Information Systems Research

Article	Citations
Research Spotlights	198
Generalizing the Information Systems Artifact	176
Lost Time in Crowdsourcing Contests	170
Personalized Privacy Preservation in Consumer Mobile Trajectories	100
The Unknowability of Autonomous Tools and the Liminal Experience of Their Use	74
The Impacts of Internet Monitoring on Employees’ Cyberloafing and Organizational Citizenship Behavior: A Longitudinal Field Quasi-Experiment	73
Consequences of China’s 2018 Online Lending Regulation and the Promise of PolicyTech	67
About Our Authors	64
Consequences of Information Feed Integration on User Engagement and Contribution: A Natural Experiment in an Online Knowledge-Sharing Community	60
Coordination in Multibrand, Multimedia Advertising: Is It Always a Good Thing?	58
Dynamic Bayesian Network–Based Product Recommendation Considering Consumers’ Multistage Shopping Journeys: A Marketing Funnel Perspective	57
Does Virtual Reality Help Property Sales? Empirical Evidence from a Real Estate Platform	56
Competition and Distortion: A Theory of Information Bias on the Peer-to-Peer Lending Market	50
Research Spotlights	49
Acknowledgment to Reviewers (2021)	47
Editorial Board	47
About Our Authors	46
About Our Authors	46
Research Spotlights	46
Analyzing Frictions in Generalized Second-Price Auction Markets	45
Research Spotlights	45
Competing Combinatorial Auctions	43
The Decoy Effect and Recommendation Systems	41
The Welfare Impact of Targeted Advertising Technologies	41
Differential Impact of Content in Online Communication on Heterogeneous Candidates: A Field Study in Technical Recruitment	41

Threatened by AI: Analyzing Users’ Responses to the Introduction of AI in a Crowd-Sourcing Platform	41
Numerological Heuristics and Credit Risk in Peer-to-Peer Lending	41
Intellectual Diversity in IS Research: Discipline-Based Conceptualization and an Illustration from Information Systems Research	40
Examining the Impact of Television-Program-Induced Emotions on Online Word-of-Mouth Toward Television Advertising	39
Uncovering the Neural Processes of Privacy: A Neurally Informed Behavioral Intervention to Protect Information Privacy	39
How Is Mobile User Behavior Different? A Hidden Markov Model of Cross-Mobile Application Usage Dynamics	38
Role of Social Media in Social Protest Cycles: A Sociomaterial Examination	37
Push It Cross the Finish Line—Designing Online Interfaces to Induce Choice Closure at the Postdecision Prepurchase Stage	36
User Competence with Enterprise Systems: The Effects of Work Environment Factors	35
Task Characteristics and Incentives in Collaborative Problem Solving: Evidence from Three Field Experiments	33
HyperCARS: Using Hyperbolic Embeddings for Generating Hierarchical Contextual Situations in Context-Aware Recommender Systems	33
A Study of Ride-Hailing Platforms’ Business Models in the Presence of Surge Demand	32
When Is More Merrier? A Cloud-Based Architecture to Procure Impressions from Multiple Ad Exchanges	32
Dynamics of Shared Security in the Cloud	31
How to Assign Scarce Resources Without Money: Designing Information Systems that are Efficient, Truthful, and (Pretty) Fair	31
An Economic Analysis of Rebates Conditional on Positive Reviews	31
When the Clock Strikes: A Multimethod Investigation of On-the-Hour Effects in Online Learning	31
Identity Work in Interdependent Professional Groups: The Role of a Target Identity in Enterprise Systems Implementation	31
Socialize More, Pay Less: Randomized Field Experiments on Social Pricing	31
The Consequences of Rating Inflation on Platforms: Evidence from a Quasi-Experiment	31
Social Sharing, Public Perception, and Brand Competition in a Horizontally Differentiated Market	30
Identification of Causal Mechanisms from Randomized Experiments: A Framework for Endogenous Mediation Analysis	30
To Partner or Not to Partner? The Partnership Between Platforms and Data Brokers in Two-Sided Markets	30
Skill-Biased Technical Change, Again? Online Gig Platforms and Local Employment	30
Two-Sided Impacts of Service Provider’s Identity Disclosure in e-Customer Service Platforms: Evidence from Two Field Experiments	29
Bystanders Join in Cyberbullying on Social Networking Sites: The Deindividuation and Moral Disengagement Perspectives	29
Creative Appeals in Firm-Generated Content and Product Performance	28
Win by Hook or Crook? Self-Injecting Favorable Online Reviews to Fight Adjacent Rivals	28
Shared Prosperity (or Lack Thereof) in the Sharing Economy	28
Excessive Mobile Use and Family-Work Conflict: A Resource Drain Theory Approach to Examine Their Effects on Productivity and Well-Being	28
Should Ad Exchanges Subsidize Advertisers to Acquire Targeting Data?	27
Information Control for Creator Brand Management in Subscription-Based Crowdfunding	27
Understanding the Dynamic and Episodic Nature of Technostressors and Their Effects on Cyberdeviance: A Daily Field Investigation	26
Mr. Right or Mr. Best: The Role of Information Under Preference Mismatch in Online Dating	25
Longitudinal Impact of Preference Biases on Recommender Systems’ Performance	25
Strategic Expectation Setting of Delivery Time on Marketplaces	24
Digital Approaches to Societal Grand Challenges: Toward a Broader Research Agenda on Managing Global-Local Design Tensions	24
Winner Takes All? The Blockbuster Effect on Crowdfunding Platforms	24
An Explainable Artificial Intelligence Approach Using Graph Learning to Predict Intensive Care Unit Length of Stay	24
Modifying Transactional Databases to Hide Sensitive Association Rules	23
Juggling Information Technology (IT) Exploration and Exploitation: A Proportional Balance View of IT Ambidexterity	22
The Power of Renegotiation and Monitoring in Software Outsourcing: Substitutes or Complements?	22
Social Media Marketing, Quality Signaling, and the Goldilocks Principle	22
Does Congestion Always Hurt? Managing Discount Under Congestion in a Game-Theoretic Setting	22
Trial-Period Technostress: A Conceptual Definition and Mixed-Methods Investigation	22
Spoiled for Choice? Personalized Recommendation for Healthcare Decisions: A Multiarmed Bandit Approach	21
FairPlay: Detecting and Deterring Online Customer Misbehavior	21
Winning by Learning? Effect of Knowledge Sharing in Crowdsourcing Contests	21
Human–Robot Interaction: When Investors Adjust the Usage of Robo-Advisors in Peer-to-Peer Lending	21
The Hidden Costs and Benefits of Monitoring in the Gig Economy	20

Motion Sensor–Based Fall Prevention for Senior Care: A Hidden Markov Model with Generative Adversarial Network Approach	19
Self-Regulation and External Influence: The Relative Efficacy of Mobile Apps and Offline Channels for Personal Weight Management	19
Achieving a Balance Between Privacy Protection and Data Collection: A Field Experimental Examination of a Theory-Driven Information Technology Solution	18
Research Spotlights	18
Task Characteristics and Incentives in Collaborative Problem Solving: Evidence from Three Field Experiments	18
Customer Acquisition via Explainable Deep Reinforcement Learning	18
Addressing Online Users’ Suspicion of Sponsored Search Results: Effects of Informational Cues	18
Editorial: Some Thoughts on Reviewing for Information Systems Research and Other Leading Information Systems Journals	17
Editorial Board	17
Social Trading, Communication, and Networks	17
A Smart Ad Display System	17
Encouraging Eco-driving with Post-trip Visualized Storytelling: An Experiment Combining Eye-Tracking and a Driving Simulator	17
Satisfaction to Stay, Regret to Switch: Understanding Post-adoption Regret in Choosing Competing Technologies When Herding	17
About Our Authors	17
Does David Make A Goliath? Impact of Rival’s Expertise Signals on Online User Engagement	16
About Our Authors	16
Personalized Ranking at a Mobile App Distribution Platform	16
And No One Gets the Short End of the Stick: A Blockchain-Based Approach to Solving the Two-Sided Opportunism Problem in Interorganizational Information Sharing	16
Artificial Intelligence (AI) Assistant in Online Shopping: A Randomized Field Experiment on a Livestream Selling Platform	16
The Effect of Popularity Cues and Peer Endorsements on Assertive Social Media Ads	15
Coordination in a Digital Platform Organization	15
Long-Range Social Influence in Phone Communication Networks on Offline Adoption Decisions	15
Impact of the General Data Protection Regulation on the Global Mobile App Market: Digital Trade Implications of Data Protection and Privacy Regulations	15
Mirror, Mirror on the Wall: Algorithmic Assessments, Transparency, and Self-Fulfilling Prophecies	15
Correcting Misclassification Bias in Regression Models with Variables Generated via Data Mining	15
Where You Live Matters: Local Bank Competition, Online Marketplace Lending, and Disparity in Borrower Benefits	15
Editorial Board	15
Research Spotlights	14
Leveraging the Digital Tracing Alert in Virus Fight: The Impact of COVID-19 Cell Broadcast on Population Movement	14
An Onto-Epistemological Analysis of Information Privacy Research	14
A Theory-Driven Deep Learning Method for Voice Chat–Based Customer Response Prediction	14
Uncovering the Neural Processes of Privacy: A Neurally Informed Behavioral Intervention to Protect Information Privacy	14
Editorial: There Are Promises to Keep and Miles to Go Before I Leave…	14
Ontology-Based Intelligent Interface Personalization for Protection Against Phishing Attacks	14
Not Registered? Please Sign Up First: A Randomized Field Experiment on the Ex Ante Registration Request	13
Online Food Delivery Platforms and Female Labor Force Participation	13
Smart Testing with Vaccination: A Bandit Algorithm for Active Sampling for Managing COVID-19	13
Optimal Joint Assortment for an Omni-Channel Retailer	13
The Attention Economy: Measuring the Value of Free Goods on the Internet	13
Uncertainty Reduction vs. Reciprocity: Understanding the Effect of a Platform-Initiated Reviewer Incentive Program on Regular Ratings	13
Promoting Security Behaviors in Remote Work Environments: Personal Values Shaping Information Security Policy Compliance	12
Team Makes You Better: Evidence from Online Medical Consultation Platforms	12
How Do Recommender Systems Lead to Consumer Purchases? A Causal Mediation Analysis of a Field Experiment	12
The Death of a Technical Skill	12
Growing Platforms by Adding Complementors Without a Contract	12
Information Technology Skills and Labor Market Outcomes for Workers	12
sDTM: A Supervised Bayesian Deep Topic Model for Text Analytics	12
Just DM Me (Politely): Direct Messaging, Politeness, and Hiring Outcomes in Online Labor Markets	12
Less Artificial, More Intelligent: Understanding Affinity, Trustworthiness, and Preference for Digital Humans	12
Designing Personalized Treatment Plans for Breast Cancer	12
News-Induced Dynamic Networks for Market Signaling: Understanding the Impact of News on Firm Equity Value	11
Developing a Composite Measure to Represent Information Flows in Networks: Evidence from a Stock Market	11
Speak with One Voice? Examining Content Coordination and Social Media Engagement During Disasters	11
Managing Congestion in a Matching Market via Demand Information Disclosure	11
Monitoring and the Cold Start Problem in Digital Platforms: Theory and Evidence from Online Labor Markets	11
Coupons or Free Shipping? Effects of Price Promotion Strategies on Online Review Ratings	10
Does Money Talk? The Impact of Monetary Incentives on User-Generated Content Contributions	10
Healthcare Across Boundaries: Urban-Rural Differences in the Consequences of Telehealth Adoption	10
IT Knowledge Spillovers, Absorptive Capacity, and Productivity: Evidence from Enterprise Software	10
Platform Governance with Algorithm-Based Content Moderation: An Empirical Study on Reddit	10
Artificial Intelligence and Firm Resilience: Empirical Evidence from Natural Disaster Shocks	10
Informal Payments and Doctor Engagement in an Online Health Community: An Empirical Investigation Using Generalized Synthetic Control	10
Join Up or Stay Away? Coalition Formation for Critical IT Infrastructure	10
Value Destruction in Information Technology Ecosystems: A Mixed-Method Investigation with Interpretive Case Study and Analytical Modeling	10
Human vs. Automated Sales Agents: How and Why Customer Responses Shift Across Sales Stages	10
The Impact of an Augmented-Reality Game on Local Businesses: A Study of Pokémon Go on Restaurants	9
Pathways for Design Research on Artificial Intelligence	9
And the Winner Is …? The Desirable and Undesirable Effects of Platform Awards	9
Deeper Down the Rabbit Hole: How Technology Conspiracy Beliefs Emerge and Foster a Conspiracy Mindset	9
When Images Backfire: The Effect of Customer-Generated Images on Product Rating Dynamics	9
Save Face or Save Life: Physicians’ Dilemma in Using Clinical Decision Support Systems	9
A Hashtag Is Worth a Thousand Words: An Empirical Investigation of Social Media Strategies in Trademarking Hashtags	9
Predicting Instructor Performance in Online Education: An Interpretable Hierarchical Transformer with Contextual Attention	8
Acknowledgment to Reviewers (2022)	8
Competitive Poaching in Search Advertising: Two Randomized Field Experiments	8
Dinner at Your Doorstep: Service Innovation via the Gig Economy on Food Delivery Platforms	8
Editorial Board	8
Direct and Indirect Spillovers from Content Providers’ Switching: Evidence from Online Livestreaming	8
Evolution of Referrals over Customers’ Life Cycle: Evidence from a Ride-Sharing Platform	8
Optional Verification and Signaling in Online Matching Markets: Evidence from a Randomized Field Experiment	8

About Our Authors	8
Who’s Watching TV?	8
Learning to Be Creative: A Mutually Exciting Spatiotemporal Point Process Model for Idea Generation in Open Innovation	8
Augmenting Social Bot Detection with Crowd-Generated Labels	8
Monitoring and Home Bias in Global Hiring: Evidence from an Online Labor Platform	7
Understanding Inconsistent Employee Compliance with Information Security Policies Through the Lens of the Extended Parallel Process Model	7
Configuring the Enterprise Systems Portfolio: The Role of Information Risk	7
Editorial Board	7
Learning Personalized Privacy Preference from Public Data	7
Improving Convenience or Saving Face? An Empirical Analysis of the Use of Facial Recognition Payment Technology in Retail	7
On the Same Page? What Users Benefit from a Desktop View on Mobile Devices	7
About Our Authors	7
On Crafting Effective Theoretical Contributions for Empirical Papers in Economics of Information Systems: Some Editorial Reflections	7
Countering State-Controlled Media Propaganda Through Labeling: Evidence from Facebook	7
Opening First-Party App Resources: Empirical Evidence of Free-Riding	7
Transporting Causal Effects Across Populations Using Structural Causal Modeling: An Illustration to Work-from-Home Productivity	7
Direct Communication and Two-Sided Matching Quality on a Digital Platform: A Perspective of Choice Based on Consideration Set	7
User-Generated Content Shapes Judicial Reasoning: Evidence from a Randomized Control Trial on Wikipedia	6
How Does Online Information Influence Offline Transactions? Insights from Digital Real Estate Platforms	6
Gamified Challenges in Online Weight-Loss Communities	6
Show Me the Money: The Economic Impact of Membership-Based Free Shipping Programs on E-Tailers	6
Ontology-Based Information Extraction for Labeling Radical Online Content Using Distant Supervision	6
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	6
Seller Organization and Percentage Fee Design in the Daily Deal Market	6
Background Music Recommendation on Short Video Sharing Platforms	6
The Effects of Price Rank on Clicks and Conversions in Product List Advertising on Online Retail Platforms	6
Second Screening—The Influence of Concurrent TV Consumption on Online Shopping Behavior	6
Design for Social Sharing: The Case of Mobile Apps	6
Seems Legit: An Investigation of the Assessing and Sharing of Unverifiable Messages on Online Social Networks	6
The Impact of Mobile Data Cost on Consumer Price Sensitivity: A Study of a Hotel Booking App	6
Crowdworking: Nurturing Expert-Centric Absorptive Capacity	6
The Race for Online Reputation: Implications for Platforms, Firms, and Consumers	6
Stress from Digital Work: Toward a Unified View of Digital Hindrance Stressors	6
Does Social Media Accelerate Product Recalls? Evidence from the Pharmaceutical Industry	6
Reporting Technologies and Textual Readability: Evidence from the XBRL Mandate	6
Sponsored Data: Smarter Data Pricing with Incomplete Information	5
Return of the Movie Night? Analyzing the Impact of Netflix Subscriptions on Offline Movie Spending	5
Bidding on a Peer-to-Peer Energy Market: An Exploratory Field Study	5
Digital “x”—Charting a Path for Digital-Themed Research	5
How Does Intelligent System Knowledge Empowerment Yield Payoffs? Uncovering the Adaptation Mechanisms and Contingency Role of Work Experience	5
Predicting Stages in Omnichannel Path to Purchase: A Deep Learning Model	5
Making Digital Innovation Happen: A Chief Information Officer Issue Selling Perspective	5
Sprint Zeal or Sprint Fatigue? The Benefits and Burdens of Agile ISD Practices Use for Developer Well-Being	5
Strategic Implications of Online Retail Platforms’ Membership-Based Free Shipping Programs	5
Are You What You Tweet? The Impact of Sentiment on Digital News Consumption and Social Media Sharing	5
Are Neighbors Alike? A Semisupervised Probabilistic Collaborative Learning Model for Online Review Spammers Detection	5
The Anchoring Effect, Algorithmic Fairness, and the Limits of Information Transparency for Emotion Artificial Intelligence	5
Functional IT Complementarity and Hospital Performance in the United States: A Longitudinal Investigation	5
The Scope of Software Patent Protection in the Digital Age: Evidence from Alice	5
Mergers Between On-Demand Service Platforms: The Impact on Consumer Surplus and Labor Welfare	5
Are Traditional Performance Reviews Outdated? An Empirical Analysis on Continuous, Real-Time Feedback in the Workplace	5
Attending to Customer Attention: A Novel Deep Learning Method for Leveraging Multimodal Online Reviews to Enhance Sales Prediction	5
Measuring Product Type and Purchase Uncertainty with Online Product Ratings: A Theoretical Model and Empirical Application	5
What’s in a “Username”? The Effect of Perceived Anonymity on Herding in Crowdfunding	5
Impact of Telehealth and Process Virtualization on Healthcare Utilization	5
Deep Learning of Spatiotemporal Patterns for Urban Mobility Prediction Using Big Data	5
The Next Frontiers of Digital Innovation Research	4
Firm-Sponsored Online Communities: Building Alignment Capabilities for Participatory Governance	4
All External Reference Prices Are Not the Same: How Magnitude, Source, and Fairness Shape Payment for Digital Goods	4
Getting Personal: A Deep Learning Artifact for Text-Based Measurement of Personality	4
Brand Crisis and Customer Relationship Management on Social Media: Evidence from a Natural Experiment from the Airline Industry	4
Understanding Lenders’ Investment Behavior in Online Peer-to-Peer Lending: A Construal Level Theory Perspective	4
Signaling Effects Under Dynamic Capacity in Online Matching Platforms: Evidence from Online Health Consultation Communities	4
Augmenting Medical Diagnosis Decisions? An Investigation into Physicians’ Decision-Making Process with Artificial Intelligence	4
Platform Refund Insurance or Being Cast Out: Quantifying the Signaling Effect of Refund Options in the Online Service Marketplace	4
Exploring Contrasting Effects of Trust in Organizational Security Practices and Protective Structures on Employees’ Security-Related Precaution Taking	4
Pay-What-You-Want Pricing in the Digital Product Marketplace: A Feasible Alternative to Piracy Prevention?	4
Punished for Success? A Natural Experiment of Displaying Clinical Hospital Quality on Review Platforms	4
Strategic Content Generation and Monetization in Financial Social Media	4
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	4
The Impact of Situational Achievement Goals on Online Learning Behavior: Results from Field Experiments	4
Research Spotlights	3
Call for Papers—Special Issue of Information Systems Research—Unleashing the Power of Information Technology for Strategic Management of Disasters	3
Welfare Implications in Intermediary Networks	3
About Our Authors	3
Calibration of Heterogeneous Treatment Effects in Randomized Experiments	3
Bidder Support in Multi-item Multi-unit Continuous Combinatorial Auctions: A Unifying Theoretical Framework	3
About Our Authors	3
Research Spotlights	3
Mobile Apps, Trading Behaviors, and Portfolio Performance: Evidence from a Quasi-Experiment in China	3
Mining Bilateral Reviews for Online Transaction Prediction: A Relational Topic Modeling Approach	3
Informal Payments and Doctor Engagement in an Online Health Community: An Empirical Investigation Using Generalized Synthetic Control	3
The Impact of Process- vs. Outcome-Oriented Reviews on the Sales of Healthcare Services	3
Personal Achievement Goals, Learning Strategies, and Perceived IT Affordances	3
Noisebnb: An Empirical Analysis of Home-Sharing Platforms and Residential Noise Complaints	3
Which Enemy to Dance with? A New Role of Software Piracy in Influencing Antipiracy Strategies	3
Atrophy in Aging Systems: Evidence, Dynamics, and Antidote	3
About Our Authors	3
About Our Authors	3
Research Spotlights	3
Research Spotlights	3
Content Length Limit: How Does It Matter for a Consumer-to-Consumer Media Platform?	3
Beyond Risk: A Measure of Distribution Uncertainty	3
Research Spotlights	3
Editorial Board	3