Information Systems Research

Article	Citations
A Study of Ride-Hailing Platforms’ Business Models in the Presence of Surge Demand	214
Research Spotlights	196
Research Spotlights	193
Editorial Board	122
Lost Time in Crowdsourcing Contests	92
Competition and Distortion: A Theory of Information Bias on the Peer-to-Peer Lending Market	83
Generalizing the Information Systems Artifact	79
Win by Hook or Crook? Self-Injecting Favorable Online Reviews to Fight Adjacent Rivals	78
Identification of Causal Mechanisms from Randomized Experiments: A Framework for Endogenous Mediation Analysis	63
User Competence with Enterprise Systems: The Effects of Work Environment Factors	63
Understanding the Dynamic and Episodic Nature of Technostressors and Their Effects on Cyberdeviance: A Daily Field Investigation	63
Juggling Information Technology (IT) Exploration and Exploitation: A Proportional Balance View of IT Ambidexterity	60
Bystanders Join in Cyberbullying on Social Networking Sites: The Deindividuation and Moral Disengagement Perspectives	56
An Economic Analysis of Rebates Conditional on Positive Reviews	56
Does Virtual Reality Help Property Sales? Empirical Evidence from a Real Estate Platform	54
To Partner or Not to Partner? The Partnership Between Platforms and Data Brokers in Two-Sided Markets	52
Forced to Change? Media Exposure of Labor Issues and Firm Artificial Intelligence Investment	52
Intellectual Diversity in IS Research: Discipline-Based Conceptualization and an Illustration from Information Systems Research	50
Team-Enacted Use versus Developer-Needed Use of Agile Practices: How Perceptual (In-)Congruence and Team Feedback-Seeking Shape Developer Well-Being	49
Artificial Intelligence and Firm Resilience: Empirical Evidence from Natural Disaster Shocks	48
Uncertainty Reduction vs. Reciprocity: Understanding the Effect of a Platform-Initiated Reviewer Incentive Program on Regular Ratings	46
Not Registered? Please Sign Up First: A Randomized Field Experiment on the Ex Ante Registration Request	46
Leveraging the Digital Tracing Alert in Virus Fight: The Impact of COVID-19 Cell Broadcast on Population Movement	46
Editorial Board	46
Save Face or Save Life: Physicians’ Dilemma in Using Clinical Decision Support Systems	45

Editorial: Some Thoughts on Reviewing for Information Systems Research and Other Leading Information Systems Journals	45
IT Knowledge Spillovers, Absorptive Capacity, and Productivity: Evidence from Enterprise Software	45
Online Food Delivery Platforms and Female Labor Force Participation	44
Human vs. Automated Sales Agents: How and Why Customer Responses Shift Across Sales Stages	43
Ontology-Based Intelligent Interface Personalization for Protection Against Phishing Attacks	43
A Hashtag Is Worth a Thousand Words: An Empirical Investigation of Social Media Strategies in Trademarking Hashtags	43
Acknowledgment to Reviewers (2022)	42
Follow Your Heart or Listen to Users? The Case of Mobile App Design	40
About Our Authors	40
User-Generated Content Shapes Judicial Reasoning: Evidence from a Randomized Control Trial on Wikipedia	38
Monitoring and Home Bias in Global Hiring: Evidence from an Online Labor Platform	38
Sprint Zeal or Sprint Fatigue? The Benefits and Burdens of Agile ISD Practices Use for Developer Well-Being	37
Do Reductions in Search Costs for Partial Information on Online Platforms Lead to Better Consumer Decisions? Evidence of Cognitive Miser Behavior from a Natural Experiment	37
Deeper Down the Rabbit Hole: How Technology Conspiracy Beliefs Emerge and Foster a Conspiracy Mindset	37
Ontology-Based Information Extraction for Labeling Radical Online Content Using Distant Supervision	36
Transporting Causal Effects Across Populations Using Structural Causal Modeling: An Illustration to Work-from-Home Productivity	36
Who’s Watching TV?	35
Getting Personal: A Deep Learning Artifact for Text-Based Measurement of Personality	33
Functional IT Complementarity and Hospital Performance in the United States: A Longitudinal Investigation	33
On the Same Page? What Users Benefit from a Desktop View on Mobile Devices	33
Punished for Success? A Natural Experiment of Displaying Clinical Hospital Quality on Review Platforms	33
The Next Frontiers of Digital Innovation Research	32
Research Spotlights	32
Predicting Stages in Omnichannel Path to Purchase: A Deep Learning Model	32
Noisebnb: An Empirical Analysis of Home-Sharing Platforms and Residential Noise Complaints	32
Can Providing Algorithmic Performance Information Facilitate Humans’ Inventory Ordering Behaviors?	31
Omnificence or Differentiation? An Empirical Study of Knowledge Structure and Career Development of IT Workers	31
A Natural Disaster Reshapes Prosocial Microlending	31
The Secret to Finding a Match: A Field Experiment on Choice Capacity Design in an Online Dating Platform	31
Software Components and Product Variety in a Platform Ecosystem: A Dynamic Network Analysis of WordPress	30
When More Can Be Less: The Effect of Add-On Insurance on the Consumption of Professional Services	30
A Theory of Information Compression: When Judgments Are Costly	30
Pricing in Nonconvex Markets: How to Price Electricity in the Presence of Demand Response	30
Complementarity Between Investment in Information Technology (IT) and IT Human Resources: Implications for Different Types of Firm Innovation	29
Which Enemy to Dance with? A New Role of Software Piracy in Influencing Antipiracy Strategies	28
Expl(AI)ned: The Impact of Explainable Artificial Intelligence on Users’ Information Processing	27
More Than a Bot? The Impact of Disclosing Human Involvement on Customer Interactions with Hybrid Service Agents	27
Fun Shopping: A Randomized Field Experiment on Gamification	27
Research Spotlights	26
Focus Within or On Others: The Impact of Reviewers’ Attentional Focus on Review Helpfulness	26
Editorial Board	26
Research Spotlights	25
Ridesharing and Digital Resilience for Urban Anomalies: Evidence from the New York City Taxi Market	25
Shedding Light on the Dark: The Impact of Legal Enforcement on Darknet Transactions	25
Adjusting Skillset Cohesion in Online Labor Markets: Reputation Gains and Opportunity Losses	24
Single-Sourcing vs. Multisourcing: An Empirical Analysis of Large Information Technology Outsourcing Arrangements	24
Racial Bias in Customer Service: Evidence from Twitter	24
Pushing Yourself Harder: The Effects of Mobile Touch Modes on Users’ Self-Regulation	24
About Our Authors	23
Contextual Targeting in mHealth Apps: Harnessing Weather Information and Message Framing to Increase Physical Activity	23

Unveiling the Cost of Free: How an Ad-Sponsored Model Affects Serialized Digital Content Creation	23
Extending Digital Ventures Through Templating	23
Routine and Innovative Use of Enterprise System: Intricacy of Change Management Levers, System Characteristics, and Regulatory Focus	23
Rethinking Gamification Failure: A Model and Investigation of Gamified System Maladaptive Behaviors	23
Business Value of Information Technology Capabilities: An Institutional Governance Perspective	23
When Sharing Economy Meets Traditional Business: Coopetition Between Ride-Sharing Platforms and Car-Rental Firms	22
Overcoming the Single-IS Paradigm in Individual-Level IS Research	22
How Network Embeddedness Affects Real-Time Performance Feedback: An Empirical Investigation	22
Green Data Analytics of Supercomputing from Massive Sensor Networks: Does Workload Distribution Matter?	22
When Does Beauty Pay? A Large-Scale Image-Based Appearance Analysis on Career Transitions	21
Decide Now or Later: Making Sense of Incoherence Across Online Reviews	21
Exaptation in Platforms: A Theory of Origins, Mechanisms, and Consequences	20
About Our Authors	20
The Screening Role of Design Parameters for Service Procurement Auctions in Online Service Outsourcing Platforms	20
The Impact of Executives’ IT Expertise on Reported Data Security Breaches	20
Post-Earnings-Announcement Drift Prediction: Leveraging Postevent Investor Responses with Multitask Learning	20
The Janus Effect of Generative AI: Charting the Path for Responsible Conduct of Scholarly Activities in Information Systems	20
The Decoy Effect and Recommendation Systems	19
Mr. Right or Mr. Best: The Role of Information Under Preference Mismatch in Online Dating	19
How Is Mobile User Behavior Different? A Hidden Markov Model of Cross-Mobile Application Usage Dynamics	19
An Explainable Artificial Intelligence Approach Using Graph Learning to Predict Intensive Care Unit Length of Stay	19
Social Media Marketing, Quality Signaling, and the Goldilocks Principle	19
Beyond Digital vs. IT: The Untold Story of Their Relationship from an Organizing Logic Perspective	19
Dynamic Bayesian Network–Based Product Recommendation Considering Consumers’ Multistage Shopping Journeys: A Marketing Funnel Perspective	18
Numerological Heuristics and Credit Risk in Peer-to-Peer Lending	18
The Power of Renegotiation and Monitoring in Software Outsourcing: Substitutes or Complements?	18
Trial-Period Technostress: A Conceptual Definition and Mixed-Methods Investigation	18
Digital Approaches to Societal Grand Challenges: Toward a Broader Research Agenda on Managing Global-Local Design Tensions	17
Motion Sensor–Based Fall Prevention for Senior Care: A Hidden Markov Model with Generative Adversarial Network Approach	17
Promoting Security Behaviors in Remote Work Environments: Personal Values Shaping Information Security Policy Compliance	16
Personalized Ranking at a Mobile App Distribution Platform	16
Research Spotlights	16
Editorial: There Are Promises to Keep and Miles to Go Before I Leave…	16
Speak with One Voice? Examining Content Coordination and Social Media Engagement During Disasters	16
When to Broadcast? Inventory Disclosure Policies for Online Sales of Limited Inventory	16
When Images Backfire: The Effect of Customer-Generated Images on Product Rating Dynamics	16
A Smart Ad Display System	16
Reporting Technologies and Textual Readability: Evidence from the XBRL Mandate	15
Are Traditional Performance Reviews Outdated? An Empirical Analysis on Continuous, Real-Time Feedback in the Workplace	15
Developing a Composite Measure to Represent Information Flows in Networks: Evidence from a Stock Market	15
Optimal Joint Assortment for an Omni-Channel Retailer	15
Seller Organization and Percentage Fee Design in the Daily Deal Market	15
Opening First-Party App Resources: Empirical Evidence of Free-Riding	15
Healthcare Across Boundaries: Urban-Rural Differences in the Consequences of Telehealth Adoption	15
Direct and Indirect Spillovers from Content Providers’ Switching: Evidence from Online Livestreaming	15
Augmenting Social Bot Detection with Crowd-Generated Labels	15
Editorial Board	15
The Impact of an Augmented-Reality Game on Local Businesses: A Study of Pokémon Go on Restaurants	15
About Our Authors	14
An Investigation of p-Hacking in E-Commerce A/B Testing	14
The Influence of Media Capabilities on Knowledge Contribution in Online Communities	14
About Our Authors	14
Lost in the Crowd: How Group Size and Content Moderation Shape User Engagement in Live Streaming	14
To Brush or Not to Brush: Product Rankings, Consumer Search, and Fake Orders	14
Research Spotlights	14
Better to Give Than to Receive: Impact of Adding a Donation Scheme to Reward-Based Crowdfunding Campaigns	14
How Recommendation Affects Customer Search: A Field Experiment	13
Better Is Better? Signaling Paradoxes in Performance-Based Advertising	13
Going Beyond Deterrence: A Middle-Range Theory of Motives and Controls for Insider Computer Abuse	13
About Our Authors	13
The Effect of Voice AI on Digital Commerce	13
Proactive Resource Request for Disaster Response: A Deep Learning-Based Optimization Model	13
Interorganizational Systems and Supply Chain Agility in Uncertain Environments: The Mediation Role of Supply Chain Collaboration	13
Editorial Board	13
Informal Payments and Doctor Engagement in an Online Health Community: An Empirical Investigation Using Generalized Synthetic Control	13
The Phishing Funnel Model: A Design Artifact to Predict User Susceptibility to Phishing Websites	13
Analyzing the Impact of Public Buyer–Seller Engagement During Online Auctions	13
Is a College Education Still Enough? The IT-Labor Relationship with Education Level, Task Routineness, and Artificial Intelligence	13
Impact of Own Brand Product Introduction on Optimal Pricing Models for Platform and Incumbent Sellers	12
Ephemeral State-Dependent Recommendation for Digital Content	12
Operation Dumbo Drop: To Airdrop or Not to Airdrop for Initial Coin Offering Success?	12
Platform Loophole Exploitation, Recovery Measures, and User Engagement: A Quasi-Natural Experiment in Online Gaming	12
Physical Stores as Warehouses for Online Channels: Implications for Channel Choices Under Competition	12
Strategic Best-Response Fairness Framework for Fair Machine Learning	12
How Information Technology Overcomes Deficiencies for Innovation in Small and Medium-Sized Enterprises: Closed Innovation vs. Open Innovation	12
Moving Consumers from Free to Fee in Platform-Based Markets: An Empirical Study of Multiplayer Online Battle Arena Games	11
Online to Offline: The Impact of Social Media on Offline Sales in the Automobile Industry	11
The Attraction Effect in Crowdfunding	11
Healthcare Cost Prediction for Heterogeneous Patient Profiles Using Deep Learning Models with Administrative Claims Data	11
Information Asymmetry Among Investors and Strategic Bidding in Peer-to-Peer Lending	11

Know Where to Invest: Platform Risk Evaluation in Online Lending	11
Development Trajectory of Blockchain Platforms: The Role of Multirole	11
Consumer Acquisition for Recommender Systems: A Theoretical Framework and Empirical Evaluations	11
Dynamic, Multidimensional, and Skillset-Specific Reputation Systems for Online Work	11
Discount Schemes for the Preemptible Service of a Cloud Platform with Unutilized Capacity	11
Editorial Board	11
Smart Markets for Real-Time Allocation of Multiproduct Resources: The Case of Shared Electric Vehicles	11
Integrated Decision Support for Disaster Risk Management: Aiding Preparedness and Response Decisions in Wildfire Management	11
Ghosts in the Machine: How Marketing and Human Capital Investments Enhance Customer Growth When Innovative Services Leverage Self-Service Technologies	11
The Effect of Gender Expectations and Physical Attractiveness on Discussion of Weakness in Online Professional Recommendations	11
From Anonymity to Accountability: How Virtual Identity Disclosure Changes the Quantity and Quality of “Likes”	11
Mobile Payment Adoption: An Empirical Investigation of Alipay	10
1 + 1 > 2? Information, Humans, and Machines	10
Space Norms for Constructing Quality Reviews on Online Consumer Review Sites	10
The Illusion of Authenticity in Online Reviews: Truth Bias and the Role of Valence	10
The Path to Hedonic Information System Use Addiction: A Process Model in the Context of Social Networking Sites	10
Push It Cross the Finish Line—Designing Online Interfaces to Induce Choice Closure at the Postdecision Prepurchase Stage	10
Augmenting Password Strength Meter Design Using the Elaboration Likelihood Model: Evidence from Randomized Experiments	10
How IT Investments Help Hospitals Gain and Sustain Reputation in the Media: The Role of Signaling and Framing	10
An Examination of the Dynamics of Crowdsourcing Contests: Role of Feedback Type	10
Acknowledgment to Reviewers (2021)	10
Threatened by AI: Analyzing Users’ Responses to the Introduction of AI in a Crowd-Sourcing Platform	9
Consequences of Information Feed Integration on User Engagement and Contribution: A Natural Experiment in an Online Knowledge-Sharing Community	9
Satisfaction to Stay, Regret to Switch: Understanding Post-adoption Regret in Choosing Competing Technologies When Herding	9
About Our Authors	9
The Welfare Impact of Targeted Advertising Technologies	9
How to Assign Scarce Resources Without Money: Designing Information Systems that are Efficient, Truthful, and (Pretty) Fair	9
Dynamics of Shared Security in the Cloud	9
About Our Authors	9
Growing Platforms by Adding Complementors Without a Contract	9
Research Spotlights	9
The Costs of Ambiguous Information Disclosure: On the Unintended Consequences of Providing Restaurant Hygiene Scores on Platforms in the United States	9
When the Clock Strikes: A Multimethod Investigation of On-the-Hour Effects in Online Learning	9
Consequences of China’s 2018 Online Lending Regulation and the Promise of PolicyTech	9
Editorial Board	9
The Death of a Technical Skill	9
Personalized Privacy Preservation in Consumer Mobile Trajectories	9
About Our Authors	9
The Hidden Costs and Benefits of Monitoring in the Gig Economy	9
When Is More Merrier? A Cloud-Based Architecture to Procure Impressions from Multiple Ad Exchanges	9
Task Characteristics and Incentives in Collaborative Problem Solving: Evidence from Three Field Experiments	8
Informal Payments and Doctor Engagement in an Online Health Community: An Empirical Investigation Using Generalized Synthetic Control	8
Less Artificial, More Intelligent: Understanding Affinity, Trustworthiness, and Preference for Digital Humans	8
Uncovering the Neural Processes of Privacy: A Neurally Informed Behavioral Intervention to Protect Information Privacy	8
Where You Live Matters: Local Bank Competition, Online Marketplace Lending, and Disparity in Borrower Benefits	8
Encouraging Eco-driving with Post-trip Visualized Storytelling: An Experiment Combining Eye-Tracking and a Driving Simulator	8
Correcting Misclassification Bias in Regression Models with Variables Generated via Data Mining	8
Pathways for Design Research on Artificial Intelligence	7
Crowdworking: Nurturing Expert-Centric Absorptive Capacity	7
The Scope of Software Patent Protection in the Digital Age: Evidence from Alice	7
All External Reference Prices Are Not the Same: How Magnitude, Source, and Fairness Shape Payment for Digital Goods	7
Strategic Content Generation and Monetization in Financial Social Media	7
About Our Authors	7
Gamified Challenges in Online Weight-Loss Communities	7
Too Tired and in Too Good of a Mood to Worry About Privacy: Explaining the Privacy Paradox Through the Lens of Effort Level in Information Processing	7
Seems Legit: An Investigation of the Assessing and Sharing of Unverifiable Messages on Online Social Networks	7
Just DM Me (Politely): Direct Messaging, Politeness, and Hiring Outcomes in Online Labor Markets	7
Predicting Instructor Performance in Online Education: An Interpretable Hierarchical Transformer with Contextual Attention	7
Deep Learning of Spatiotemporal Patterns for Urban Mobility Prediction Using Big Data	7
Learning to Be Creative: A Mutually Exciting Spatiotemporal Point Process Model for Idea Generation in Open Innovation	7
Call for Papers—Special Issue of Information Systems Research—Unleashing the Power of Information Technology for Strategic Management of Disasters	7
The Impact of Process- vs. Outcome-Oriented Reviews on the Sales of Healthcare Services	6
Fast Forecasting of Unstable Data Streams for On-Demand Service Platforms	6
Understanding Volunteer Crowdsourcing from a Multiplex Perspective	6
Personal Achievement Goals, Learning Strategies, and Perceived IT Affordances	6
Mispricing and Algorithm Trading	6
Untangling the Performance Impact of E-marketplace Sellers’ Deployment of Platform-Based Functions: A Configurational Perspective	6
How Product Display Orientation Affects Customers’ Choice Satisfaction in Online Purchase: A Choice Closure Perspective	6
A Bitter Pill to Swallow? The Consequences of Patient Evaluation in Online Health Question-and-Answer Platforms	6
Atrophy in Aging Systems: Evidence, Dynamics, and Antidote	6
Empowering Users with Narratives: Examining the Efficacy of Narratives for Understanding Data-Oriented Conceptual Models	6
Blessing or Curse? Implications of Data Brokers for Publisher Competition	6
Standing Up or Standing By: Understanding Bystanders’ Proactive Reporting Responses to Social Media Harassment	6
Editorial for the Special Section on Humans, Algorithms, and Augmented Intelligence: The Future of Work, Organizations, and Society	6
Positive Demand Spillover of Popular App Adoption: Implications for Platform Owners’ Management of Complements	6
Bidder Support in Multi-item Multi-unit Continuous Combinatorial Auctions: A Unifying Theoretical Framework	6
Mobile Apps, Trading Behaviors, and Portfolio Performance: Evidence from a Quasi-Experiment in China	6
The Open Prison of the Big Data Revolution: False Consciousness, Faustian Bargains, and Digital Entrapment	6
Platform Refund Insurance or Being Cast Out: Quantifying the Signaling Effect of Refund Options in the Online Service Marketplace	6
About Our Authors	6
Impressionable or Immune? Examining the Influence of Marquee Sellers in B2B Secondary Market Platforms for IT Products	5
Effects of Managerial Response to Negative Reviews on Future Review Valence and Complaints	5
Editorial Board	5
Editorial Board	5
Algorithmic Interactions in Open Source Work	5
Cognitive Challenges in Human–Artificial Intelligence Collaboration: Investigating the Path Toward Productive Delegation	5
Fashionable Consumer Technology, IT Fashion, and Consumer Behavior	5
The Digital Undertow: How the Corollary Effects of Digital Transformation Affect Industry Standards	5
Support Forums and Software Vendor’s Pricing Strategy	5
Customer Engagement Prediction on Social Media: A Graph Neural Network Method	5
Advancing Next-Generation Multimethod Research in Information Systems: A Framework and Some Recommendations for Authors and Evaluators	5
Flow of the Game: A Hidden Markov Model of Player Engagement in Online Mobile Games	5
Probing Digital Footprints and Reaching for Inherent Preferences: A Cause-Disentanglement Approach to Personalized Recommendations	5
When Variety Seeking Meets Unexpectedness: Incorporating Variety-Seeking Behaviors into Design of Unexpected Recommender Systems	5
The Dark Side of Technological Modularity: Opportunistic Information Hiding During Interorganizational System Adoption	5