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Last Published July 07, 2026 06:16 PM July 16, 2026 04:42 AM
Randomization Method Randomization will be implemented electronically through variables embedded in the survey software. Each evaluator will complete eight evaluations. Assignment will be balanced such that each evaluator sees four workers in the treatment condition and four workers in the control condition. Assignment will also be balanced across task types, with each evaluator evaluating four workers who completed the Raven-style task and four workers who completed the writing task. Worker profiles will be stratified into low-, middle-, and high-performance groups based on objective task performance. Worker profiles will then be assigned such that approximately one-third of all evaluations involve workers from each performance group. Treatment assignment will be randomized within task and performance strata. Randomization will be implemented electronically through variables embedded in the survey software. Each evaluator will complete eight evaluations. Assignment will be balanced such that each evaluator sees four workers in the treatment condition and four workers in the control condition. Assignment will also be balanced across task types, with each evaluator evaluating four workers who completed the Raven-style task and four workers who completed the writing task.
Secondary Outcomes (Explanation) Perception towards the qualities of the worker will be a set of questions that ask about qualities other than impression on direct performance Positivity is rated by GPT API and then normalised within each task.
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