Evidence

Evidence Matrix

Claim counts by outcome category and direction of finding.

Outcome	Positive	Negative	Mixed	Null	Total
Other	675	179	82	794	1771
Governance & Regulation	700	347	171	103	1344
Organizational Efficiency	674	162	110	71	1026
Technology Adoption Rate	543	202	107	83	943
Research Productivity	364	113	51	325	863
Output Quality	422	151	49	44	666
Decision Quality	293	158	70	37	565
Firm Productivity	402	49	85	18	560
AI Safety & Ethics	197	250	62	32	545
Market Structure	164	156	114	22	461
Task Allocation	166	51	59	28	309
Innovation Output	191	25	40	18	275
Skill Acquisition	141	54	52	15	262
Fiscal & Macroeconomic	124	65	40	23	259
Employment Level	94	48	99	13	256
Consumer Welfare	107	54	40	11	212
Firm Revenue	139	43	26	3	211
Inequality Measures	39	107	42	6	194
Task Completion Time	141	22	6	6	175
Worker Satisfaction	79	57	16	12	164
Error Rate	65	85	9	1	160
Regulatory Compliance	70	66	14	3	153
Training Effectiveness	86	16	13	18	135
Wages & Compensation	71	27	22	6	126
Automation Exposure	43	48	20	11	125
Team Performance	74	16	22	9	122
Developer Productivity	82	15	14	5	117
Job Displacement	12	75	19	1	107
Hiring & Recruitment	49	7	8	3	67
Creative Output	27	16	6	2	52
Social Protection	27	14	8	2	51
Skill Obsolescence	5	39	5	1	50
Labor Share of Income	12	15	12	—	39
Worker Turnover	11	12	—	3	26
Industry	—	—	—	1	1

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