The augmented synthetic control method

E Ben-Michael, A Feller, J Rothstein - Journal of the American …, 2021 - Taylor & Francis
The synthetic control method (SCM) is a popular approach for estimating the impact of a
treatment on a single unit in panel data settings. The “synthetic control” is a weighted …

Consumer-lending discrimination in the FinTech era

R Bartlett, A Morse, R Stanton, N Wallace - Journal of Financial Economics, 2022 - Elsevier
US fair-lending law prohibits lenders from making credit determinations that disparately
affect minority borrowers if those determinations are based on characteristics unrelated to …

A practical guide to counterfactual estimators for causal inference with time‐series cross‐sectional data

L Liu, Y Wang, Y Xu - American Journal of Political Science, 2024 - Wiley Online Library
This paper introduces a simple framework of counterfactual estimation for causal inference
with time‐series cross‐sectional data, in which we estimate the average treatment effect on …

Do parents value school effectiveness?

A Abdulkadiroğlu, PA Pathak, J Schellenberg… - American Economic …, 2020 - aeaweb.org
School choice may lead to improvements in school productivity if parents' choices reward
effective schools and punish ineffective ones. This mechanism requires parents to choose …

Democracy does cause growth

D Acemoglu, S Naidu, P Restrepo… - Journal of political …, 2019 - journals.uchicago.edu
We provide evidence that democracy has a positive effect on GDP per capita. Our dynamic
panel strategy controls for country fixed effects and the rich dynamics of GDP, which …

Evaluating public programs with close substitutes: The case of Head Start

P Kline, CR Walters - The Quarterly Journal of Economics, 2016 - academic.oup.com
We use data from the Head Start Impact Study (HSIS) to evaluate the cost-effectiveness of
Head Start, the largest early childhood education program in the United States. Head Start …

The fiscal cost of hurricanes: Disaster aid versus social insurance

T Deryugina - American Economic Journal: Economic Policy, 2017 - aeaweb.org
Little is known about the fiscal costs of natural disasters, especially regarding social safety
nets that do not specifically target extreme weather events. This paper shows that US …

Local economic development, agglomeration economies, and the big push: 100 years of evidence from the Tennessee Valley Authority

P Kline, E Moretti - The Quarterly journal of economics, 2014 - academic.oup.com
We study the long-run effects of one of the most ambitious regional development programs
in US history: the Tennessee Valley Authority (TVA). Using as controls authorities that were …

Decomposition methods in economics

N Fortin, T Lemieux, S Firpo - Handbook of labor economics, 2011 - Elsevier
This chapter provides a comprehensive overview of decomposition methods that have been
developed since the seminal work of Oaxaca and Blinder in the early 1970s. These methods …

Agnostic notes on regression adjustments to experimental data: Reexamining Freedman's critique

W Lin - 2013 - projecteuclid.org
Agnostic notes on regression adjustments to experimental data: Reexamining Freedman's
critique Page 1 The Annals of Applied Statistics 2013, Vol. 7, No. 1, 295–318 DOI: 10.1214/12-AOAS583 …