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- W4211225323 abstract "An increasing number of decisions are guided by machine learning algorithms. In many settings, from consumer credit to criminal justice, those decisions are made by applying an estimator to data on an individual's observed behavior. But when consequential decisions are encoded in rules, individuals may strategically alter their behavior to achieve desired outcomes. This paper develops a new class of estimator that is stable under manipulation, even when the decision rule is fully transparent. We explicitly model the costs of manipulating different behaviors, and identify decision rules that are stable in equilibrium. Through a large field experiment in Kenya, we show that decision rules estimated with our strategy-robust method outperform those based on standard supervised learning approaches." @default.
- W4211225323 created "2022-02-13" @default.
- W4211225323 creator A5054622320 @default.
- W4211225323 date "2019-08-30" @default.
- W4211225323 modified "2023-09-30" @default.
- W4211225323 title "Manipulation-Proof Machine Learning" @default.
- W4211225323 doi "https://doi.org/10.1257/rct.4649" @default.
- W4211225323 hasPublicationYear "2019" @default.
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