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Reference table

Bias in grading and anonymous marking: the evidence

Four studies, from controlled experiments to a twelve-year field record

Table of four studies on bias in grading and anonymous marking, with each study's design and main finding.
Experiments show bias exists, but field studies find that anonymity alone changes little. Source: Malouff and Thorsteinsson 2016, Malouff et al. 2013, Hinton and Higson 2017, Pitt and Winstone 2018

A summary of four peer-reviewed studies on bias in grading. Experiments show that graders who know irrelevant information about a student, or have seen their earlier work, can mark identical work differently. A twelve-year UK field study found anonymous marking did little to reduce group gaps, and students did not rate it as fairer. Useful for assessment policy reviews and for writing course evaluation questions on marking fairness.

What's in this reference table

StudyDesignMain finding
Malouff and Thorsteinsson 2016Meta-analysis of 20 grading experiments, 1,935 gradersIrrelevant information about students biased grades, g = 0.36
Malouff, Emmerton and Schutte 2013Graders saw a poor or good presentation, then marked written workThe earlier impression carried over to the written work
Hinton and Higson 2017About 30,000 marks over 12 years at one UK universityAnonymous marking had a negligible effect on group gaps
Pitt and Winstone 2018First-year students marked with and without anonymityNot seen as fairer, and may weaken dialogue around feedback

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