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Evidence and impact

How public evaluation can improve research and decisions

The Unjournal publishes independent expert assessments of research relevant to global priorities. The evaluations and ratings help funders, policymakers, researchers, and other readers understand the evidence and use it in their work.

What public evaluation adds

Each evaluation package sets out expert judgments about a paper's methods, claims, relevance, and uncertainty. Readers can examine the reasoning, ratings, and any author response.

Public assessment

Assess the evidence

Detailed evaluations and ratings help readers assess a paper's strengths, weaknesses, credibility, and relevance.

Research use

Inform decisions and priorities

Funders, policymakers, researchers, and other users may update a view, recommendation, research agenda, or decision.

Research improvement

Improve the research

Feedback and encouragement can lead authors to revise a paper, clarify claims, correct errors, or pursue more useful research.

Longer-run incentives

Build a better research signal

An Unjournal evaluation may carry limited career value at present. Over time, a positive evaluation could become a useful signal alongside journal placement.

Author responses and research updates

We can track formal responses and revised papers because they leave public records. Use by funders, policymakers, researchers, and other readers is harder to track systematically.

The figures below summarize the April 2026 version of our author-response and paper-revision dataset.

Outcome Observed
Evaluation packages tracked 57
Papers manually assessed for updating 22
Clear evidence of substantive updating 5 of 22
Authors stating an intention to update 7 of 22
At least some positive update signal 15 of 22
Formal or informal author responses 19
Formal written author responses 16

Denominators differ. Many records have not yet been coded. "Not yet assessed" should not be interpreted as "no response" or "no revision."

Public examples

These examples have public records that readers can inspect. They show what evaluation contributed in particular cases; they do not tell us The Unjournal's average effect.

Use by a research funder

GiveWell and water-treatment evidence

GiveWell staff publicly described our work on a water-treatment meta-analysis as influential and said they had followed it internally while considering a replication. A research director later confirmed that the evaluation was useful. It found no major failure in the analysis and flagged issues needing attention, including the exclusion of some studies.

Evaluation package · GiveWell's water-quality review · Public discussion

Public assessment and technical correction

Artificial intelligence and economic growth

An evaluator identified an error in a proof supporting a central result. The public record helps research users understand what was wrong and what remains supported. The authors acknowledged the problem and confirmed a corrected proof; the main result was preserved, but the reasoning was corrected and made clearer.

Evaluation package and author response

Public evaluation and disagreement

Happier Lives Institute

Our evaluation and HLI's 20-page response record agreements, disagreements, and methodological questions about its StrongMinds and Friendship Bench cost-effectiveness work. This gives funders and other research users a more informative public record. It does not by itself show a later funding change.

HLI's response · Evaluation package

Open discussion and research improvement

Public science and corporate R&D

Larisa Cioaca described the evaluation as beneficial for both senior and junior coauthors. She said the feedback was comparable to that of leading journals and that it improved the paper. She also emphasized the value of leaving a public record of the discussion, including the concerns raised and the authors' response.

Interview with Larisa Cioaca · Evaluation package

Reported belief and priority changes

Wellbeing Pivotal Questions workshop

Nine participants completed the post-workshop survey, out of roughly 27 attendees. Seven reported improved understanding of practitioner priorities and six reported improved understanding of how academic research could be useful. Several described specific changes in beliefs or research priorities.

The sample is small and selected, and the results are self-reported. The public report includes positive and critical feedback.

Full survey results

Discussion of research evaluation

Open evaluation in the wider research system

Work published by the Center for Global Development, PLOS Biology, and Royal Society Open Science has cited The Unjournal in discussions of research publishing and open evaluation. Asterisk discussed it as a possible model for helping policymakers see how research was assessed and improved over time. These citations place The Unjournal in a wider discussion about separating research evaluation from journal publication.

Asterisk · Center for Global Development · PLOS Biology · Royal Society Open Science

How to read this evidence

We can directly observe evaluations, ratings, author responses, and some paper revisions. We have less complete evidence on who uses them and whether they change funding, policy, or later research.

Our records also include weak and negative feedback. Some authors said an evaluation arrived too late or added little beyond earlier journal reports. Others found some suggestions useful and others beyond the paper's scope. Timing, evaluator fit, and relevance to an active research or decision process seem to matter.

Paper revisions usually reflect several inputs. Workshop surveys are small and self-selected. These records show engagement and specific changes, but they do not give a clean estimate of The Unjournal's overall effect.

We will keep adding public evidence as we get it, including cases where an evaluation had little or no apparent effect.

Data and documentation

We use different pages for different jobs. This page is the short public overview; the links below carry the detail.

  • Working measurement plan Our broader measurement agenda, including reach, author engagement, partner use, decision effects, and case studies.
  • PubPub impact analytics Reads, downloads, and other engagement with published evaluation content. These are reach measures, not outcome measures.
  • Author-response dashboard Underlying classifications, summary statistics, exploratory paper comparison, methods, code, and caveats.
  • Detailed evidence note Plain-language interpretation of author engagement and research updating, with linked case studies.
  • Evaluator guidance on feedback and assessment How feedback to authors, assessment for research users, and the longer-run career value of public evaluation fit together.
  • 2026 author survey Small-sample author feedback on evaluation quality, usefulness, and reported research changes.

Evidence reviewed July 31, 2026. Headline author-response figures are from the April 2026 dataset and should be updated when that dataset changes.

Help us improve the record

If an Unjournal evaluation affected a decision, recommendation, research agenda, or paper, or if a claim on this page needs correction, please contact contact@unjournal.org.