Choice Models & Dynamic Choice

Model how people make decisions among alternatives • 52 papers

10 subtopics

Discrete Choice (Logit, Mixed Logit)

Model choices among discrete alternatives

1974 13967 cited

Conditional Logit Analysis of Qualitative Choice Behavior

Daniel McFadden

Foundational paper deriving multinomial logit from random utility maximization; established modern discrete choice.

1995 4952 cited

Automobile Prices in Market Equilibrium

Steven Berry, James Levinsohn, Ariel Pakes

Random coefficients demand with market-level data; workhorse for IO and empirical demand.

2000 3943 cited

Mixed MNL Models for Discrete Response

Daniel McFadden, Kenneth Train

Proves mixed logit approximates any random utility model; establishes simulation-based estimation.

2009

Discrete Choice Methods with Simulation (2nd ed.)

Kenneth Train

The definitive textbook covering logit variants and simulation methods; essential practitioner reference.

2007 1250 cited

Valuing New Goods in a Model with Complementarity: Online Newspapers

Matthew Gentzkow

Mixed logit applied to digital products; estimates substitution between print and online news with cannibalization implications.

2010 1850 cited

What Drives Media Slant? Evidence from U.S. Daily Newspapers

Matthew Gentzkow, Jesse M. Shapiro

Discrete choice demand model incorporating ideological content; demonstrates how consumer preferences drive product differentiation in information markets.

Consideration Sets & Attention

Account for limited attention in choices

1990 1024 cited

An Evaluation Cost Model of Consideration Sets

John R. Hauser, Birger Wernerfelt

Foundational model of consideration set formation as cost-benefit tradeoff.

2008 393 cited

Limited Information and Advertising in the U.S. Personal Computer Industry

Michelle Sovinsky Goeree

Embeds limited information into BLP-style demand; shows advertising affects consideration sets.

2012 300 cited

Revealed Attention

Yusufcan Masatlioglu, Daisuke Nakajima, Erkut Y. Ozbay

Axiomatic foundation for choice with limited attention; introduces 'attention filters'.

2006 598 cited

Costly Information Acquisition: Experimental Analysis of a Boundedly Rational Model

Xavier Gabaix, David Laibson, Guillermo Moloche, Stephen Weinberg

Experimental evidence on directed cognition and bounded rationality in search.

2018 420 cited

The Power of Rankings: Quantifying the Effect of Rankings on Online Consumer Search and Purchase Decisions

Raluca M. Ursu

Uses Expedia field experiment to causally identify position effects; shows rankings affect search behavior but not purchase conditional on search.

2014 380 cited

Quantifying Search and Switching Costs in the U.S. Auto Insurance Industry

Elisabeth Honka

Develops integrated model of simultaneous search and switching costs using consideration set data; methodological template for separating search from switching frictions.

2004 980 cited

Product Differentiation, Search Costs, and Competition in the Mutual Fund Industry: A Case Study of S&P 500 Index Funds

Ali Hortaçsu, Chad Syverson

Models search frictions for financially homogeneous products; explains fund proliferation and fee dispersion via information costs.

Dynamic Discrete Choice

Model choices that unfold over time

1987 1756 cited

Optimal Replacement of GMC Bus Engines

John Rust

Introduces NFXP algorithm for dynamic discrete choice; establishes the structural framework.

1993 1031 cited

Conditional Choice Probabilities and the Estimation of Dynamic Models

V. Joseph Hotz, Robert A. Miller

CCP estimation recovering value functions without solving the full DP problem.

1994 303 cited

Structural Estimation of Markov Decision Processes

John Rust

Comprehensive survey of dynamic discrete choice methods and computational issues.

2011 390 cited

Conditional Choice Probability Estimation with Unobserved Heterogeneity

Peter Arcidiacono, Robert A. Miller

Extends CCP to unobserved heterogeneity; introduces 'finite dependence' for tractability.

2012 580 cited

Dynamics of Consumer Demand for New Durable Goods

Gautam Gowrisankaran, Marc Rysman

DDC with forward-looking consumers, heterogeneity, and repeat purchases; estimated on digital camcorder data—template for tech durable goods.

2007 420 cited

Intertemporal Price Discrimination with Forward-Looking Consumers: Application to the US Market for Console Video-Games

Harikesh Nair

Dynamic pricing with strategic consumers anticipating price declines; Markov-perfect equilibrium applied to video game consoles.

Intertemporal Substitution

Understand timing of purchases and stockpiling

2006 160 cited

Measuring the Implications of Sales and Consumer Inventory Behavior

Igal Hendel, Aviv Nevo

Structural model showing static demand estimates overstate own-price elasticities by 30% due to stockpiling.

2013

Intertemporal Price Discrimination in Storable Goods Markets

Igal Hendel, Aviv Nevo

Models optimal pricing when consumers stockpile; sales capture 25-30% of price discrimination profits.

2003 60 cited

Brand and Quantity Choice Dynamics Under Price Uncertainty

Tulin Erdem, Susumu Imai, Michael P. Keane

Dynamic structural model with Bayesian learning and forward-looking stockpiling behavior.

2016 280 cited

Binge Watching and Advertising

David A. Schweidel, Wendy W. Moe

Models streaming video consumption dynamics—session continuation, series switching, and inter-session timing; first rigorous treatment of binge-watching economics using Hulu data.

Choice Architecture & Nudges

Design choice environments that guide behavior

2008 11808 cited

Nudge: Improving Decisions About Health, Wealth, and Happiness

Richard H. Thaler, Cass R. Sunstein

Foundational book introducing 'libertarian paternalism' and choice architecture.

2001 2703 cited

The Power of Suggestion: Inertia in 401(k) Participation and Savings Behavior

Brigitte C. Madrian, Dennis F. Shea

Auto-enrollment increases 401(k) participation from 49% to 86%; canonical default effects evidence.

2004 1849 cited

Save More Tomorrow: Using Behavioral Economics to Increase Employee Saving

Richard H. Thaler, Shlomo Benartzi

Commitment device increasing savings from 3.5% to 13.6% in 40 months.

2009 663 cited

Optimal Defaults and Active Decisions

Gabriel D. Carroll, James J. Choi, David Laibson, Brigitte C. Madrian, Andrew Metrick

Theoretical framework for optimal default design under heterogeneous preferences.

2003 51 cited

Do Defaults Save Lives?

Eric J. Johnson, Daniel Goldstein

Organ donation rates dramatically higher in opt-out countries; demonstrates default power beyond savings.

2020 1850 cited

The Welfare Effects of Social Media

Hunt Allcott, Luca Braghieri, Sarah Eichmeyer, Matthew Gentzkow

Large-scale RCT deactivating Facebook; finds deactivation increases well-being and reduces news consumption—questions platform welfare measurement.

2022 420 cited

Digital Addiction

Hunt Allcott, Matthew Gentzkow, Lena Song

Economic model of digital addiction with habit formation and self-control; estimates 31% of social media use attributable to self-control problems.

2011 1250 cited

Privacy Regulation and Online Advertising

Avi Goldfarb, Catherine E. Tucker

Studies EU privacy directive's effects; shows opt-in defaults reduced ad effectiveness by 65%—demonstrates default effects in digital advertising markets.

Search & Sequential Choice

Model how consumers search through products

1979 2800 cited

Optimal Search for the Best Alternative

Martin L. Weitzman

The 'Pandora's Box' paper introducing reservation value rule for optimal sequential search—theoretical foundation for all empirical search models.

2006 580 cited

Using Price Distributions to Estimate Search Costs

Han Hong, Matthew Shum

Develops methodology to estimate search cost distributions from equilibrium price data alone; identification from search model restrictions.

2012 520 cited

Testing Models of Consumer Search Using Data on Web Browsing and Purchasing Behavior

Babi̇r De Los Santos, Ali Hortaçsu, Matthijs R. Wildenbeest

Uses e-commerce clickstream data to test sequential vs. fixed-sample search; estimates search costs in online book market.

2017 280 cited

The Probit Choice Model Under Sequential Search with an Application to Online Retailing

Jun B. Kim, Paulo Albuquerque, Bart J. Bronnenberg

Tractable probit search model combining Weitzman's framework with demand estimation; applied to Amazon camcorder data.

Learning & Experimentation in Choice

Model how consumers learn about product quality

1996 1850 cited

Decision-Making Under Uncertainty: Capturing Dynamic Brand Choice Processes in Turbulent Consumer Goods Markets

Tulin Erdem, Michael P. Keane

Seminal paper introducing Bayesian learning for consumer choice under quality uncertainty; consumers update beliefs from experience and advertising signals.

2001 680 cited

Empirically Distinguishing Informative and Prestige Effects of Advertising

Daniel A. Ackerberg

Clever identification strategy separating informative from prestige advertising effects using experience goods; informative ads affect inexperienced consumers differently.

2008 520 cited

A Dynamic Model of Brand Choice When Price and Advertising Signal Product Quality

Tulin Erdem, Michael P. Keane, Baohong Sun

Integrates multiple quality signals (price, advertising frequency, content, experience) into unified Bayesian framework; shows promotions can erode brand equity.

2013 380 cited

Learning Models: An Assessment of Progress, Challenges and New Developments

Andrew T. Ching, Tulin Erdem, Michael P. Keane

Comprehensive survey covering identification, estimation, and extensions including forgetting and social learning—essential methodological reference.

Recommendation Systems & Algorithmic Choice

Understand how algorithms shape consumer choices

2009 850 cited

Blockbuster Culture's Next Rise or Fall: The Impact of Recommender Systems on Sales Diversity

Daniel Fleder, Kartik Hosanagar

Shows collaborative filtering exhibits popularity bias through rich-get-richer effects; recommendations can reduce, not increase, sales diversity.

2014 420 cited

Will the Global Village Fracture into Tribes? Recommender Systems and Their Effects on Consumer Fragmentation

Kartik Hosanagar, Daniel Fleder, Dokyun Lee, Andreas Buja

Contrary to fragmentation fears, finds personalization increases commonality across consumers through volume and mix effects.

2013 380 cited

Do Recommender Systems Manipulate Consumer Preferences? A Study of Anchoring Effects

Gediminas Adomavicius, Jesse C. Bockstedt, Shawn P. Curley, Jingjing Zhang

Experiments show recommendations serve as anchors influencing users' own preference ratings; creates feedback loops affecting future recommendations.

2020 320 cited

Understanding Echo Chambers and Filter Bubbles: The Impact of Social Media on Diversification and Partisan Shifts in News Consumption

Brent Kitchens, Steven L. Johnson, Peter Gray

Using 4+ years of browsing data from 200,000+ U.S. adults, finds differentiated platform effects: Facebook increases diversity but partisan shift; Twitter shows minimal effects.

2020 280 cited

Algorithmic Effects on the Diversity of Consumption on Spotify

Ashton Anderson, Lucas Maystre, Ian Anderson, Rishabh Mehrotra, Mounia Lalmas

Field experiments show consumption diversity correlates with retention, yet algorithmic recommendations push toward less diverse listening—identifies core platform design tension.

Switching Costs & Platform Lock-in

Analyze why consumers stay with platforms

1995 2400 cited

Competition When Consumers Have Switching Costs: An Overview with Applications to Industrial Organization, Macroeconomics, and International Trade

Paul Klemperer

Seminal survey establishing theoretical framework for how switching costs create market share dependence and affect competitive dynamics.

2010 680 cited

State Dependence and Alternative Explanations for Consumer Inertia

Jean-Pierre Dubé, Günter J. Hitsch, Peter E. Rossi

Demonstrates identification of structural state dependence from spurious heterogeneity using flexible semi-parametric methods; distinguishes true loyalty from heterogeneity.

2013 1150 cited

Adverse Selection and Inertia in Health Insurance Markets: When Nudging Hurts

Benjamin R. Handel

Quantifies massive switching costs ($2,000+) using natural experiment; shows reducing inertia can backfire by exacerbating adverse selection.

2006 3200 cited

Competition in Two-Sided Markets

Mark Armstrong

Foundational model distinguishing single-homing from multi-homing; introduces 'competitive bottlenecks' explaining platform lock-in dynamics.

Social Influence & Peer Effects

Model how others' choices affect decisions

1992 6800 cited

A Simple Model of Herd Behavior

Abhijit V. Banerjee

Classic model where rational agents ignore private information and follow predecessors, leading to potentially inefficient herding cascades.

1992 5200 cited

A Theory of Fads, Fashion, Custom, and Cultural Change as Informational Cascades

Sushil Bikhchandani, David Hirshleifer, Ivo Welch

Introduces informational cascades where optimal behavior is to follow predecessors; explains fragility of mass behaviors and sudden social shifts.

1993 4800 cited

Identification of Endogenous Social Effects: The Reflection Problem

Charles F. Manski

Foundational econometrics paper showing why peer effects cannot be identified from behavioral data alone—the 'reflection problem' from simultaneity.

2011 1250 cited

Creating Social Contagion Through Viral Product Design: A Randomized Trial of Peer Influence in Networks

Sinan Aral, Dylan Walker

Landmark RCT with 1.4 million Facebook users identifying causal peer influence; passive-broadcast features generate 246% increase in peer adoption.

Must-read papers for tech economists and applied researchers