Choice Models & Dynamic Choice
Model how people make decisions among alternatives • 52 papers
Discrete Choice (Logit, Mixed Logit)
Model choices among discrete alternatives
Conditional Logit Analysis of Qualitative Choice Behavior
Foundational paper deriving multinomial logit from random utility maximization; established modern discrete choice.
Automobile Prices in Market Equilibrium
Random coefficients demand with market-level data; workhorse for IO and empirical demand.
Mixed MNL Models for Discrete Response
Proves mixed logit approximates any random utility model; establishes simulation-based estimation.
Discrete Choice Methods with Simulation (2nd ed.)
The definitive textbook covering logit variants and simulation methods; essential practitioner reference.
Valuing New Goods in a Model with Complementarity: Online Newspapers
Mixed logit applied to digital products; estimates substitution between print and online news with cannibalization implications.
What Drives Media Slant? Evidence from U.S. Daily Newspapers
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
An Evaluation Cost Model of Consideration Sets
Foundational model of consideration set formation as cost-benefit tradeoff.
Limited Information and Advertising in the U.S. Personal Computer Industry
Embeds limited information into BLP-style demand; shows advertising affects consideration sets.
Revealed Attention
Axiomatic foundation for choice with limited attention; introduces 'attention filters'.
Costly Information Acquisition: Experimental Analysis of a Boundedly Rational Model
Experimental evidence on directed cognition and bounded rationality in search.
The Power of Rankings: Quantifying the Effect of Rankings on Online Consumer Search and Purchase Decisions
Uses Expedia field experiment to causally identify position effects; shows rankings affect search behavior but not purchase conditional on search.
Quantifying Search and Switching Costs in the U.S. Auto Insurance Industry
Develops integrated model of simultaneous search and switching costs using consideration set data; methodological template for separating search from switching frictions.
Product Differentiation, Search Costs, and Competition in the Mutual Fund Industry: A Case Study of S&P 500 Index Funds
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
Optimal Replacement of GMC Bus Engines
Introduces NFXP algorithm for dynamic discrete choice; establishes the structural framework.
Conditional Choice Probabilities and the Estimation of Dynamic Models
CCP estimation recovering value functions without solving the full DP problem.
Structural Estimation of Markov Decision Processes
Comprehensive survey of dynamic discrete choice methods and computational issues.
Conditional Choice Probability Estimation with Unobserved Heterogeneity
Extends CCP to unobserved heterogeneity; introduces 'finite dependence' for tractability.
Dynamics of Consumer Demand for New Durable Goods
DDC with forward-looking consumers, heterogeneity, and repeat purchases; estimated on digital camcorder data—template for tech durable goods.
Intertemporal Price Discrimination with Forward-Looking Consumers: Application to the US Market for Console Video-Games
Dynamic pricing with strategic consumers anticipating price declines; Markov-perfect equilibrium applied to video game consoles.
Intertemporal Substitution
Understand timing of purchases and stockpiling
Measuring the Implications of Sales and Consumer Inventory Behavior
Structural model showing static demand estimates overstate own-price elasticities by 30% due to stockpiling.
Intertemporal Price Discrimination in Storable Goods Markets
Models optimal pricing when consumers stockpile; sales capture 25-30% of price discrimination profits.
Brand and Quantity Choice Dynamics Under Price Uncertainty
Dynamic structural model with Bayesian learning and forward-looking stockpiling behavior.
Binge Watching and Advertising
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
Nudge: Improving Decisions About Health, Wealth, and Happiness
Foundational book introducing 'libertarian paternalism' and choice architecture.
The Power of Suggestion: Inertia in 401(k) Participation and Savings Behavior
Auto-enrollment increases 401(k) participation from 49% to 86%; canonical default effects evidence.
Save More Tomorrow: Using Behavioral Economics to Increase Employee Saving
Commitment device increasing savings from 3.5% to 13.6% in 40 months.
Optimal Defaults and Active Decisions
Theoretical framework for optimal default design under heterogeneous preferences.
Do Defaults Save Lives?
Organ donation rates dramatically higher in opt-out countries; demonstrates default power beyond savings.
The Welfare Effects of Social Media
Large-scale RCT deactivating Facebook; finds deactivation increases well-being and reduces news consumption—questions platform welfare measurement.
Digital Addiction
Economic model of digital addiction with habit formation and self-control; estimates 31% of social media use attributable to self-control problems.
Privacy Regulation and Online Advertising
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
Optimal Search for the Best Alternative
The 'Pandora's Box' paper introducing reservation value rule for optimal sequential search—theoretical foundation for all empirical search models.
Using Price Distributions to Estimate Search Costs
Develops methodology to estimate search cost distributions from equilibrium price data alone; identification from search model restrictions.
Testing Models of Consumer Search Using Data on Web Browsing and Purchasing Behavior
Uses e-commerce clickstream data to test sequential vs. fixed-sample search; estimates search costs in online book market.
The Probit Choice Model Under Sequential Search with an Application to Online Retailing
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
Decision-Making Under Uncertainty: Capturing Dynamic Brand Choice Processes in Turbulent Consumer Goods Markets
Seminal paper introducing Bayesian learning for consumer choice under quality uncertainty; consumers update beliefs from experience and advertising signals.
Empirically Distinguishing Informative and Prestige Effects of Advertising
Clever identification strategy separating informative from prestige advertising effects using experience goods; informative ads affect inexperienced consumers differently.
A Dynamic Model of Brand Choice When Price and Advertising Signal Product Quality
Integrates multiple quality signals (price, advertising frequency, content, experience) into unified Bayesian framework; shows promotions can erode brand equity.
Learning Models: An Assessment of Progress, Challenges and New Developments
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
Blockbuster Culture's Next Rise or Fall: The Impact of Recommender Systems on Sales Diversity
Shows collaborative filtering exhibits popularity bias through rich-get-richer effects; recommendations can reduce, not increase, sales diversity.
Will the Global Village Fracture into Tribes? Recommender Systems and Their Effects on Consumer Fragmentation
Contrary to fragmentation fears, finds personalization increases commonality across consumers through volume and mix effects.
Do Recommender Systems Manipulate Consumer Preferences? A Study of Anchoring Effects
Experiments show recommendations serve as anchors influencing users' own preference ratings; creates feedback loops affecting future recommendations.
Understanding Echo Chambers and Filter Bubbles: The Impact of Social Media on Diversification and Partisan Shifts in News Consumption
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.
Algorithmic Effects on the Diversity of Consumption on Spotify
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
Competition When Consumers Have Switching Costs: An Overview with Applications to Industrial Organization, Macroeconomics, and International Trade
Seminal survey establishing theoretical framework for how switching costs create market share dependence and affect competitive dynamics.
State Dependence and Alternative Explanations for Consumer Inertia
Demonstrates identification of structural state dependence from spurious heterogeneity using flexible semi-parametric methods; distinguishes true loyalty from heterogeneity.
Adverse Selection and Inertia in Health Insurance Markets: When Nudging Hurts
Quantifies massive switching costs ($2,000+) using natural experiment; shows reducing inertia can backfire by exacerbating adverse selection.
Competition in Two-Sided Markets
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
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.
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.
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.
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.