Evidence (4004 claims)

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	870	233	116	1066	2363
Governance & Regulation	976	451	218	133	1809
Organizational Efficiency	949	224	144	88	1416
Technology Adoption Rate	764	287	141	122	1325
Research Productivity	501	152	74	362	1101
Output Quality	542	216	69	69	896
Decision Quality	387	198	94	54	740
Firm Productivity	513	67	101	27	714
AI Safety & Ethics	249	303	73	36	667
Market Structure	190	192	134	27	548
Task Allocation	243	77	91	36	452
Innovation Output	291	33	55	20	401
Skill Acquisition	206	72	65	21	364
Employment Level	133	63	115	22	335
Fiscal & Macroeconomic	153	79	52	32	323
Task Completion Time	206	37	12	15	272
Firm Revenue	179	52	29	5	266
Consumer Welfare	130	76	47	13	266
Inequality Measures	48	137	51	6	242
Worker Satisfaction	101	81	25	13	220
Error Rate	84	110	11	5	210
Wages & Compensation	98	47	30	10	185
Regulatory Compliance	88	73	17	7	185
Automation Exposure	66	64	33	16	182
Team Performance	105	29	30	11	176
Training Effectiveness	109	22	14	21	168
Developer Productivity	114	21	14	8	158
Job Displacement	12	90	24	1	127
Hiring & Recruitment	57	9	9	5	80
Skill Obsolescence	6	56	9	1	72
Social Protection	43	17	8	2	70
Creative Output	35	21	9	4	70
Labor Share of Income	18	21	17	1	57
Worker Turnover	15	16	—	4	35
Industry	—	—	—	1	1

Labor Markets Remove filter

Research gaps include the need for causal evaluations (RCTs or quasi-experiments) of bundled interventions (training + placement + income support), cross-country comparisons of informality's moderating role, and better data on platform employment dynamics.

Identified research agenda and priorities summarized from the literature review and gap analysis in the paper; recommendation rather than empirical finding.

speculative positive Who Loses to Automation? AI-Driven Labour Displacement and t... evidence on effectiveness of bundled interventions and cross-country moderation ...

Empirical work on automation should distinguish task vs job displacement, measure platform algorithmic effects on labour demand, and quantify fallback employment options available to displaced informal workers.

Methodological recommendation based on gaps identified in the reviewed literature and limitations of existing studies; no new data collection presented.

speculative positive Who Loses to Automation? AI-Driven Labour Displacement and t... quality of empirical measurement (ability to isolate task vs job displacement an...

Policy responses should go beyond reskilling to include mechanisms addressing informality and job quality (e.g., portable benefits, minimum standards for platforms, guaranteed work or public employment schemes, wage floors, and training linked to placement).

Policy recommendation synthesized from literature on platform labour, social protection, and training program design; normative prescription rather than empirically validated intervention within this paper.

speculative positive Who Loses to Automation? AI-Driven Labour Displacement and t... worker welfare and employment security under combined policy interventions

Unchecked shifts toward K_T-dominated production can amplify political risks (rising inequality, fiscal strain) that may fuel populism, protectionism, and demands for renegotiated social contracts.

Theoretical political‑economy discussion supported by historical analogies and model scenarios linking fiscal stress and distributional change to political-instability risks; qualitative case evidence.

speculative positive The Macroeconomic Transition of Technological Capital in the... political risk indicators (populist support, policy volatility) — discussed qual...

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