are three better than one? an agent-based model of referee ...flaminio claudio gandelli of...

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Are three better than one? An agent-based model of referee behaviour in peer review Federico Bianchi & Flaminio Squazzoni* * Department of Economics and Management, University of Brescia, Italy web: www.eco.unibs.it/gecs

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Page 1: Are three better than one? An agent-based model of referee ...Flaminio Claudio Gandelli Of 2S'22 ARTICLE 24 201 1 in 19 Age ABSTRACT This Daxr investigates the impxt of referee reliability

Are three better than one? An agent-based model of referee behaviour in peer review

Federico Bianchi & Flaminio Squazzoni* * Department of Economics and Management, University of Brescia, Italy

web: www.eco.unibs.it/gecs

Page 2: Are three better than one? An agent-based model of referee ...Flaminio Claudio Gandelli Of 2S'22 ARTICLE 24 201 1 in 19 Age ABSTRACT This Daxr investigates the impxt of referee reliability

Peer review under the spotlight

Page 3: Are three better than one? An agent-based model of referee ...Flaminio Claudio Gandelli Of 2S'22 ARTICLE 24 201 1 in 19 Age ABSTRACT This Daxr investigates the impxt of referee reliability

The Model

A population of N agents (authors & referees) Resources, productivity and quality Publish or perish Selection

Page 4: Are three better than one? An agent-based model of referee ...Flaminio Claudio Gandelli Of 2S'22 ARTICLE 24 201 1 in 19 Age ABSTRACT This Daxr investigates the impxt of referee reliability

Scenarios and parameters

Fair, random, vs. strategic referees Degree of unreliability Bias excursion 1, 2, and 3 referees

Page 5: Are three better than one? An agent-based model of referee ...Flaminio Claudio Gandelli Of 2S'22 ARTICLE 24 201 1 in 19 Age ABSTRACT This Daxr investigates the impxt of referee reliability

Results

Pure randomness is not the worst case: when referee reliability depended on previous success/failure of scientists as authors, evaluation bias was 43.32 with one referee, 35.20 with two and 25.74 with three

Page 6: Are three better than one? An agent-based model of referee ...Flaminio Claudio Gandelli Of 2S'22 ARTICLE 24 201 1 in 19 Age ABSTRACT This Daxr investigates the impxt of referee reliability

Results

Page 7: Are three better than one? An agent-based model of referee ...Flaminio Claudio Gandelli Of 2S'22 ARTICLE 24 201 1 in 19 Age ABSTRACT This Daxr investigates the impxt of referee reliability

Trade-off

Page 8: Are three better than one? An agent-based model of referee ...Flaminio Claudio Gandelli Of 2S'22 ARTICLE 24 201 1 in 19 Age ABSTRACT This Daxr investigates the impxt of referee reliability

Conclusions

The “luck of the reviewer draw” is not the worst case scenario Even minimal strategic behavior by reviewers might have significant implications for the quality

of publications (e.g., Thurner and Hanel 2011) The quality of peer review comes at a serious cost, i.e., a resource drain from researching to

reviewing, which could even achieve abnormal, unsustainable levels The higher the bias, the more equal is the resource allocation (Squazzoni and Gandelli 2012) Next developments Mapping reviewer behavior (strategy detection) Problems on tracing strategic behavior (across journals?)

Page 9: Are three better than one? An agent-based model of referee ...Flaminio Claudio Gandelli Of 2S'22 ARTICLE 24 201 1 in 19 Age ABSTRACT This Daxr investigates the impxt of referee reliability

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