Information Systems Research

Article	Citations
A Study of Ride-Hailing Platforms’ Business Models in the Presence of Surge Demand	206
Bystanders Join in Cyberbullying on Social Networking Sites: The Deindividuation and Moral Disengagement Perspectives	188
User Competence with Enterprise Systems: The Effects of Work Environment Factors	181
Competition and Distortion: A Theory of Information Bias on the Peer-to-Peer Lending Market	111
Research Spotlights	82
Research Spotlights	77
Editorial Board	76
Win by Hook or Crook? Self-Injecting Favorable Online Reviews to Fight Adjacent Rivals	71
Intellectual Diversity in IS Research: Discipline-Based Conceptualization and an Illustration from Information Systems Research	63
Lost Time in Crowdsourcing Contests	62
To Partner or Not to Partner? The Partnership Between Platforms and Data Brokers in Two-Sided Markets	60
Juggling Information Technology (IT) Exploration and Exploitation: A Proportional Balance View of IT Ambidexterity	57
Identification of Causal Mechanisms from Randomized Experiments: A Framework for Endogenous Mediation Analysis	55
Generalizing the Information Systems Artifact	53
An Economic Analysis of Rebates Conditional on Positive Reviews	51
Team-Enacted Use versus Developer-Needed Use of Agile Practices: How Perceptual (In-)Congruence and Team Feedback-Seeking Shape Developer Well-Being	49
Understanding the Dynamic and Episodic Nature of Technostressors and Their Effects on Cyberdeviance: A Daily Field Investigation	48
Does Virtual Reality Help Property Sales? Empirical Evidence from a Real Estate Platform	48
Artificial Intelligence and Firm Resilience: Empirical Evidence from Natural Disaster Shocks	47
Editorial Board	46
Editorial: Some Thoughts on Reviewing for Information Systems Research and Other Leading Information Systems Journals	46
Not Registered? Please Sign Up First: A Randomized Field Experiment on the Ex Ante Registration Request	45
Human vs. Automated Sales Agents: How and Why Customer Responses Shift Across Sales Stages	45
Save Face or Save Life: Physicians’ Dilemma in Using Clinical Decision Support Systems	43
Leveraging the Digital Tracing Alert in Virus Fight: The Impact of COVID-19 Cell Broadcast on Population Movement	43

Online Food Delivery Platforms and Female Labor Force Participation	42
Uncertainty Reduction vs. Reciprocity: Understanding the Effect of a Platform-Initiated Reviewer Incentive Program on Regular Ratings	41
A Hashtag Is Worth a Thousand Words: An Empirical Investigation of Social Media Strategies in Trademarking Hashtags	40
IT Knowledge Spillovers, Absorptive Capacity, and Productivity: Evidence from Enterprise Software	40
Ontology-Based Intelligent Interface Personalization for Protection Against Phishing Attacks	39
Acknowledgment to Reviewers (2022)	39
About Our Authors	39
Punished for Success? A Natural Experiment of Displaying Clinical Hospital Quality on Review Platforms	38
Functional IT Complementarity and Hospital Performance in the United States: A Longitudinal Investigation	37
The Next Frontiers of Digital Innovation Research	36
Transporting Causal Effects Across Populations Using Structural Causal Modeling: An Illustration to Work-from-Home Productivity	35
Follow Your Heart or Listen to Users? The Case of Mobile App Design	35
Sprint Zeal or Sprint Fatigue? The Benefits and Burdens of Agile ISD Practices Use for Developer Well-Being	34
Deeper Down the Rabbit Hole: How Technology Conspiracy Beliefs Emerge and Foster a Conspiracy Mindset	34
Getting Personal: A Deep Learning Artifact for Text-Based Measurement of Personality	33
Predicting Stages in Omnichannel Path to Purchase: A Deep Learning Model	33
User-Generated Content Shapes Judicial Reasoning: Evidence from a Randomized Control Trial on Wikipedia	32
Who’s Watching TV?	32
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	32
On the Same Page? What Users Benefit from a Desktop View on Mobile Devices	32
Monitoring and Home Bias in Global Hiring: Evidence from an Online Labor Platform	32
Ontology-Based Information Extraction for Labeling Radical Online Content Using Distant Supervision	31
Fun Shopping: A Randomized Field Experiment on Gamification	31
Noisebnb: An Empirical Analysis of Home-Sharing Platforms and Residential Noise Complaints	31
When More Can Be Less: The Effect of Add-On Insurance on the Consumption of Professional Services	31
Research Spotlights	31
Omnificence or Differentiation? An Empirical Study of Knowledge Structure and Career Development of IT Workers	30
A Natural Disaster Reshapes Prosocial Microlending	30
Complementarity Between Investment in Information Technology (IT) and IT Human Resources: Implications for Different Types of Firm Innovation	29
Pricing in Nonconvex Markets: How to Price Electricity in the Presence of Demand Response	29
Can Providing Algorithmic Performance Information Facilitate Humans’ Inventory Ordering Behaviors?	28
A Theory of Information Compression: When Judgments Are Costly	28
More Than a Bot? The Impact of Disclosing Human Involvement on Customer Interactions with Hybrid Service Agents	27
Which Enemy to Dance with? A New Role of Software Piracy in Influencing Antipiracy Strategies	27
Focus Within or On Others: The Impact of Reviewers’ Attentional Focus on Review Helpfulness	27
The Secret to Finding a Match: A Field Experiment on Choice Capacity Design in an Online Dating Platform	26
Software Components and Product Variety in a Platform Ecosystem: A Dynamic Network Analysis of WordPress	26
Expl(AI)ned: The Impact of Explainable Artificial Intelligence on Users’ Information Processing	26
Research Spotlights	25
Editorial Board	25
Racial Bias in Customer Service: Evidence from Twitter	24
Ridesharing and Digital Resilience for Urban Anomalies: Evidence from the New York City Taxi Market	24
Research Spotlights	24
Single-Sourcing vs. Multisourcing: An Empirical Analysis of Large Information Technology Outsourcing Arrangements	23
Adjusting Skillset Cohesion in Online Labor Markets: Reputation Gains and Opportunity Losses	23
Pushing Yourself Harder: The Effects of Mobile Touch Modes on Users’ Self-Regulation	23
Shedding Light on the Dark: The Impact of Legal Enforcement on Darknet Transactions	22
About Our Authors	22
Routine and Innovative Use of Enterprise System: Intricacy of Change Management Levers, System Characteristics, and Regulatory Focus	22
Unveiling the Cost of Free: How an Ad-Sponsored Model Affects Serialized Digital Content Creation	22

Overcoming the Single-IS Paradigm in Individual-Level IS Research	22
When Does Beauty Pay? A Large-Scale Image-Based Appearance Analysis on Career Transitions	22
Extending Digital Ventures Through Templating	21
Business Value of Information Technology Capabilities: An Institutional Governance Perspective	21
How Network Embeddedness Affects Real-Time Performance Feedback: An Empirical Investigation	21
Contextual Targeting in mHealth Apps: Harnessing Weather Information and Message Framing to Increase Physical Activity	20
When Sharing Economy Meets Traditional Business: Coopetition Between Ride-Sharing Platforms and Car-Rental Firms	20
The Screening Role of Design Parameters for Service Procurement Auctions in Online Service Outsourcing Platforms	20
Rethinking Gamification Failure: A Model and Investigation of Gamified System Maladaptive Behaviors	19
Decide Now or Later: Making Sense of Incoherence Across Online Reviews	19
Green Data Analytics of Supercomputing from Massive Sensor Networks: Does Workload Distribution Matter?	19
The Impact of Executives’ IT Expertise on Reported Data Security Breaches	19
The Janus Effect of Generative AI: Charting the Path for Responsible Conduct of Scholarly Activities in Information Systems	18
Exaptation in Platforms: A Theory of Origins, Mechanisms, and Consequences	18
About Our Authors	18
Post-Earnings-Announcement Drift Prediction: Leveraging Postevent Investor Responses with Multitask Learning	18
How Is Mobile User Behavior Different? A Hidden Markov Model of Cross-Mobile Application Usage Dynamics	18
Beyond Digital vs. IT: The Untold Story of Their Relationship from an Organizing Logic Perspective	17
The Power of Renegotiation and Monitoring in Software Outsourcing: Substitutes or Complements?	17
Mr. Right or Mr. Best: The Role of Information Under Preference Mismatch in Online Dating	17
An Explainable Artificial Intelligence Approach Using Graph Learning to Predict Intensive Care Unit Length of Stay	17
Digital Approaches to Societal Grand Challenges: Toward a Broader Research Agenda on Managing Global-Local Design Tensions	16
Motion Sensor–Based Fall Prevention for Senior Care: A Hidden Markov Model with Generative Adversarial Network Approach	16
Numerological Heuristics and Credit Risk in Peer-to-Peer Lending	16
Trial-Period Technostress: A Conceptual Definition and Mixed-Methods Investigation	16
Research Spotlights	16
Dynamic Bayesian Network–Based Product Recommendation Considering Consumers’ Multistage Shopping Journeys: A Marketing Funnel Perspective	16
Social Media Marketing, Quality Signaling, and the Goldilocks Principle	16
The Decoy Effect and Recommendation Systems	16
A Smart Ad Display System	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
Personalized Ranking at a Mobile App Distribution Platform	15
When Images Backfire: The Effect of Customer-Generated Images on Product Rating Dynamics	15
Editorial: There Are Promises to Keep and Miles to Go Before I Leave…	15
Healthcare Across Boundaries: Urban-Rural Differences in the Consequences of Telehealth Adoption	15
Promoting Security Behaviors in Remote Work Environments: Personal Values Shaping Information Security Policy Compliance	15
The Impact of an Augmented-Reality Game on Local Businesses: A Study of Pokémon Go on Restaurants	14
Seller Organization and Percentage Fee Design in the Daily Deal Market	14
Opening First-Party App Resources: Empirical Evidence of Free-Riding	14
Speak with One Voice? Examining Content Coordination and Social Media Engagement During Disasters	14
Editorial Board	14
Direct and Indirect Spillovers from Content Providers’ Switching: Evidence from Online Livestreaming	13
Research Spotlights	13
Informal Payments and Doctor Engagement in an Online Health Community: An Empirical Investigation Using Generalized Synthetic Control	13
Proactive Resource Request for Disaster Response: A Deep Learning-Based Optimization Model	13
About Our Authors	13
Augmenting Social Bot Detection with Crowd-Generated Labels	13
Are Traditional Performance Reviews Outdated? An Empirical Analysis on Continuous, Real-Time Feedback in the Workplace	13
Better Is Better? Signaling Paradoxes in Performance-Based Advertising	13
Reporting Technologies and Textual Readability: Evidence from the XBRL Mandate	13
About Our Authors	13
How Recommendation Affects Customer Search: A Field Experiment	13
Is a College Education Still Enough? The IT-Labor Relationship with Education Level, Task Routineness, and Artificial Intelligence	13
An Investigation of p-Hacking in E-Commerce A/B Testing	12
The Influence of Media Capabilities on Knowledge Contribution in Online Communities	12
Better to Give Than to Receive: Impact of Adding a Donation Scheme to Reward-Based Crowdfunding Campaigns	12
Analyzing the Impact of Public Buyer–Seller Engagement During Online Auctions	12
The Phishing Funnel Model: A Design Artifact to Predict User Susceptibility to Phishing Websites	12
Going Beyond Deterrence: A Middle-Range Theory of Motives and Controls for Insider Computer Abuse	12
Interorganizational Systems and Supply Chain Agility in Uncertain Environments: The Mediation Role of Supply Chain Collaboration	12
To Brush or Not to Brush: Product Rankings, Consumer Search, and Fake Orders	12
Consumer Acquisition for Recommender Systems: A Theoretical Framework and Empirical Evaluations	12
About Our Authors	11
Platform Loophole Exploitation, Recovery Measures, and User Engagement: A Quasi-Natural Experiment in Online Gaming	11
Editorial Board	11
Physical Stores as Warehouses for Online Channels: Implications for Channel Choices Under Competition	11
Operation Dumbo Drop: To Airdrop or Not to Airdrop for Initial Coin Offering Success?	11
From Anonymity to Accountability: How Virtual Identity Disclosure Changes the Quantity and Quality of “Likes”	10
How Information Technology Overcomes Deficiencies for Innovation in Small and Medium-Sized Enterprises: Closed Innovation vs. Open Innovation	10
The Attraction Effect in Crowdfunding	10
Smart Markets for Real-Time Allocation of Multiproduct Resources: The Case of Shared Electric Vehicles	10
Online to Offline: The Impact of Social Media on Offline Sales in the Automobile Industry	10
Healthcare Cost Prediction for Heterogeneous Patient Profiles Using Deep Learning Models with Administrative Claims Data	10
Ghosts in the Machine: How Marketing and Human Capital Investments Enhance Customer Growth When Innovative Services Leverage Self-Service Technologies	10
Ephemeral State-Dependent Recommendation for Digital Content	10
Strategic Best-Response Fairness Framework for Fair Machine Learning	10
Dynamic, Multidimensional, and Skillset-Specific Reputation Systems for Online Work	10
Moving Consumers from Free to Fee in Platform-Based Markets: An Empirical Study of Multiplayer Online Battle Arena Games	10
The Effect of Gender Expectations and Physical Attractiveness on Discussion of Weakness in Online Professional Recommendations	10

Integrated Decision Support for Disaster Risk Management: Aiding Preparedness and Response Decisions in Wildfire Management	10
Development Trajectory of Blockchain Platforms: The Role of Multirole	10
Impact of Own Brand Product Introduction on Optimal Pricing Models for Platform and Incumbent Sellers	10
Editorial Board	10
Augmenting Password Strength Meter Design Using the Elaboration Likelihood Model: Evidence from Randomized Experiments	9
Know Where to Invest: Platform Risk Evaluation in Online Lending	9
1 + 1 > 2? Information, Humans, and Machines	9
An Examination of the Dynamics of Crowdsourcing Contests: Role of Feedback Type	9
How IT Investments Help Hospitals Gain and Sustain Reputation in the Media: The Role of Signaling and Framing	9
Information Asymmetry Among Investors and Strategic Bidding in Peer-to-Peer Lending	9
Push It Cross the Finish Line—Designing Online Interfaces to Induce Choice Closure at the Postdecision Prepurchase Stage	9
Space Norms for Constructing Quality Reviews on Online Consumer Review Sites	9
Mobile Payment Adoption: An Empirical Investigation of Alipay	9
The Path to Hedonic Information System Use Addiction: A Process Model in the Context of Social Networking Sites	9
Discount Schemes for the Preemptible Service of a Cloud Platform with Unutilized Capacity	9
The Welfare Impact of Targeted Advertising Technologies	8
Research Spotlights	8
The Hidden Costs and Benefits of Monitoring in the Gig Economy	8
Personalized Privacy Preservation in Consumer Mobile Trajectories	8
About Our Authors	8
Threatened by AI: Analyzing Users’ Responses to the Introduction of AI in a Crowd-Sourcing Platform	8
Dynamics of Shared Security in the Cloud	8
How to Assign Scarce Resources Without Money: Designing Information Systems that are Efficient, Truthful, and (Pretty) Fair	8
Acknowledgment to Reviewers (2021)	8
When Is More Merrier? A Cloud-Based Architecture to Procure Impressions from Multiple Ad Exchanges	8
Consequences of Information Feed Integration on User Engagement and Contribution: A Natural Experiment in an Online Knowledge-Sharing Community	8
Consequences of China’s 2018 Online Lending Regulation and the Promise of PolicyTech	8
About Our Authors	8
Where You Live Matters: Local Bank Competition, Online Marketplace Lending, and Disparity in Borrower Benefits	7
Less Artificial, More Intelligent: Understanding Affinity, Trustworthiness, and Preference for Digital Humans	7
When the Clock Strikes: A Multimethod Investigation of On-the-Hour Effects in Online Learning	7
About Our Authors	7
Satisfaction to Stay, Regret to Switch: Understanding Post-adoption Regret in Choosing Competing Technologies When Herding	7
The Death of a Technical Skill	7
Uncovering the Neural Processes of Privacy: A Neurally Informed Behavioral Intervention to Protect Information Privacy	7
Editorial Board	7
Growing Platforms by Adding Complementors Without a Contract	7
Correcting Misclassification Bias in Regression Models with Variables Generated via Data Mining	7
Task Characteristics and Incentives in Collaborative Problem Solving: Evidence from Three Field Experiments	7
About Our Authors	6
Pathways for Design Research on Artificial Intelligence	6
Just DM Me (Politely): Direct Messaging, Politeness, and Hiring Outcomes in Online Labor Markets	6
Gamified Challenges in Online Weight-Loss Communities	6
Bidder Support in Multi-item Multi-unit Continuous Combinatorial Auctions: A Unifying Theoretical Framework	6
Blessing or Curse? Implications of Data Brokers for Publisher Competition	6
Crowdworking: Nurturing Expert-Centric Absorptive Capacity	6
Seems Legit: An Investigation of the Assessing and Sharing of Unverifiable Messages on Online Social Networks	6
Encouraging Eco-driving with Post-trip Visualized Storytelling: An Experiment Combining Eye-Tracking and a Driving Simulator	6
The Scope of Software Patent Protection in the Digital Age: Evidence from Alice	6
Learning to Be Creative: A Mutually Exciting Spatiotemporal Point Process Model for Idea Generation in Open Innovation	6
Untangling the Performance Impact of E-marketplace Sellers’ Deployment of Platform-Based Functions: A Configurational Perspective	6
Understanding Volunteer Crowdsourcing from a Multiplex Perspective	6
Predicting Instructor Performance in Online Education: An Interpretable Hierarchical Transformer with Contextual Attention	6
Informal Payments and Doctor Engagement in an Online Health Community: An Empirical Investigation Using Generalized Synthetic Control	6
Strategic Content Generation and Monetization in Financial Social Media	6
Deep Learning of Spatiotemporal Patterns for Urban Mobility Prediction Using Big Data	6
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	6
A Bitter Pill to Swallow? The Consequences of Patient Evaluation in Online Health Question-and-Answer Platforms	6
All External Reference Prices Are Not the Same: How Magnitude, Source, and Fairness Shape Payment for Digital Goods	6
Personal Achievement Goals, Learning Strategies, and Perceived IT Affordances	5
The Interdependence of Coordination and Cooperation in Information Technology Outsourcing	5
Mispricing and Algorithm Trading	5
Call for Papers—Special Issue of Information Systems Research—Unleashing the Power of Information Technology for Strategic Management of Disasters	5
Platform Refund Insurance or Being Cast Out: Quantifying the Signaling Effect of Refund Options in the Online Service Marketplace	5
Empowering Users with Narratives: Examining the Efficacy of Narratives for Understanding Data-Oriented Conceptual Models	5
Editorial for the Special Section on Humans, Algorithms, and Augmented Intelligence: The Future of Work, Organizations, and Society	5
An Experimental Evaluation of Gender Differences in Responses to Major-Donor Funding Schemes for Crowdfunded Social Ventures	5
Mobile Apps, Trading Behaviors, and Portfolio Performance: Evidence from a Quasi-Experiment in China	5
The Impact of Process- vs. Outcome-Oriented Reviews on the Sales of Healthcare Services	5
The Open Prison of the Big Data Revolution: False Consciousness, Faustian Bargains, and Digital Entrapment	5
Standing Up or Standing By: Understanding Bystanders’ Proactive Reporting Responses to Social Media Harassment	5
About Our Authors	5
Algorithmic Interactions in Open Source Work	5
Atrophy in Aging Systems: Evidence, Dynamics, and Antidote	5
Positive Demand Spillover of Popular App Adoption: Implications for Platform Owners’ Management of Complements	5
Fast Forecasting of Unstable Data Streams for On-Demand Service Platforms	5
Impressionable or Immune? Examining the Influence of Marquee Sellers in B2B Secondary Market Platforms for IT Products	4
Effects of Managerial Response to Negative Reviews on Future Review Valence and Complaints	4
Probing Digital Footprints and Reaching for Inherent Preferences: A Cause-Disentanglement Approach to Personalized Recommendations	4
When Variety Seeking Meets Unexpectedness: Incorporating Variety-Seeking Behaviors into Design of Unexpected Recommender Systems	4
Support Forums and Software Vendor’s Pricing Strategy	4
Editorial Board	4
Customer Engagement Prediction on Social Media: A Graph Neural Network Method	4
Cognitive Challenges in Human–Artificial Intelligence Collaboration: Investigating the Path Toward Productive Delegation	4
Flow of the Game: A Hidden Markov Model of Player Engagement in Online Mobile Games	4
Preparedness and Response in the Century of Disasters: Overview of Information Systems Research Frontiers	4
How Product Display Orientation Affects Customers’ Choice Satisfaction in Online Purchase: A Choice Closure Perspective	4
The Dark Side of Technological Modularity: Opportunistic Information Hiding During Interorganizational System Adoption	4
Effect of Online Professional Network Recommendations on the Likelihood of an Interview: A Field Study	4
Editorial Board	4
Fashionable Consumer Technology, IT Fashion, and Consumer Behavior	4