most citedGood Controls Gone Bad: Difference-in-Differences with Covariates

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econ.GN2026

Representation Risk in Pretrained Image Encoders

Ardyn Nordstrom, Morgan Nordstrom, Vamuyan Sesay +1

Applied researchers increasingly convert images into features with pretrained encoders, then use those features in a downstream prediction model. The encoder is often treated as an…

econ.GN2024★ 1 cited

Using Images as Covariates: Measuring Curb Appeal with Deep Learning

Ardyn Nordstrom, Morgan Nordstrom, Matthew D. Webb

This paper details an innovative methodology to integrate image data into traditional econometric models. Motivated by forecasting sales prices for residential real estate, we harn…