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How Using Machine Learning Classification as a Variable in Regression Leads to Attenuation Bias and What to Do About It

Social scientists have increasingly been applying machine learning algorithms to "big data" to measure theoretical concepts they cannot easily measure before, and then been using these machine-predicted variables in a regression.

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