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Transparency challenges in policy evaluation with causal machine learning: improving usability and accountability

Causal machine learning tools are beginning to see use in real-world policy evaluation tasks to flexibly estimate treatment effects. One issue with these methods is that the machine learning models used are generally black boxes, that is, there is no globally interpretable way to understand how a mo...

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Detaylı Bibliyografya
Asıl Yazarlar: Patrick Rehill, Nicholas Biddle
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: Cambridge University Press 2024-01-01
Seri Bilgileri:Data & Policy
Konular:
Online Erişim:https://www.cambridge.org/core/product/identifier/S263232492400035X/type/journal_article
Etiketler: Etiketle
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