Rovemark Research

Sources and documentation

Research Library

Consult the studies we use, identify the edition of each reference and download the data and protocols of our projects.

Updated library in 15/10/2026

Selected references, own documents and supporting files. It is not an exhaustive systematic review or independent certification. The conference date records the editorial review of the reference and its identification in this library. It does not indicate new empirical collection or updating of the original study.

19 references in the selection

External study

Generative AI and Jobs: A Refined Global Index of Occupational Exposure

ILO / ILO · Working Paper 140 · 2025

Reference used in the dossier on AI, work and rent. The design and population of each study limit the comparison between their results.

Publication: 2025-05-20
Editorial check: 15/10/2026
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Search Portal

Understanding the macroeconomic effects of artificial intelligence

OECD / OECD · Edition identified in source

Reference used in the dossier on AI, work and rent. The design and population of each study limit the comparison between their results.

Publication: Continuous update page
Editorial check: 15/10/2026
Consult document
Search Portal

Unconditional Cash Study

OpenResearch · Edition identified in source

Reference used in the dossier on AI, work and rent. The design and population of each study limit the comparison between their results.

Publication: Continuous update page
Editorial check: 15/10/2026
Consult document
External study

The Employment Effects of a Guaranteed Income: Experimental Evidence from Two U.S. States · Working Paper 32719 (2024; revised August 2026)

Vivalt, Rhodes, Bartik, Broockman, Krause & Miller / NBER · Working Paper 32719 · revision August/2026

Reference used in the dossier on AI, work and rent. The design and population of each study limit the comparison between their results.

Publication: 2024
Editorial check: 15/10/2026
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External study

Generative AI and jobs: The 2025 update

ILO / ILO · Research Brief · 2025

Reference used in the dossier on AI, work and rent. The design and population of each study limit the comparison between their results.

Publication: 2025-05-20
Editorial check: 15/10/2026
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Peer Reviewed Article

Generative AI at Work · The Quarterly Journal of Economics 140(2), 889–942 (2025). DOI: 10.1093/qje/qjae044. Peer-reviewed article.

Brynjolfsson, Li & Raymond / QJE · QJE 140(2) · 2025

Reference used in the dossier on AI, work and rent. The design and population of each study limit the comparison between their results.

Publication: 2025
Editorial check: 15/10/2026
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External study

Measuring the Impact of Early-2025 AI on Experienced Open Source Developer Productivity (10 July 2025). Randomized study, developers 16 / tasks 246.

Becker, Rush, Barnes & Rein / METR · Experiment published in July/2025

Reference used in the dossier on AI, work and rent. The design and population of each study limit the comparison between their results.

Publication: 2025-07-10
Editorial check: 15/10/2026
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Methodological note

We are changing our Developer Productivity Experiment Project (24 February 2026). Selection limitations and original 95% confidence interval.

METR/2026 update · February Note/2026

Reference used in the dossier on AI, work and rent. The design and population of each study limit the comparison between their results.

Publication: 2026-02-24
Editorial check: 15/10/2026
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Public Policy Document

Exploring Universal Basic Income: A Guide to Navigating Concepts, Evidence, and Practices (2020). Policy guide.

World Bank / World Bank · 2020 Guide

Reference used in the dossier on AI, work and rent. The design and population of each study limit the comparison between their results.

Publication: 2020
Editorial check: 15/10/2026
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Public Policy Document

Basic income as a policy option: Can it add up? (25 May 2017). Policy brief. DOI: 10.1787/77d7fe00-en.

OECD / OECD · Policy brief · 2017

Reference used in the dossier on AI, work and rent. The design and population of each study limit the comparison between their results.

Publication: 2017-05-25
Editorial check: 15/10/2026
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External study

Results of the basic income experiment: small employment effects, better perceived economic security and mental wellbeing (6 May 2020). Official evaluation summary.

Kela / Finnish Government · Official review · 2020

Reference used in the dossier on AI, work and rent. The design and population of each study limit the comparison between their results.

Publication: 2020-05-06
Editorial check: 15/10/2026
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Working paper

Disruption without dividend?

ILO/ILO · WP 166 · 17/03/2026

Analyzes how digital infrastructure and differences in tasks change the interpretation of AI exposure across countries.

Publication: 2026-03-17
Editorial check: 15/10/2026
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Author details

Task and occupation base ISCO-08

Paweł Gmyrek and co-authors · ce5fc25 Review 12/10/2026

Explorer source: 427 occupations and 3,265 tasks. selection identified by review and hash, licensed under CC BY 4.0.

Publication: 2025
Editorial check: 15/10/2026
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Technical documentation

Catalog and announced prices of models

OpenRouter · Snapshot of 15/10/2026

Public model and price metadata in USD. The effective cost of an execution depends on consumption and the provider used.

Publication: Continuous update page
Editorial check: 15/10/2026
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Technical documentation

Provider routing

OpenRouter · 15/10/2026 Query

Documents provider selection, fallback blocking, and price limits used in the technical protocol.

Publication: Continuous update page
Editorial check: 15/10/2026
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Editorial analysis

If the AI does the work, who gets the income?

Rovemark Research · Edition 2.0 · 15/10/2026

Review of external evidence, with interactive figures, FAQ and income simulation. It does not present its own experiment with companies.

Publication: 2026-10-15
Editorial check: 15/10/2026
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Tool and derived data

Exposure to AI by occupation

Rovemark Research · Version 1.0.0 · 15/10/2026

Search, comparison and export. Maintains the divergence between the report annex and the tasks of the identified occupation 7126.

Publication: 2026-10-15
Editorial check: 15/10/2026
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Technical benchmark

How much does a correct answer cost?

Rovemark Research · RVMR-B01 · 1.0.1 protocol

288 real calls in 24 synthetic tasks: 285 approvals by the JSON criterion. Three format rejections, with correct calculations in subsequent review. Costs reported by API; external individual conciliation pending.

Publication: 2026-10-15
Editorial check: 15/10/2026
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Protocol with companies

Does AI save companies time?

Rovemark Research · RVMR-001 · version 2.0.0 · USD

Registration open. It involves measuring time, quality and cost per approved delivery. There are no participant results yet.

Publication: 2026-10-15
Editorial check: 15/10/2026
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Files and playback

Each base has its version, origin and limitations. The code only uses public data or synthetic tasks.

Rover internal review

In 15/10/2026, 100 of 100 questions retrieved the expected font in the limited context used by the product. There were 70 questions about the platform and 30 about Research, without external inference calls.

This assessment measures font retrieval. It does not measure the correctness of generated responses, execution of integrations or security of all flows. The cases were written by the team themselves and used to correct the search; do not constitute an independent validation sample.

The review corrected the excessive influence of common words in search and an old guidance about no logins. Questions, expected references, and retrieved sources are in the report for inspection.

Revision log

  • USD and complete editions in the 12 languages

    Research uses USD in the new scenarios, costs and collections. The v2 collection protocol keeps previous records in BRL separate. Full article, graphics, tools and navigation have been located. No new inference calls were made.

  • Origin of data and use of public sources

    Public pricing of OpenRouter separate from synthetic test and proposed study with companies. Method prioritizes existing sources and own tests for specific questions. This review did not perform new inference calls.

  • Publication of the model comparison

    288 call results, complete responses, filters, exportable figure and execution files. The 1.0.1 protocol registered parameters that were unavailable before calls. The original notes were preserved after reviewing the three format rejections.

  • Library and reproducible bases

    Inclusion of ILO WP 166, model catalogue, technical protocol and ISCO-08 explorer with source difference identification in code 7126.

  • Review of protocol with companies

    Text revised for clarity. Registration remains open; no participant results were added.

Found an error? Enter the document, version and excerpt viaRovemark contact. Accepted corrections will be described in this record.