Management Science

Article	Citations
On the Financing Benefits of Supply Chain Transparency and Blockchain Adoption	325
The Implied Truth Effect: Attaching Warnings to a Subset of Fake News Headlines Increases Perceived Accuracy of Headlines Without Warnings	240
Quantile Connectedness: Modeling Tail Behavior in the Topology of Financial Networks	226
Smart “Predict, then Optimize”	185
Bad Greenwashing, Good Greenwashing: Corporate Social Responsibility and Information Transparency	174
The Time Variation in Risk Appetite and Uncertainty	155
Data Analytics, Innovation, and Firm Productivity	129
Learning Through Crowdfunding	128
Organizational Learning Processes and Outcomes: Major Findings and Future Research Directions	126
Consumer Return Policies in Omnichannel Operations	122
A Balancing Act of Regulating On-Demand Ride Services	121
ETF Activity and Informational Efficiency of Underlying Securities	117
Pollution and Performance: Do Investors Make Worse Trades on Hazy Days?	116
Robust Stochastic Optimization Made Easy with RSOME	116
A Text-Based Analysis of Corporate Innovation	114
The Robot Revolution: Managerial and Employment Consequences for Firms	114
Initial Coin Offerings, Speculation, and Asset Tokenization	114
Do Corporate Social Responsibility Engagements Lead to Real Environmental, Social, and Governance Impact?	109
Platform Competition with Multihoming on Both Sides: Subsidize or Not?	105
A Theory of ICOs: Diversification, Agency, and Information Asymmetry	100
Bike-Share Systems: Accessibility and Availability	97
Value of High-Quality Logistics: Evidence from a Clash Between SF Express and Alibaba	93
Analyzing Active Fund Managers’ Commitment to ESG: Evidence from the United Nations Principles for Responsible Investment	93
On-Time Last-Mile Delivery: Order Assignment with Travel-Time Predictors	92
Human Capital-Driven Acquisition: Evidence from the Inevitable Disclosure Doctrine	92

Shareholder Litigation and Corporate Innovation	92
You’ve Got Mail: A Randomized Field Experiment on Tax Evasion	91
Pollution Regulation of Competitive Markets	89
Harnessing the Wisdom of Crowds	86
Scaled PCA: A New Approach to Dimension Reduction	86
Personalized Dynamic Pricing with Machine Learning: High-Dimensional Features and Heterogeneous Elasticity	84
Frenemies in Platform Markets: Heterogeneous Profit Foci as Drivers of Compatibility Decisions	81
A Supply Chain Theory of Factoring and Reverse Factoring	79
Analyst Information Acquisition via EDGAR	77
The Long-term and Spillover Effects of Price Promotions on Retailing Platforms: Evidence from a Large Randomized Experiment on Alibaba	77
Green Technology Development and Adoption: Competition, Regulation, and Uncertainty—A Global Game Approach	76
Does Firm Investment Respond to Peers’ Investment?	75
Managing Supplier Social and Environmental Impacts with Voluntary Versus Mandatory Disclosure to Investors	74
Surge Pricing and Its Spatial Supply Response	74
Rethinking Crowdfunding Platform Design: Mechanisms to Deter Misconduct and Improve Efficiency	71
How Do Travel Costs Shape Collaboration?	69
Managing Self-Confidence: Theory and Experimental Evidence	69
When Transparency Fails: Bias and Financial Incentives in Ridesharing Platforms	67
The Granular Nature of Large Institutional Investors	67
Token-Weighted Crowdsourcing	66
The Political Economy of Labor Employment Decisions: Evidence from China	66
An Axiomatic Foundation for the Expected Shortfall	65
What Drives Risk Perception? A Global Survey with Financial Professionals and Laypeople	65
Innovation Search Strategy and Predictable Returns	64
The Last Mile Matters: Impact of Dockless Bike Sharing on Subway Housing Price Premium	64
Using Explainable Artificial Intelligence to Improve Process Quality: Evidence from Semiconductor Manufacturing	63
Bridging Academia and Industry: How Geographic Hubs Connect University Science and Corporate Technology	62
Closing the Gap: A Learning Algorithm for Lost-Sales Inventory Systems with Lead Times	62
Do Director Networks Matter for Financial Reporting Quality? Evidence from Audit Committee Connectedness and Restatements	61
The Bullwhip Effect in Supply Networks	61
Competitive Personalized Pricing	61
Trust and Disintermediation: Evidence from an Online Freelance Marketplace	61
Appointment Scheduling Under Time-Dependent Patient No-Show Behavior	60
How Transparency into Internal and External Responsibility Initiatives Influences Consumer Choice	60
Knowledge Accumulation, Privacy, and Growth in a Data Economy	59
How Does Firms’ Innovation Disclosure Affect Their Banking Relationships?	59
The Interplay Between Online Reviews and Physician Demand: An Empirical Investigation	59
Targeting Prospective Customers: Robustness of Machine-Learning Methods to Typical Data Challenges	59
The Preference Survey Module: A Validated Instrument for Measuring Risk, Time, and Social Preferences	59
Incremental vs. Breakthrough Innovation: The Role of Technology Spillovers	58
How Big-4 Firms Improve Audit Quality	58
Can Reputation Discipline the Gig Economy? Experimental Evidence from an Online Labor Market	58
Valuation Effects of Norway’s Board Gender-Quota Law Revisited	58
Fractional Equity, Blockchain, and the Future of Creative Work	58
Incentives and Emission Responsibility Allocation in Supply Chains	58
When Corporate Social Responsibility Backfires: Evidence from a Natural Field Experiment	58
The Demotivating Effects of Communicating a Social-Political Stance: Field Experimental Evidence from an Online Labor Market Platform	57
Combating the COVID-19 Pandemic: The Role of the SARS Imprint	57
Evolution of Shares in a Proof-of-Stake Cryptocurrency	57
Sharing the Revenues from Broadcasting Sport Events	57

Undisclosed SEC Investigations	56
Food Delivery Service and Restaurant: Friend or Foe?	56
Capacity Pooling in Hospitals: The Hidden Consequences of Off-Service Placement	56
Terrorist Attacks, Analyst Sentiment, and Earnings Forecasts	56
Information Accessibility and Corporate Innovation	56
Feature-Based Dynamic Pricing	56
Policy Uncertainty and Innovation: Evidence from Initial Public Offering Interventions in China	55
Dynamic Assortment Optimization for Reusable Products with Random Usage Durations	55
Initial Coin Offering (ICO) Success and Post-ICO Performance	55
When Ignorance Is Not Bliss: An Empirical Analysis of Subtier Supply Network Structure on Firm Risk	55
Owning, Using, and Renting: Some Simple Economics of the “Sharing Economy”	54
Fake News Propagation and Detection: A Sequential Model	54
Stock or Print? Impact of 3-D Printing on Spare Parts Logistics	53
Innovation in the 21st Century: Architectural Change, Purpose, and the Challenges of Our Time	52
How Do Product Attributes and Reviews Moderate the Impact of Recommender Systems Through Purchase Stages?	52
Do Digital Platforms Reduce Moral Hazard? The Case of Uber and Taxis	52
Climate Change Concerns and the Performance of Green vs. Brown Stocks	52
Short-Term Investors, Long-Term Investments, and Firm Value: Evidence from Russell 2000 Index Inclusions	52
The Effect of Multichannel and Omnichannel Retailing on Physical Stores	51
Credit Shock Propagation Along Supply Chains: Evidence from the CDS Market	51
At Your Service on the Table: Impact of Tabletop Technology on Restaurant Performance	51
Outsourcing Tasks Online: Matching Supply and Demand on Peer-to-Peer Internet Platforms	51
Analysts’ Beauty and Performance	50
The Economic Consequences of Audit Firms’ Quality Control System Deficiencies	49
Interfirm Exchange and Innovation in Platform Ecosystems: Evidence from Apple’s Worldwide Developers Conference	49
A Framework for Analyzing Influencer Marketing in Social Networks: Selection and Scheduling of Influencers	49
From Data to Decisions: Distributionally Robust Optimization Is Optimal	49
Experimentation and Start-up Performance: Evidence from A/B Testing	49
Predicting Human Discretion to Adjust Algorithmic Prescription: A Large-Scale Field Experiment in Warehouse Operations	48
Platform Preannouncement Strategies: The Strategic Role of Information in Two-Sided Markets Competition	48
Transaction Costs, Portfolio Characteristics, and Mutual Fund Performance	48
Casting Conference Calls	48
Platform Tokenization: Financing, Governance, and Moral Hazard	48
Machine Learning vs. Economic Restrictions: Evidence from Stock Return Predictability	47
Shareholder Wealth Effects of Modern Slavery Regulation	47
The Role of Beliefs in Driving Gender Discrimination	47
A Statistical Learning Approach to Personalization in Revenue Management	47
Field Experiment on the Profit Implications of Merchants’ Discretionary Power to Override Data-Driven Decision-Making Tools	47
Information Transparency, Multihoming, and Platform Competition: A Natural Experiment in the Daily Deals Market	46
When Will Workers Follow an Algorithm? A Field Experiment with a Retail Business	46
Mostly Exploration-Free Algorithms for Contextual Bandits	46
The Creator Economy: Managing Ecosystem Supply, Revenue Sharing, and Platform Design	46
Product-Line Design in the Presence of Consumers’ Anticipated Regret	45
The Effect of Patent Protection on Inventor Mobility	45
Supplier Encroachment in a Nonexclusive Reselling Channel	45
Is Price Commitment a Better Solution to Control Carbon Emissions and Promote Technology Investment?	45
Gender Gaps in Equity Crowdfunding: Evidence from a Randomized Field Experiment	45
Disclosure Sentiment: Machine Learning vs. Dictionary Methods	45
The Trouble with Instruments: The Need for Pretreatment Balance in Shock-Based Instrumental Variable Designs	45
A Dynamic Mean-Variance Analysis for Log Returns	44
Demand Pooling in Omnichannel Operations	44
Optimal Portfolio Choice with Estimation Risk: No Risk-Free Asset Case	44
Customer Supercharging in Experience-Centric Channels	44
Managing Relationships Between Restaurants and Food Delivery Platforms: Conflict, Contracts, and Coordination	43
What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features	43
Facilitating the Search for Partners on Matching Platforms	43
The Value of Autonomous Vehicles for Last-Mile Deliveries in Urban Environments	43
Marrying Stochastic Gradient Descent with Bandits: Learning Algorithms for Inventory Systems with Fixed Costs	43
Do High-Frequency Traders Anticipate Buying and Selling Pressure?	43
Impact of Traceability Technology Adoption in Food Supply Chain Networks	43
Geographic Diversification and Banks’ Funding Costs	42
Why Do Option Prices Predict Stock Returns? The Role of Price Pressure in the Stock Market	42
Supply Chain Competition: A Market Game Approach	42
Brand Capital and Stock Price Crash Risk	42
Crowdfunding, Financing Constraints, and Real Effects	42
How Scheduling Can Bias Quality Assessment: Evidence from Food-Safety Inspections	41
Predicting with Proxies: Transfer Learning in High Dimension	41
A Cross-Sectional Machine Learning Approach for Hedge Fund Return Prediction and Selection	41
Black and White: Access to Capital Among Minority-Owned Start-ups	41
A Re-Solving Heuristic with Uniformly Bounded Loss for Network Revenue Management	40
Board Networks and Corporate Innovation	40
How Do Peer Awards Motivate Creative Content? Experimental Evidence from Reddit	40
Social Media and Political Contributions: The Impact of New Technology on Political Competition	39
Dynamic Pricing of Relocating Resources in Large Networks	39
Trials and Terminations: Learning from Competitors’ R&D Failures	38
Revenue-Utility Tradeoff in Assortment Optimization Under the Multinomial Logit Model with Totally Unimodular Constraints	38
Roadblock to Innovation: The Role of Patent Litigation in Corporate R&D	38
Climate Change, Firm Performance, and Investor Surprises	38
Assortment Optimization Under Consider-Then-Choose Choice Models	38
Asymmetric Attention and Stock Returns	38

Brand Spillover as a Marketing Strategy	38
Creating Platforms by Hosting Rivals	37
The Only Prescription Is Transparency: The Effect of Charge-Price-Transparency Regulation on Healthcare Prices	37
Learning from Many: Partner Exposure and Team Familiarity in Fluid Teams	37
Zeros	37
Integrating Practice into Accounting Research	36
Warning Against Recurring Risks: An Information Design Approach	36
Carbon Offsetting with Eco-Conscious Consumers	36
Enabling Entrepreneurial Choice	36
Leviathan Inc. and Corporate Environmental Engagement	36
Employee Turnover and Firm Performance: Large-Sample Archival Evidence	35
Consumer Consent and Firm Targeting After GDPR: The Case of a Large Telecom Provider	35
Does Analyst Coverage Affect Workplace Safety?	35
Stimulating Consumption at Low Budget: Evidence from a Large-Scale Policy Experiment Amid the COVID-19 Pandemic	35
Data-Driven Dynamic Pricing and Ordering with Perishable Inventory in a Changing Environment	35
Managing Market Thickness in Online Business-to-Business Markets	35
The Value of Personalized Pricing	35
The Role of Decision Support Systems in Attenuating Racial Biases in Healthcare Delivery	35
Quality Disclosure Under Consumer Loss Aversion	34
Social Influence Undermines the Wisdom of the Crowd in Sequential Decision Making	34
Regulatory Spillovers in Common Audit Markets	34
Detecting Opportunistic Special Items	34
The Normalization of Consumer Valuations: Context-Dependent Preferences from Neurobiological Constraints	34
Discriminatory Pricing of Over-the-Counter Derivatives	34
Integrating Dynamic Pricing with Inventory Decisions Under Lost Sales	33
Bitcoin: A Natural Oligopoly	33
Social Learning in Information Technology Investment: The Role of Board Interlocks	33
Personalized Robo-Advising: Enhancing Investment Through Client Interaction	33
Online Review Solicitations Reduce Extremity Bias in Online Review Distributions and Increase Their Representativeness	33
The Theory and Practice of Investor Relations: A Global Perspective	33
Social Learning and Solar Photovoltaic Adoption	33
“Just Words? Just Speeches?” On the Economic Value of Charismatic Leadership	33
Trust, Incomplete Contracting, and Corporate Innovation	33
That Could Have Been Me: Director Deaths, CEO Mortality Salience, and Corporate Prosocial Behavior	33
How Digital Word-of-Mouth Affects Consumer Decision Making: Evidence from Doctor Appointment Booking	32
A Comparative Empirical Study of Discrete Choice Models in Retail Operations	32
Style and Skill: Hedge Funds, Mutual Funds, and Momentum	32
Investor Tastes, Corporate Behavior, and Stock Returns: An Analysis of Corporate Social Responsibility	32
Trade Credit Insurance: Operational Value and Contract Choice	32
The Value and Cost of Crop Minimum Support Price: Farmer and Consumer Welfare and Implementation Cost	32
Measuring Information Preferences	31
Meta Dynamic Pricing: Transfer Learning Across Experiments	31
Eliciting Human Judgment for Prediction Algorithms	31
Task Selection and Workload: A Focus on Completing Easy Tasks Hurts Performance	31
Agency or Wholesale? The Role of Retail Pass-Through	31
Privacy-Preserving Dynamic Personalized Pricing with Demand Learning	31
Price Discrimination with Fairness Constraints	31
Costly Interpretation of Asset Prices	31
Digital Privacy	31
Currency Depreciation and Emerging Market Corporate Distress	30
Tone at the Bottom: Measuring Corporate Misconduct Risk from the Text of Employee Reviews	30
A Rationale for Imperfect Reporting Standards	30
Ties That Bind: The Value of Professional Connections to Sell-Side Analysts	30
How Pervasive Is Earnings Management? Evidence from a Structural Model	30
Intertemporal Demand Spillover Effects on Video Game Platforms	30
Assessing Algorithmic Fairness with Unobserved Protected Class Using Data Combination	30
The Bayesian Prophet: A Low-Regret Framework for Online Decision Making	30
Where the Heart Is: Information Production and the Home Bias	30
Can Consumer-Posted Photos Serve as a Leading Indicator of Restaurant Survival? Evidence from Yelp	30
“Un”Fair Machine Learning Algorithms	29
Efficiently Evaluating Targeting Policies: Improving on Champion vs. Challenger Experiments	29
Can Brands Claim Ignorance? Unauthorized Subcontracting in Apparel Supply Chains	29
Signaling Status: The Impact of Relative Income on Household Consumption and Financial Decisions	29
Flexibility and Reputation in Repeated Prisoner’s Dilemma Games	28
Dynamic Inventory Control with Stockout Substitution and Demand Learning	28
Distribution-Free Inventory Risk Pooling in a Multilocation Newsvendor	28
Persuading Customers to Buy Early: The Value of Personalized Information Provisioning	28
Discontinuous Demand Functions: Estimation and Pricing	28
Are Online Job Postings Informative to Investors?	28
Economies of Scale and Scope in Hospitals: An Empirical Study of Volume Spillovers	28
Managerial Learning from Analyst Feedback to Voluntary Capex Guidance, Investment Efficiency, and Firm Performance	28
The Tension Between Worker Safety and Organization Survival	28
Design of Lotteries and Wait-Lists for Affordable Housing Allocation	28
Competition for Attention in Online Social Networks: Implications for Seeding Strategies	28
Role of Risk Aversion in Price Postponement Under Supply Random Yield	28
Bias, Information, Noise: The BIN Model of Forecasting	27
Distributionally Robust Mean-Variance Portfolio Selection with Wasserstein Distances	27
How Stress Affects Performance and Competitiveness Across Gender	27
Not in the Job Description: The Commercial Activities of Academic Scientists and Engineers	27
Adapting to Radical Change: The Benefits of Short-Horizon Investors	27
The Limits of Incentives in Economic Matching Procedures	27
Joint vs. Separate Crowdsourcing Contests	27
How Does the Economy Shape the Financial Advisory Profession?	27
The Effects of Tip Recommendations on Customer Tipping, Satisfaction, Repatronage, and Spending	27
Disclosure Dynamics and Investor Learning	27
Quality Regulation on Two-Sided Platforms: Exclusion, Subsidization, and First-Party Applications	27
Index Policies and Performance Bounds for Dynamic Selection Problems	27
Impact of Social Interactions on Duopoly Competition with Quality Considerations	27
Product Choice with Large Assortments: A Scalable Deep-Learning Model	27
Wolves at the Door: A Closer Look at Hedge Fund Activism	27
Renewable Power and Electricity Prices: The Impact of Forward Markets	26
The Conditional Capital Asset Pricing Model Revisited: Evidence from High-Frequency Betas	26
Are Inventors or Firms the Engines of Innovation?	26
The Use and Value of Social Information in Selective Selling of Exclusive Products	26
Social Learning in the COVID-19 Pandemic: Community Establishments’ Closure Decisions Follow Those of Nearby Chain Establishments	26