Best practices for differentiated products demand estimation with pyblp

C Conlon, J Gortmaker - The RAND Journal of Economics, 2020 - Wiley Online Library
Differentiated products demand systems are a workhorse for understanding the price effects
of mergers, the value of new goods, and the contribution of products to seller networks …

Inverse optimization: Theory and applications

TCY Chan, R Mahmood, IY Zhu - Operations Research, 2023 - pubsonline.informs.org
Inverse optimization describes a process that is the “reverse” of traditional mathematical
optimization. Unlike traditional optimization, which seeks to compute optimal decisions given …

On the geography of global value chains

P Antràs, A De Gortari - Econometrica, 2020 - Wiley Online Library
This paper develops a multi‐stage general‐equilibrium model of global value chains (GVCs)
and studies the specialization of countries within GVCs in a world with barriers to …

Reinforcement learning in economics and finance

A Charpentier, R Elie, C Remlinger - Computational Economics, 2021 - Springer
Reinforcement learning algorithms describe how an agent can learn an optimal action policy
in a sequential decision process, through repeated experience. In a given environment, the …

Trade wars and trade talks with data

R Ossa - American Economic Review, 2014 - aeaweb.org
How large are optimal tariffs? What tariffs would prevail in a worldwide trade war? How
costly would a breakdown of international trade policy cooperation be? And what is the …

Discretizing unobserved heterogeneity

S Bonhomme, T Lamadon, E Manresa - Econometrica, 2022 - Wiley Online Library
We study discrete panel data methods where unobserved heterogeneity is revealed in a first
step, in environments where population heterogeneity is not discrete. We focus on two‐step …

Conditional choice probability estimation of dynamic discrete choice models with unobserved heterogeneity

P Arcidiacono, RA Miller - Econometrica, 2011 - Wiley Online Library
We adapt the expectation–maximization algorithm to incorporate unobserved heterogeneity
into conditional choice probability (CCP) estimators of dynamic discrete choice problems …

Improving the numerical performance of static and dynamic aggregate discrete choice random coefficients demand estimation

JP Dubé, JT Fox, CL Su - Econometrica, 2012 - Wiley Online Library
The widely used estimator of Berry, Levinsohn, and Pakes (1995) produces estimates of
consumer preferences from a discrete‐choice demand model with random coefficients …

Global production with export platforms

F Tintelnot - The Quarterly Journal of Economics, 2017 - academic.oup.com
Most international commerce is carried out by multinational firms, which use their foreign
affiliates both to serve the market of the host country and to export to other markets outside …

Dynamics of consumer demand for new durable goods

G Gowrisankaran, M Rysman - Journal of political Economy, 2012 - journals.uchicago.edu
Most new consumer durable goods experience rapid prices declines and quality
improvements, suggesting the importance of modeling dynamics. This paper specifies a …