 Ho	LBRA	2014	nan	1.0000	nan	77,887,500.0	nan	nan
				2015	nan	1.0000	nan	77,887,500.0	nan	nan
				2017	nan	1.0000	nan	3,115,500.0	nan	nan
				2018	nan	1.0000	nan	3,115,625.0	nan	nan
				2019	nan	1.0000	nan	3,165,625.0	nan	nan
				2020	nan	1.0000	nan	4,444,013.0	nan	nan
				2021	nan	1.0000	nan	4,842,851.0	nan	nan
				2022	nan	1.0000	nan	4,079,137.0	nan	nan
				2023	nan	1.0000	nan	3,167,149.0	nan	nan
				2024	nan	1.0000	nan	nan	nan	nan
				2025	0.0100	1.0000	0.0100	nan	nan	nan
0001600347	Hapi Metaverse Inc	Hapi Me	nan	2014	nan	nan	nan	5,132,000.0	nan	nan
				2016	nan	nan	nan	nan	nan	nan
				2017	nan	nan	nan	nan	nan	nan
				2025	nan	nan	nan	nan	nan	nan
0001602813	Frontera Group INC	Fronter	nan	2015	nan	nan	nan	7,280,000.0	nan	nan
				2016	nan	nan	nan	307,280,000.0	nan	nan
				2017	nan	nan	nan	307,280,000.0	nan	nan
0001604738	Ashford Inc	Ashford	nan	2015	nan	nan	nan	2,010,104.0	nan	nan
				2016	nan	nan	nan	2,015,599.0	nan	nan
				2017	nan	nan	nan	2,092,721.0	nan	nan
				2018	nan	nan	nan	2,390,705.0	nan	nan
0001607450	ABV Consulting INC	ABV Con	nan	2015	nan	nan	nan	nan	nan	nan
0001607450	ABV Consulting INC	ABV Con	nan	2018	nan	nan	nan	nan	nan	nan
0001620749	Panamera Holdings Corp	Panamer	PHCI	2015	nan	1.0000	nan	17,990,000.0	nan	nan
				2016	nan	1.0000	nan	17,990,000.0	nan	nan
				2017	nan	1.0000	nan	17,990,000.0	nan	nan
				2018	nan	1.0000	nan	17,990,000.0	nan	nan
				2022	1.9500	1.0000	1.9500	33,210,000.0	64,759,500.00	1780.1342
				2025	8.3100	1.0000	8.3100	79,876,074.0	663,770,174.94	1350.3079
0001622879	Medicine Man Technologies Inc	Medicin	nan	2015	nan	nan	nan	9,972,500.0	nan	nan
				2016	nan	nan	nan	10,092,500.0	nan	nan
				2017	nan	nan	nan	21,875,011.0	nan	nan
				2018	nan	nan	nan	27,578,310.0	nan	nan
				2019	nan	nan	nan	39,952,628.0	nan	nan
				2020	nan	nan	nan	41,933,086.0	nan	nan
				2021	nan	nan	nan	44,400,853.0	nan	nan
				2022	nan	nan	nan	54,741,506.0	nan	nan
				2023	nan	nan	nan	72,591,605.0	nan	nan
0001629606	Driven Deliveries Inc	Driven	nan	2016	nan	nan	nan	nan	nan	nan
0001629606	Driven Deliveries Inc	Driven	nan	2019	nan	nan	nan	nan	nan	nan
0001630212	Avalon Globocare Corp	Avalon	ALBT	2023	7.2900	0.0670	0.4900	10,999,534.0	5,389,771.66	0.3179
0001630212	Avalon Globocare Corp	Avalon	ALBT	2024	3.4300	1.0000	3.4300	nan	nan	nan
0001632121	Balance Labs Inc	Balance	BLNC	2015	nan	1.0000	nan	20,620,000.0	nan	nan
				2017	1.5000	1.0000	1.5000	21,620,000.0	32,430,000.00	36.6969
				2018	1.3500	1.0000	1.3500	21,620,000.0	29,187,000.00	21.2823
				2019	1.0000	1.0000	1.0000	21,674,000.0	21,674,000.00	12.7014
				2020	0.3300	1.0000	0.3300	21,674,000.0	7,152,420.00	2.7895
				2021	0.7200	1.0000	0.7200	21,674,000.0	15,605,280.00	5.7562
				2022	0.2300	1.0000	0.2300	21,674,000.0	4,985,020.00	2.0294
0001640265	GPB Holdings II LP	GPB Hol	nan	2022	nan	nan	nan	nan	nan	nan
0001643615	Montrose Environmental Group Inc	Montros	MEG	2020	31.6100	1.0000	31.6100	24,961,680.0	789,038,704.80	1.7237
				2021	70.7300	1.0000	70.7300	29,491,400.0	2,085,926,722.00	3.4860
				2022	43.0700	1.0000	43.0700	29,711,566.0	1,279,677,147.62	2.2901
0001644378	RMR Group INC	RMR Gro	RMR	2016	20.2800	1.0000	20.2800	15,082,432.0	305,871,720.96	1.4270
				2017	31.7400	1.0000	31.7400	15,164,066.0	481,307,454.84	2.0148
				2018	29.2300	1.0000	29.2300	15,229,957.0	445,171,643.11	1.5507
				2019	24.8300	1.0000	24.8300	15,302,320.0	379,956,605.60	0.9421
				2021	23.9000	1.0000	23.9000	15,485,011.0	370,091,762.90	1.1421
				2022	20.9500	1.0000	20.9500	15,605,741.0	326,940,273.95	0.9144
				2023	21.7300	1.0000	21.7300	15,711,047.0	341,401,051.31	0.9211
				2024	17.5000	1.0000	17.5000	15,845,601.0	277,298,017.50	0.5649
				2025	14.2800	1.0000	14.2800	16,061,399.0	229,356,777.72	0.4436
0001653099	Vigilant Diversified Holdings INC NV	Vigilan	nan	2017	nan	nan	nan	nan	nan	nan
0001653099	Vigilant Diversified Holdings INC NV	Vigilan	nan	2018	nan	nan	nan	nan	nan	nan
0001654672	Pineapple INC	Pineapp	PNPL	2020	0.1100	1.0000	0.1100	87,446,200.0	9,619,082.00	1.5669
0001654672	Pineapple INC	Pineapp	PNPL	2021	0.0100	1.0000	0.0100	89,471,569.0	894,715.69	0.1436
0001657045	NEXT Chemx Corporation	NEXT Ch	CHMX	2018	nan	1.0000	nan	8,620,000.0	nan	nan
				2019	4.0000	1.0000	4.0000	8,952,060.0	35,808,240.00	60.5584
				2020	4.9000	1.0000	4.9000	8,958,989.0	43,899,046.10	354.1245
				2021	9.0200	1.0000	9.0200	27,385,437.0	247,016,641.74	106.1335
				2022	11.0000	1.0000	11.0000	28,058,535.0	308,643,885.00	108.1951
				2023	9.0000	1.0000	9.0000	28,546,834.0	256,921,506.00	71.0171
				2024	3.8600	1.0000	3.8600	28,546,834.0	110,190,779.24	23.4158
0001661600	Sativus TECH CORP	Sativus	SATT	2017	nan	0.1000	nan	2,926,500.0	nan	nan
0001661600	Sativus TECH CORP	Sativus	SATT	2018	35.0000	0.1000	3.5000	16,250,148.0	56,875,518.00	11.7730
0001687542	Freight Technologies Inc	Freight	FRGT	2024	nan	nan	nan	nan	nan	nan
0001693687	Greenlit Ventures INC	Greenli	GLVT	2018	nan	0.0010	nan	6,000,000.0	nan	nan
				2019	nan	0.0010	nan	6,731,667.0	nan	nan
				2020	nan	0.0010	nan	6,731,667.0	nan	nan
0001751143	Atlas Technical Consultants INC	Atlas T	nan	2019	nan	nan	nan	20,250,000.0	nan	nan
				2020	nan	nan	nan	5,838,929.0	nan	nan
				2021	nan	nan	nan	33,616,212.0	nan	nan
0001755058	ATIF Holdings Ltd	ATIF Ho	ZBAI	2023	16.1500	0.0560	0.9000	9,627,452.0	8,664,706.80	2.9027
0001755058	ATIF Holdings Ltd	ATIF Ho	ZBAI	2024	15.4200	0.0560	0.8600	nan	nan	nan
0001777319	CISO Global Inc	CISO Gl	CISO	2019	nan	0.0670	nan	nan	nan	nan
				2020	nan	0.0670	nan	115,034,771.0	nan	nan
				2021	nan	0.0670	nan	117,789,789.0	nan	nan
				2022	41.0200	0.0670	2.7500	146,253,545.0	402,197,248.75	6.0658
				2023	1.3800	0.0670	0.0900	180,176,477.0	16,215,882.93	0.3822
				2024	1.9400	1.0000	1.9400	11,821,866.0	22,934,420.04	0.8817
				2025	0.4400	1.0000	0.4400	44,046,343.0	19,380,390.92	1.1776
0001790625	Agilethought Inc	Agileth	nan	2021	nan	nan	nan	41,970,915.0	nan	nan
0001790625	Agilethought Inc	Agileth	nan	2022	nan	nan	nan	48,243,382.0	nan	nan
0001813603	Hestia Insight Inc	Hestia	HSTA	2021	3.9600	1.0000	3.9600	27,916,200.0	110,548,152.00	93.0295
				2022	0.5300	1.0000	0.5300	27,939,260.0	14,807,807.80	39.6598
				2023	0.2300	1.0000	0.2300	27,939,260.0	6,426,029.80	59.9783
				2024	0.2000	1.0000	0.2000	27,939,260.0	5,587,852.00	8.2603
				2025	0.0400	1.0000	0.0400	27,939,260.0	1,117,570.40	3.3193
0001847590	Bowman Consulting Group Ltd	Bowman	BWMN	2021	21.5000	1.0000	21.5000	11,311,488.0	243,196,992.00	2.4572
				2022	20.8400	1.0000	20.8400	13,518,842.0	281,732,667.28	1.4494
				2023	34.3200	1.0000	34.3200	14,648,595.0	502,739,780.40	1.5655
				2024	24.5900	1.0000	24.5900	17,529,821.0	431,058,298.39	1.1258
				2025	34.3300	1.0000	34.3300	17,373,129.0	596,419,518.57	1.3278
0001877939	Castellum Inc	Castell	CTM	2022	1.1900	1.0000	1.1900	41,539,342.0	49,431,816.98	2.0276
				2023	0.2400	1.0000	0.2400	47,642,427.0	11,434,182.48	0.4798
				2024	0.5900	1.0000	0.5900	56,109,928.0	33,104,857.52	1.1931
				2025	1.0200	1.0000	1.0200	94,612,750.0	96,505,005.00	4.0363

QA: us_consulting 2010-2025

Table of Contents

Ranks across the years

PDF reports

2010

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2011

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2012

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2013

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2014

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2015

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2016

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2017

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2018

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2019

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2020

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2021

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2022

Logs

Diagrams

Calculation Linkbase Overview