We propose a regression-based approach to estimate how individuals’ expectations influence their responses to a counterfactual change. We provide conditions under which average partial effects based on regression estimates recover structural effects. We propose a practical three-step estimation method that relies on subjective beliefs data. We illustrate our approach in a model of consumption and saving, focusing on the impact of an income tax that not only changes current income but also affects beliefs about future income. Applying our approach to Italian survey data, we find that individuals’ beliefs matter for evaluating the impact of tax policies on consumption decisions.

More on this topic

BFI Working Paper·Dec 18, 2025

The Incidence of Tariffs: Rates and Reality

Gita Gopinath and Brent Neiman
Topics: Tax & Budget
BFI Working Paper·Dec 8, 2025

California’s Firearm Excise Tax is Almost Fully Passed on to Consumers

Sara Drango, Sarah Moshary, and Brad Shapiro
Topics: Tax & Budget
BFI Working Paper·May 13, 2025

Saved by Medicaid: New Evidence on Health Insurance and Mortality from the Universe of Low-Income Adults

Angela Wyse and Bruce Meyer
Topics: Health care, Tax & Budget