Evidence

Search and filter individual claims pulled from the papers. Looking for a specific finding ("what's the effect on wages?"), you're in the right place. Want to compare whole outcome categories against each other instead? Use the Evidence Explorer.

The board below groups claims two ways: by broad theme (nine paper-level topics) and by outcome category (the 34 claim-level outcomes that the Explorer and Syntheses also use).

Browse by theme

Nine broad, paper-level topics. Click one to filter the claims below.

Human-AI Collaboration

Claims by outcome category

Counts by direction of finding. These are the same 34 outcome categories the Explorer compares and the Syntheses are written for. A linked row has a published synthesis.

Outcome	Positive	Negative	Mixed	Null	Total
Other	790	208	103	950	2117
Governance & Regulation	869	411	195	126	1630
Organizational Efficiency	817	202	126	87	1243
Technology Adoption Rate	675	258	128	106	1178
Research Productivity	462	138	64	347	1023
Output Quality	501	193	61	52	807
Decision Quality	346	180	84	51	668
AI Safety & Ethics	235	285	70	34	630
Firm Productivity	452	58	91	20	627
Market Structure	184	171	123	24	507
Task Allocation	221	65	76	34	401
Skill Acquisition	176	62	62	17	317
Innovation Output	207	28	48	18	303
Fiscal & Macroeconomic	135	72	44	26	284
Employment Level	105	56	108	13	284
Consumer Welfare	121	67	45	11	244
Firm Revenue	160	50	28	4	242
Task Completion Time	182	33	10	13	239
Inequality Measures	45	126	50	6	227
Worker Satisfaction	94	73	23	12	202
Error Rate	76	98	11	4	189
Regulatory Compliance	81	73	17	7	178
Automation Exposure	61	59	26	14	163
Training Effectiveness	97	21	14	19	153
Wages & Compensation	78	37	25	6	146
Developer Productivity	105	18	14	6	144
Team Performance	87	17	28	10	143
Job Displacement	12	83	21	1	117
Hiring & Recruitment	52	8	8	3	71
Social Protection	39	17	8	2	66
Creative Output	32	20	8	3	64
Skill Obsolescence	5	49	6	1	61
Labor Share of Income	17	19	17	—	53
Worker Turnover	15	14	—	3	32
Industry	—	—	—	1	1

Skill Acquisition Remove filter

No claims match these filters.