Management Science

Article	Citations
On the Financing Benefits of Supply Chain Transparency and Blockchain Adoption	378
Quantile Connectedness: Modeling Tail Behavior in the Topology of Financial Networks	318
The Implied Truth Effect: Attaching Warnings to a Subset of Fake News Headlines Increases Perceived Accuracy of Headlines Without Warnings	283
Smart “Predict, then Optimize”	238
The Time Variation in Risk Appetite and Uncertainty	181
Organizational Learning Processes and Outcomes: Major Findings and Future Research Directions	158
The Robot Revolution: Managerial and Employment Consequences for Firms	148
Consumer Return Policies in Omnichannel Operations	147
A Text-Based Analysis of Corporate Innovation	142
Pollution and Performance: Do Investors Make Worse Trades on Hazy Days?	135
ETF Activity and Informational Efficiency of Underlying Securities	133
Platform Competition with Multihoming on Both Sides: Subsidize or Not?	124
A Theory of ICOs: Diversification, Agency, and Information Asymmetry	122
Analyzing Active Fund Managers’ Commitment to ESG: Evidence from the United Nations Principles for Responsible Investment	122
Initial Coin Offerings, Speculation, and Asset Tokenization	122
Scaled PCA: A New Approach to Dimension Reduction	115
Shareholder Litigation and Corporate Innovation	114
On-Time Last-Mile Delivery: Order Assignment with Travel-Time Predictors	110
Climate Change Concerns and the Performance of Green vs. Brown Stocks	106
Human Capital-Driven Acquisition: Evidence from the Inevitable Disclosure Doctrine	99
A Supply Chain Theory of Factoring and Reverse Factoring	98
Does Firm Investment Respond to Peers’ Investment?	96
Managing Self-Confidence: Theory and Experimental Evidence	96
Personalized Dynamic Pricing with Machine Learning: High-Dimensional Features and Heterogeneous Elasticity	93
The Preference Survey Module: A Validated Instrument for Measuring Risk, Time, and Social Preferences	93

Green Technology Development and Adoption: Competition, Regulation, and Uncertainty—A Global Game Approach	90
Using Explainable Artificial Intelligence to Improve Process Quality: Evidence from Semiconductor Manufacturing	89
Surge Pricing and Its Spatial Supply Response	88
The Granular Nature of Large Institutional Investors	87
Analyst Information Acquisition via EDGAR	86
Climate Change, Firm Performance, and Investor Surprises	82
Information Accessibility and Corporate Innovation	81
The Political Economy of Labor Employment Decisions: Evidence from China	81
Incentives and Emission Responsibility Allocation in Supply Chains	79
Knowledge Accumulation, Privacy, and Growth in a Data Economy	78
Rethinking Crowdfunding Platform Design: Mechanisms to Deter Misconduct and Improve Efficiency	77
Valuation Effects of Norway’s Board Gender-Quota Law Revisited	76
Incremental vs. Breakthrough Innovation: The Role of Technology Spillovers	75
When Transparency Fails: Bias and Financial Incentives in Ridesharing Platforms	74
How Transparency into Internal and External Responsibility Initiatives Influences Consumer Choice	74
The Demotivating Effects of Communicating a Social-Political Stance: Field Experimental Evidence from an Online Labor Market Platform	73
Innovation Search Strategy and Predictable Returns	72
The Last Mile Matters: Impact of Dockless Bike Sharing on Subway Housing Price Premium	72
How Does Firms’ Innovation Disclosure Affect Their Banking Relationships?	71
Trust and Disintermediation: Evidence from an Online Freelance Marketplace	71
The Effect of Multichannel and Omnichannel Retailing on Physical Stores	69
Terrorist Attacks, Analyst Sentiment, and Earnings Forecasts	69
Machine Learning vs. Economic Restrictions: Evidence from Stock Return Predictability	69
The Bullwhip Effect in Supply Networks	69
Credit Shock Propagation Along Supply Chains: Evidence from the CDS Market	69
The Interplay Between Online Reviews and Physician Demand: An Empirical Investigation	69
How Big-4 Firms Improve Audit Quality	68
An Axiomatic Foundation for the Expected Shortfall	67
Initial Coin Offering (ICO) Success and Post-ICO Performance	67
Combating the COVID-19 Pandemic: The Role of the SARS Imprint	66
Undisclosed SEC Investigations	66
Food Delivery Service and Restaurant: Friend or Foe?	66
Predicting Human Discretion to Adjust Algorithmic Prescription: A Large-Scale Field Experiment in Warehouse Operations	65
Climate Risk and Capital Structure	65
Short-Term Investors, Long-Term Investments, and Firm Value: Evidence from Russell 2000 Index Inclusions	65
Impact of Traceability Technology Adoption in Food Supply Chain Networks	64
Policy Uncertainty and Innovation: Evidence from Initial Public Offering Interventions in China	64
When Corporate Social Responsibility Backfires: Evidence from a Natural Field Experiment	64
Supplier Encroachment in a Nonexclusive Reselling Channel	64
Fractional Equity, Blockchain, and the Future of Creative Work	64
The Creator Economy: Managing Ecosystem Supply, Revenue Sharing, and Platform Design	63
The Role of Beliefs in Driving Gender Discrimination	63
Feature-Based Dynamic Pricing	63
Is Price Commitment a Better Solution to Control Carbon Emissions and Promote Technology Investment?	63
Evolution of Shares in a Proof-of-Stake Cryptocurrency	62
When Ignorance Is Not Bliss: An Empirical Analysis of Subtier Supply Network Structure on Firm Risk	62
Brand Capital and Stock Price Crash Risk	62
Experimentation and Start-up Performance: Evidence from A/B Testing	62
Innovation in the 21st Century: Architectural Change, Purpose, and the Challenges of Our Time	61
Interfirm Exchange and Innovation in Platform Ecosystems: Evidence from Apple’s Worldwide Developers Conference	60

At Your Service on the Table: Impact of Tabletop Technology on Restaurant Performance	60
Do Digital Platforms Reduce Moral Hazard? The Case of Uber and Taxis	60
A Framework for Analyzing Influencer Marketing in Social Networks: Selection and Scheduling of Influencers	60
Black and White: Access to Capital Among Minority-Owned Start-ups	59
Outsourcing Tasks Online: Matching Supply and Demand on Peer-to-Peer Internet Platforms	59
Platform Tokenization: Financing, Governance, and Moral Hazard	59
Casting Conference Calls	59
What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features	59
How Do Product Attributes and Reviews Moderate the Impact of Recommender Systems Through Purchase Stages?	58
When Will Workers Follow an Algorithm? A Field Experiment with a Retail Business	58
Demand Pooling in Omnichannel Operations	57
Deep Learning in Asset Pricing	57
Managing Relationships Between Restaurants and Food Delivery Platforms: Conflict, Contracts, and Coordination	57
Shareholder Wealth Effects of Modern Slavery Regulation	56
Disclosure Sentiment: Machine Learning vs. Dictionary Methods	56
Field Experiment on the Profit Implications of Merchants’ Discretionary Power to Override Data-Driven Decision-Making Tools	55
The Effect of Patent Protection on Inventor Mobility	55
Carbon Offsetting with Eco-Conscious Consumers	55
How Do Peer Awards Motivate Creative Content? Experimental Evidence from Reddit	54
From Data to Decisions: Distributionally Robust Optimization Is Optimal	54
Platform Preannouncement Strategies: The Strategic Role of Information in Two-Sided Markets Competition	54
Predicting with Proxies: Transfer Learning in High Dimension	54
Optimal Portfolio Choice with Estimation Risk: No Risk-Free Asset Case	53
Information Transparency, Multihoming, and Platform Competition: A Natural Experiment in the Daily Deals Market	53
Do High-Frequency Traders Anticipate Buying and Selling Pressure?	52
The Value of Autonomous Vehicles for Last-Mile Deliveries in Urban Environments	52
Leviathan Inc. and Corporate Environmental Engagement	52
Board Networks and Corporate Innovation	52
A Dynamic Mean-Variance Analysis for Log Returns	51
Transaction Costs, Portfolio Characteristics, and Mutual Fund Performance	51
Gender Gaps in Equity Crowdfunding: Evidence from a Randomized Field Experiment	51
Facilitating the Search for Partners on Matching Platforms	50
A Statistical Learning Approach to Personalization in Revenue Management	50
Integrating Practice into Accounting Research	50
Roadblock to Innovation: The Role of Patent Litigation in Corporate R&D	50
The Trouble with Instruments: The Need for Pretreatment Balance in Shock-Based Instrumental Variable Designs	49
Product-Line Design in the Presence of Consumers’ Anticipated Regret	49
A Cross-Sectional Machine Learning Approach for Hedge Fund Return Prediction and Selection	49
Geographic Diversification and Banks’ Funding Costs	49
Agency or Wholesale? The Role of Retail Pass-Through	49
Marrying Stochastic Gradient Descent with Bandits: Learning Algorithms for Inventory Systems with Fixed Costs	49
Mostly Exploration-Free Algorithms for Contextual Bandits	49
Assortment Optimization Under Consider-Then-Choose Choice Models	48
Employee Turnover and Firm Performance: Large-Sample Archival Evidence	48
Revenue-Utility Tradeoff in Assortment Optimization Under the Multinomial Logit Model with Totally Unimodular Constraints	48
Trust, Incomplete Contracting, and Corporate Innovation	47
Consumer Consent and Firm Targeting After GDPR: The Case of a Large Telecom Provider	46
Supply Chain Competition: A Market Game Approach	46
Brand Spillover as a Marketing Strategy	46
Trials and Terminations: Learning from Competitors’ R&D Failures	46
Data-Driven Dynamic Pricing and Ordering with Perishable Inventory in a Changing Environment	46
Can Consumer-Posted Photos Serve as a Leading Indicator of Restaurant Survival? Evidence from Yelp	45
Enabling Entrepreneurial Choice	45
Social Media and Political Contributions: The Impact of New Technology on Political Competition	45
“Just Words? Just Speeches?” On the Economic Value of Charismatic Leadership	44
Does Analyst Coverage Affect Workplace Safety?	44
A Comparative Empirical Study of Discrete Choice Models in Retail Operations	43
Social Learning in Information Technology Investment: The Role of Board Interlocks	43
How Digital Word-of-Mouth Affects Consumer Decision Making: Evidence from Doctor Appointment Booking	42
Social Influence Undermines the Wisdom of the Crowd in Sequential Decision Making	42
Tone at the Bottom: Measuring Corporate Misconduct Risk from the Text of Employee Reviews	42
Dynamic Pricing of Relocating Resources in Large Networks	42
Privacy Rights and Data Security: GDPR and Personal Data Markets	42
Online Review Solicitations Reduce Extremity Bias in Online Review Distributions and Increase Their Representativeness	42
Learning from Many: Partner Exposure and Team Familiarity in Fluid Teams	41
Compensating Online Content Producers: A Theoretical Analysis	41
Personalized Robo-Advising: Enhancing Investment Through Client Interaction	41
Price Discrimination with Fairness Constraints	40
Asymmetric Attention and Stock Returns	40
Eliciting Human Judgment for Prediction Algorithms	40
Quality Disclosure Under Consumer Loss Aversion	40
The Role of Decision Support Systems in Attenuating Racial Biases in Healthcare Delivery	40
Managing Market Thickness in Online Business-to-Business Markets	39
Warning Against Recurring Risks: An Information Design Approach	39
Meta Dynamic Pricing: Transfer Learning Across Experiments	39
The Value of Personalized Pricing	39
Pricing Climate Change Exposure	39
Investor Tastes, Corporate Behavior, and Stock Returns: An Analysis of Corporate Social Responsibility	39
Trade Credit Insurance: Operational Value and Contract Choice	38
The Normalization of Consumer Valuations: Context-Dependent Preferences from Neurobiological Constraints	38

Stimulating Consumption at Low Budget: Evidence from a Large-Scale Policy Experiment Amid the COVID-19 Pandemic	38
Style and Skill: Hedge Funds, Mutual Funds, and Momentum	38
Social Learning and Solar Photovoltaic Adoption	38
Discriminatory Pricing of Over-the-Counter Derivatives	37
Digital Privacy	37
How Pervasive Is Earnings Management? Evidence from a Structural Model	37
Monetary Incentives and Knowledge Spillover: Evidence from a Natural Experiment	37
Quality Regulation on Two-Sided Platforms: Exclusion, Subsidization, and First-Party Applications	37
Managerial Learning from Analyst Feedback to Voluntary Capex Guidance, Investment Efficiency, and Firm Performance	37
“Un”Fair Machine Learning Algorithms	36
The Effects of COVID-19 on U.S. Small Businesses: Evidence from Owners, Managers, and Employees	36
Bitcoin: A Natural Oligopoly	36
The Value and Cost of Crop Minimum Support Price: Farmer and Consumer Welfare and Implementation Cost	36
Where the Heart Is: Information Production and the Home Bias	36
How Does the Economy Shape the Financial Advisory Profession?	36
Sharing Demand Information with Retailer Under Upstream Competition	36
Measuring Information Preferences	36
Can Brands Claim Ignorance? Unauthorized Subcontracting in Apparel Supply Chains	36
Costly Interpretation of Asset Prices	36
Signaling Status: The Impact of Relative Income on Household Consumption and Financial Decisions	36
Competition for Attention in Online Social Networks: Implications for Seeding Strategies	35
Privacy-Preserving Dynamic Personalized Pricing with Demand Learning	35
Task Selection and Workload: A Focus on Completing Easy Tasks Hurts Performance	35
The Theory and Practice of Investor Relations: A Global Perspective	35
The Bayesian Prophet: A Low-Regret Framework for Online Decision Making	35
Assessing Algorithmic Fairness with Unobserved Protected Class Using Data Combination	34
Multilocation Newsvendor Problem: Centralization and Inventory Pooling	34
Product Choice with Large Assortments: A Scalable Deep-Learning Model	34
Climate Impact Investing	34
Privacy and Market Concentration: Intended and Unintended Consequences of the GDPR	34
Distribution-Free Inventory Risk Pooling in a Multilocation Newsvendor	34
Frustration-Based Promotions: Field Experiments in Ride-Sharing	34
Distributionally Robust Mean-Variance Portfolio Selection with Wasserstein Distances	33
Economies of Scale and Scope in Hospitals: An Empirical Study of Volume Spillovers	33
Adapting to Radical Change: The Benefits of Short-Horizon Investors	33
Two-Sided Platform Competition in a Sharing Economy	33
Scandal, Social Movement, and Change: Evidence from #MeToo in Hollywood	33
Social Responsibility Auditing in Supply Chain Networks	33
Is the Chinese Anticorruption Campaign Authentic? Evidence from Corporate Investigations	33
Low-Wage Workers and the Enforceability of Noncompete Agreements	33
Net-Metered Distributed Renewable Energy: A Peril for Utilities?	33
Cater to Thy Client: Analyst Responsiveness to Institutional Investor Attention	33
A Practical End-to-End Inventory Management Model with Deep Learning	32
A Rationale for Imperfect Reporting Standards	32
The Effects of Tip Recommendations on Customer Tipping, Satisfaction, Repatronage, and Spending	32
Intertemporal Demand Spillover Effects on Video Game Platforms	32
Dynamic Inventory Control with Stockout Substitution and Demand Learning	32
Managing Opportunistic Consumer Returns in Retail Operations	32
Renewable Power and Electricity Prices: The Impact of Forward Markets	32
Driver Surge Pricing	32
Wolf Pack Activism	32
Dual Sourcing and Smoothing Under Nonstationary Demand Time Series: Reshoring with SpeedFactories	31
Advertising Spending and Media Bias: Evidence from News Coverage of Car Safety Recalls	31
Information Content of Aggregate Implied Volatility Spread	31
Bias, Information, Noise: The BIN Model of Forecasting	31
Finance and Firm Volatility: Evidence from Small Business Lending in China	31
A Data-Driven Approach to Multistage Stochastic Linear Optimization	31
The Tension Between Worker Safety and Organization Survival	31
Joint vs. Separate Crowdsourcing Contests	31
Economics of Permissioned Blockchain Adoption	31
Leasing, Modularity, and the Circular Economy	30
Signaling Quality with Return Insurance: Theory and Empirical Evidence	30
Supplier Audit Information Sharing and Responsible Sourcing	30
Calculative Trust and Interfirm Contracts	30
Investment in a Smaller World: The Implications of Air Travel for Investors and Firms	30
Discontinuous Demand Functions: Estimation and Pricing	30
Do Board Gender Quotas Matter? Selection, Performance, and Stock Market Effects	30
Impact of Social Interactions on Duopoly Competition with Quality Considerations	30
The Private Impact of Public Data: Landsat Satellite Maps Increased Gold Discov	30
Role of Risk Aversion in Price Postponement Under Supply Random Yield	30
Flexibility and Reputation in Repeated Prisoner’s Dilemma Games	30
The Real Effects of Implicit Government Guarantee: Evidence from Chinese State-Owned Enterprise Defaults	30
Multimodal Dynamic Pricing	30
Persuading Customers to Buy Early: The Value of Personalized Information Provisioning	30
Social Learning in the COVID-19 Pandemic: Community Establishments’ Closure Decisions Follow Those of Nearby Chain Establishments	30
Time Encoding in Languages and Investment Efficiency	29
Are Inventors or Firms the Engines of Innovation?	29
Market Design, Human Behavior, and Management	29
Disclosure Dynamics and Investor Learning	29
FinTech Lending and Bank Credit Access for Consumers	29
Creating Exercise Habits Using Incentives: The Trade-off Between Flexibility and Routinization	28
Dynamic Pricing (and Assortment) Under a Static Calendar	28
Panic Selling When Disaster Strikes: Evidence in the Bond and Stock Markets	28
Comparing Non-GAAP EPS in Earnings Announcements and Proxy Statements	28
The Limits of Incentives in Economic Matching Procedures	28
Customer Preference and Station Network in the London Bike-Share System	28
The Demand for, and Avoidance of, Information	28
Informing the Public About a Pandemic	28
Near-Optimal A-B Testing	28
Knowledge Sharing in Alliances and Alliance Portfolios	28
The Financialization of Storable Commodities	28
A Model of Cryptocurrencies	27
Prescriptive Analytics for Flexible Capacity Management	27
Financial Reporting and Entrepreneurial Finance: Evidence from Equity Crowdfunding	27
Last-Place Aversion in Queues	27