Management Science

Article	Citations
On the Financing Benefits of Supply Chain Transparency and Blockchain Adoption	317
The Implied Truth Effect: Attaching Warnings to a Subset of Fake News Headlines Increases Perceived Accuracy of Headlines Without Warnings	229
Quantile Connectedness: Modeling Tail Behavior in the Topology of Financial Networks	211
Smart “Predict, then Optimize”	172
Bad Greenwashing, Good Greenwashing: Corporate Social Responsibility and Information Transparency	162
The Time Variation in Risk Appetite and Uncertainty	148
Learning Through Crowdfunding	125
Organizational Learning Processes and Outcomes: Major Findings and Future Research Directions	120
Data Analytics, Innovation, and Firm Productivity	117
Consumer Return Policies in Omnichannel Operations	114
ETF Activity and Informational Efficiency of Underlying Securities	113
A Balancing Act of Regulating On-Demand Ride Services	113
Robust Stochastic Optimization Made Easy with RSOME	113
Pollution and Performance: Do Investors Make Worse Trades on Hazy Days?	112
Initial Coin Offerings, Speculation, and Asset Tokenization	111
A Text-Based Analysis of Corporate Innovation	108
The Robot Revolution: Managerial and Employment Consequences for Firms	103
Do Corporate Social Responsibility Engagements Lead to Real Environmental, Social, and Governance Impact?	101
Platform Competition with Multihoming on Both Sides: Subsidize or Not?	99
A Theory of ICOs: Diversification, Agency, and Information Asymmetry	98
Bike-Share Systems: Accessibility and Availability	95
On-Time Last-Mile Delivery: Order Assignment with Travel-Time Predictors	90
You’ve Got Mail: A Randomized Field Experiment on Tax Evasion	89
Shareholder Litigation and Corporate Innovation	89
Value of High-Quality Logistics: Evidence from a Clash Between SF Express and Alibaba	87

Pollution Regulation of Competitive Markets	87
Human Capital-Driven Acquisition: Evidence from the Inevitable Disclosure Doctrine	86
Harnessing the Wisdom of Crowds	81
Analyzing Active Fund Managers’ Commitment to ESG: Evidence from the United Nations Principles for Responsible Investment	80
Scaled PCA: A New Approach to Dimension Reduction	80
Frenemies in Platform Markets: Heterogeneous Profit Foci as Drivers of Compatibility Decisions	79
Personalized Dynamic Pricing with Machine Learning: High-Dimensional Features and Heterogeneous Elasticity	78
A Supply Chain Theory of Factoring and Reverse Factoring	76
The Long-term and Spillover Effects of Price Promotions on Retailing Platforms: Evidence from a Large Randomized Experiment on Alibaba	72
Green Technology Development and Adoption: Competition, Regulation, and Uncertainty—A Global Game Approach	72
Does Firm Investment Respond to Peers’ Investment?	70
Managing Supplier Social and Environmental Impacts with Voluntary Versus Mandatory Disclosure to Investors	69
Surge Pricing and Its Spatial Supply Response	69
Analyst Information Acquisition via EDGAR	69
Rethinking Crowdfunding Platform Design: Mechanisms to Deter Misconduct and Improve Efficiency	67
How Do Travel Costs Shape Collaboration?	67
An Axiomatic Foundation for the Expected Shortfall	64
Token-Weighted Crowdsourcing	63
What Drives Risk Perception? A Global Survey with Financial Professionals and Laypeople	62
The Political Economy of Labor Employment Decisions: Evidence from China	62
When Transparency Fails: Bias and Financial Incentives in Ridesharing Platforms	61
The Last Mile Matters: Impact of Dockless Bike Sharing on Subway Housing Price Premium	61
Bridging Academia and Industry: How Geographic Hubs Connect University Science and Corporate Technology	60
The Bullwhip Effect in Supply Networks	60
Appointment Scheduling Under Time-Dependent Patient No-Show Behavior	60
Innovation Search Strategy and Predictable Returns	60
The Granular Nature of Large Institutional Investors	59
Using Explainable Artificial Intelligence to Improve Process Quality: Evidence from Semiconductor Manufacturing	59
Do Director Networks Matter for Financial Reporting Quality? Evidence from Audit Committee Connectedness and Restatements	58
Trust and Disintermediation: Evidence from an Online Freelance Marketplace	58
Competitive Personalized Pricing	57
Closing the Gap: A Learning Algorithm for Lost-Sales Inventory Systems with Lead Times	57
Can Reputation Discipline the Gig Economy? Experimental Evidence from an Online Labor Market	57
Capacity Pooling in Hospitals: The Hidden Consequences of Off-Service Placement	56
Incentives and Emission Responsibility Allocation in Supply Chains	56
Food Delivery Service and Restaurant: Friend or Foe?	56
When Corporate Social Responsibility Backfires: Evidence from a Natural Field Experiment	56
How Transparency into Internal and External Responsibility Initiatives Influences Consumer Choice	56
Valuation Effects of Norway’s Board Gender-Quota Law Revisited	55
Feature-Based Dynamic Pricing	55
Managing Self-Confidence: Theory and Experimental Evidence	55
Undisclosed SEC Investigations	55
Combating the COVID-19 Pandemic: The Role of the SARS Imprint	55
Evolution of Shares in a Proof-of-Stake Cryptocurrency	55
Fractional Equity, Blockchain, and the Future of Creative Work	55
Sharing the Revenues from Broadcasting Sport Events	55
Fake News Propagation and Detection: A Sequential Model	54
Incremental vs. Breakthrough Innovation: The Role of Technology Spillovers	54
The Demotivating Effects of Communicating a Social-Political Stance: Field Experimental Evidence from an Online Labor Market Platform	54
Targeting Prospective Customers: Robustness of Machine-Learning Methods to Typical Data Challenges	54

How Does Firms’ Innovation Disclosure Affect Their Banking Relationships?	53
Terrorist Attacks, Analyst Sentiment, and Earnings Forecasts	53
When Ignorance Is Not Bliss: An Empirical Analysis of Subtier Supply Network Structure on Firm Risk	53
Stock or Print? Impact of 3-D Printing on Spare Parts Logistics	53
Dynamic Assortment Optimization for Reusable Products with Random Usage Durations	52
The Interplay Between Online Reviews and Physician Demand: An Empirical Investigation	52
Owning, Using, and Renting: Some Simple Economics of the “Sharing Economy”	51
Initial Coin Offering (ICO) Success and Post-ICO Performance	51
Knowledge Accumulation, Privacy, and Growth in a Data Economy	51
How Do Product Attributes and Reviews Moderate the Impact of Recommender Systems Through Purchase Stages?	51
Outsourcing Tasks Online: Matching Supply and Demand on Peer-to-Peer Internet Platforms	50
Do Digital Platforms Reduce Moral Hazard? The Case of Uber and Taxis	50
Information Accessibility and Corporate Innovation	49
Innovation in the 21st Century: Architectural Change, Purpose, and the Challenges of Our Time	49
A Framework for Analyzing Influencer Marketing in Social Networks: Selection and Scheduling of Influencers	49
How Big-4 Firms Improve Audit Quality	48
Policy Uncertainty and Innovation: Evidence from Initial Public Offering Interventions in China	48
Short-Term Investors, Long-Term Investments, and Firm Value: Evidence from Russell 2000 Index Inclusions	48
Experimentation and Start-up Performance: Evidence from A/B Testing	48
At Your Service on the Table: Impact of Tabletop Technology on Restaurant Performance	47
The Economic Consequences of Audit Firms’ Quality Control System Deficiencies	47
Platform Preannouncement Strategies: The Strategic Role of Information in Two-Sided Markets Competition	47
Analysts’ Beauty and Performance	47
Predicting Human Discretion to Adjust Algorithmic Prescription: A Large-Scale Field Experiment in Warehouse Operations	46
Casting Conference Calls	46
Credit Shock Propagation Along Supply Chains: Evidence from the CDS Market	45
Mostly Exploration-Free Algorithms for Contextual Bandits	45
The Effect of Multichannel and Omnichannel Retailing on Physical Stores	45
Interfirm Exchange and Innovation in Platform Ecosystems: Evidence from Apple’s Worldwide Developers Conference	45
Product-Line Design in the Presence of Consumers’ Anticipated Regret	44
A Statistical Learning Approach to Personalization in Revenue Management	44
When Will Workers Follow an Algorithm? A Field Experiment with a Retail Business	44
Transaction Costs, Portfolio Characteristics, and Mutual Fund Performance	44
The Trouble with Instruments: The Need for Pretreatment Balance in Shock-Based Instrumental Variable Designs	43
Shareholder Wealth Effects of Modern Slavery Regulation	43
Supplier Encroachment in a Nonexclusive Reselling Channel	43
Field Experiment on the Profit Implications of Merchants’ Discretionary Power to Override Data-Driven Decision-Making Tools	43
Why Do Option Prices Predict Stock Returns? The Role of Price Pressure in the Stock Market	43
From Data to Decisions: Distributionally Robust Optimization Is Optimal	43
Is Price Commitment a Better Solution to Control Carbon Emissions and Promote Technology Investment?	43
What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features	43
A Dynamic Mean-Variance Analysis for Log Returns	42
Facilitating the Search for Partners on Matching Platforms	42
The Creator Economy: Managing Ecosystem Supply, Revenue Sharing, and Platform Design	42
Supply Chain Competition: A Market Game Approach	42
Platform Tokenization: Financing, Governance, and Moral Hazard	42
The Role of Beliefs in Driving Gender Discrimination	42
Demand Pooling in Omnichannel Operations	42
Disclosure Sentiment: Machine Learning vs. Dictionary Methods	41
The Effect of Patent Protection on Inventor Mobility	41
Customer Supercharging in Experience-Centric Channels	41
The Preference Survey Module: A Validated Instrument for Measuring Risk, Time, and Social Preferences	41
The Value of Autonomous Vehicles for Last-Mile Deliveries in Urban Environments	41
Optimal Portfolio Choice with Estimation Risk: No Risk-Free Asset Case	41
Machine Learning vs. Economic Restrictions: Evidence from Stock Return Predictability	40
How Scheduling Can Bias Quality Assessment: Evidence from Food-Safety Inspections	40
Managing Relationships Between Restaurants and Food Delivery Platforms: Conflict, Contracts, and Coordination	40
Marrying Stochastic Gradient Descent with Bandits: Learning Algorithms for Inventory Systems with Fixed Costs	40
Impact of Traceability Technology Adoption in Food Supply Chain Networks	40
Information Transparency, Multihoming, and Platform Competition: A Natural Experiment in the Daily Deals Market	39
Dynamic Pricing of Relocating Resources in Large Networks	39
Geographic Diversification and Banks’ Funding Costs	39
Social Media and Political Contributions: The Impact of New Technology on Political Competition	39
Do High-Frequency Traders Anticipate Buying and Selling Pressure?	38
A Cross-Sectional Machine Learning Approach for Hedge Fund Return Prediction and Selection	38
A New Index of Housing Sentiment	38
A Re-Solving Heuristic with Uniformly Bounded Loss for Network Revenue Management	38
Asymmetric Attention and Stock Returns	38
Crowdfunding, Financing Constraints, and Real Effects	38
Board Networks and Corporate Innovation	37
Gender Gaps in Equity Crowdfunding: Evidence from a Randomized Field Experiment	37
Zeros	37
Assortment Optimization Under Consider-Then-Choose Choice Models	37
Predicting with Proxies: Transfer Learning in High Dimension	37
Brand Capital and Stock Price Crash Risk	36
How Do Peer Awards Motivate Creative Content? Experimental Evidence from Reddit	36
Brand Spillover as a Marketing Strategy	36
Roadblock to Innovation: The Role of Patent Litigation in Corporate R&D	36
Black and White: Access to Capital Among Minority-Owned Start-ups	36
Learning from Many: Partner Exposure and Team Familiarity in Fluid Teams	36

Trials and Terminations: Learning from Competitors’ R&D Failures	36
Warning Against Recurring Risks: An Information Design Approach	36
Integrating Practice into Accounting Research	35
Government Spending and Corporate Innovation	35
Creating Platforms by Hosting Rivals	35
The Only Prescription Is Transparency: The Effect of Charge-Price-Transparency Regulation on Healthcare Prices	34
The Value of Personalized Pricing	34
Does Analyst Coverage Affect Workplace Safety?	34
Discriminatory Pricing of Over-the-Counter Derivatives	34
Data-Driven Dynamic Pricing and Ordering with Perishable Inventory in a Changing Environment	34
Regulatory Spillovers in Common Audit Markets	34
Social Influence Undermines the Wisdom of the Crowd in Sequential Decision Making	34
Climate Change Concerns and the Performance of Green vs. Brown Stocks	34
Managing Market Thickness in Online Business-to-Business Markets	33
Revenue-Utility Tradeoff in Assortment Optimization Under the Multinomial Logit Model with Totally Unimodular Constraints	33
Integrating Dynamic Pricing with Inventory Decisions Under Lost Sales	33
Carbon Offsetting with Eco-Conscious Consumers	33
Enabling Entrepreneurial Choice	33
The Normalization of Consumer Valuations: Context-Dependent Preferences from Neurobiological Constraints	33
Leviathan Inc. and Corporate Environmental Engagement	33
That Could Have Been Me: Director Deaths, CEO Mortality Salience, and Corporate Prosocial Behavior	33
Stimulating Consumption at Low Budget: Evidence from a Large-Scale Policy Experiment Amid the COVID-19 Pandemic	32
Bitcoin: A Natural Oligopoly	32
Detecting Opportunistic Special Items	32
Trust, Incomplete Contracting, and Corporate Innovation	32
Quality Disclosure Under Consumer Loss Aversion	32
Consumer Consent and Firm Targeting After GDPR: The Case of a Large Telecom Provider	32
Trade Credit Insurance: Operational Value and Contract Choice	31
Online Review Solicitations Reduce Extremity Bias in Online Review Distributions and Increase Their Representativeness	31
Task Selection and Workload: A Focus on Completing Easy Tasks Hurts Performance	31
Costly Interpretation of Asset Prices	31
The Value and Cost of Crop Minimum Support Price: Farmer and Consumer Welfare and Implementation Cost	31
Employee Turnover and Firm Performance: Large-Sample Archival Evidence	31
Social Learning and Solar Photovoltaic Adoption	31
Currency Depreciation and Emerging Market Corporate Distress	30
Intertemporal Demand Spillover Effects on Video Game Platforms	30
How Digital Word-of-Mouth Affects Consumer Decision Making: Evidence from Doctor Appointment Booking	30
Meta Dynamic Pricing: Transfer Learning Across Experiments	30
Ties That Bind: The Value of Professional Connections to Sell-Side Analysts	30
Agency or Wholesale? The Role of Retail Pass-Through	30
Style and Skill: Hedge Funds, Mutual Funds, and Momentum	29
The Theory and Practice of Investor Relations: A Global Perspective	29
Investor Tastes, Corporate Behavior, and Stock Returns: An Analysis of Corporate Social Responsibility	29
Where the Heart Is: Information Production and the Home Bias	29
Eliciting Human Judgment for Prediction Algorithms	29
The Role of Decision Support Systems in Attenuating Racial Biases in Healthcare Delivery	29
Paying for Performance in Private Equity: Evidence from Venture Capital Partnerships	29
Can Brands Claim Ignorance? Unauthorized Subcontracting in Apparel Supply Chains	29
“Just Words? Just Speeches?” On the Economic Value of Charismatic Leadership	29
Personalized Robo-Advising: Enhancing Investment Through Client Interaction	29
The Bayesian Prophet: A Low-Regret Framework for Online Decision Making	28
Signaling Status: The Impact of Relative Income on Household Consumption and Financial Decisions	28
How Pervasive Is Earnings Management? Evidence from a Structural Model	28
Efficiently Evaluating Targeting Policies: Improving on Champion vs. Challenger Experiments	28
Measuring Information Preferences	28
A Rationale for Imperfect Reporting Standards	28
“Un”Fair Machine Learning Algorithms	27
Discontinuous Demand Functions: Estimation and Pricing	27
Design of Lotteries and Wait-Lists for Affordable Housing Allocation	27
Economies of Scale and Scope in Hospitals: An Empirical Study of Volume Spillovers	27
Role of Risk Aversion in Price Postponement Under Supply Random Yield	27
The Tension Between Worker Safety and Organization Survival	27
Bias, Information, Noise: The BIN Model of Forecasting	27
Joint vs. Separate Crowdsourcing Contests	27
Adapting to Radical Change: The Benefits of Short-Horizon Investors	27
Wolves at the Door: A Closer Look at Hedge Fund Activism	27
Flexibility and Reputation in Repeated Prisoner’s Dilemma Games	27
Are Online Job Postings Informative to Investors?	27
A Comparative Empirical Study of Discrete Choice Models in Retail Operations	27
Persuading Customers to Buy Early: The Value of Personalized Information Provisioning	27
Dynamic Inventory Control with Stockout Substitution and Demand Learning	26
Index Policies and Performance Bounds for Dynamic Selection Problems	26
How Does the Economy Shape the Financial Advisory Profession?	26
Managerial Learning from Analyst Feedback to Voluntary Capex Guidance, Investment Efficiency, and Firm Performance	26
Privacy-Preserving Dynamic Personalized Pricing with Demand Learning	26
The Limits of Incentives in Economic Matching Procedures	26
Climate Change, Firm Performance, and Investor Surprises	26
Competition for Attention in Online Social Networks: Implications for Seeding Strategies	26
Product Choice with Large Assortments: A Scalable Deep-Learning Model	26
Digital Privacy	26
Distributionally Robust Mean-Variance Portfolio Selection with Wasserstein Distances	26
How Stress Affects Performance and Competitiveness Across Gender	26
Social Learning in Information Technology Investment: The Role of Board Interlocks	26
The Conditional Capital Asset Pricing Model Revisited: Evidence from High-Frequency Betas	26
Price Discrimination with Fairness Constraints	25
Renewable Power and Electricity Prices: The Impact of Forward Markets	25
The Use and Value of Social Information in Selective Selling of Exclusive Products	25
Platforms and the Exploration of New Products	25
Position Ranking and Auctions for Online Marketplaces	25
Social Responsibility Auditing in Supply Chain Networks	25
Investment in a Smaller World: The Implications of Air Travel for Investors and Firms	25
Distribution-Free Inventory Risk Pooling in a Multilocation Newsvendor	25
The Effects of Tip Recommendations on Customer Tipping, Satisfaction, Repatronage, and Spending	25
Not in the Job Description: The Commercial Activities of Academic Scientists and Engineers	25
Dynamic Attention Behavior Under Return Predictability	25