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<div class="d-title">
<h1>Gender and Other Potential Biases in Peer Review: Analysis of 38,250 External Peer Review Reports</h1>
<p>Data Analysis Notebook</p>
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<div class="d-byline">
Martins, Heyard et al
<br/>2019-09-16
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<h2 id="synopsis">Synopsis</h2>
<p>This notebook provides additional material to a <a href="https://peerj.com/preprints/27587/">preprint</a> of a manuscript and a <a href="https://peerreviewcongress.org/prc17-0280">conference abstract</a> presented at the <a href="https://peerreviewcongress.org">5th International Congress on Peer Review and Scientific Publication</a>.</p>
<h2 id="data">Data</h2>
<p>We analyzed review scores provided by external reviewers evaluating the overall quality of grant applications submitted to SNSF project funding between 2009 and 2016. Our goal is to investigate possible scoring biases by exploring how scores distribute under different conditions. We explored differences in score distributions according to the origin of the review (Switzerland/international), the gender of the applicant and of the reviewer (male/female), and the source of nomination of the reviewer (applicant/SNSF).</p>
<p>The dataset contains 38’250 reviews of 12’294 unique grant applications submitted by 5’832 unique applicants and evaluated by 26’829 unique external reviewers between 2009 and 2016. The average number of reviews per grant application was 3.11, applicants submitted an average of 2.11 grant applications and reviewers reviewed an average of 1.42 applications. The review scores (<code>overall_score</code>) consist of the following six-level rating scale: <em>poor</em> (1), <em>fair</em> (2) <em>average</em> (3), <em>good</em> (4), <em>excellent</em> (5), and <em>outstanding</em> (6). The following table gives characteristics of the applicants on the date of their first submission of a project grant proposal (Table 1 of the manuscript). Figure <a href="#fig:ratio-plot">1</a> shows how the amount of female applicants increased over time compared to male applicants. It also shows the average ratio of female external reviewers per project. This last ratio depends however strongly on the research topic (see Figure <a href="#fig:ratio-per-topic">2</a>).</p>
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Female applicants
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Male applicants
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