Information Systems Research

Article	Citations
Research Spotlights	141
Generalizing the Information Systems Artifact	138
Personalized Privacy Preservation in Consumer Mobile Trajectories	116
The Unknowability of Autonomous Tools and the Liminal Experience of Their Use	107
Winner Takes All? The Blockbuster Effect on Crowdfunding Platforms	97
Bystanders Join in Cyberbullying on Social Networking Sites: The Deindividuation and Moral Disengagement Perspectives	81
Crowds, Lending, Machine, and Bias	66
Dynamic Bayesian Network–Based Product Recommendation Considering Consumers’ Multistage Shopping Journeys: A Marketing Funnel Perspective	66
The Impacts of Internet Monitoring on Employees’ Cyberloafing and Organizational Citizenship Behavior: A Longitudinal Field Quasi-Experiment	63
Consequences of China’s 2018 Online Lending Regulation and the Promise of PolicyTech	51
Consequences of Information Feed Integration on User Engagement and Contribution: A Natural Experiment in an Online Knowledge-Sharing Community	49
About Our Authors	49
Do Fit Opinions Matter? The Impact of Fit Context on Online Product Returns	47
Coordination in Multibrand, Multimedia Advertising: Is It Always a Good Thing?	47
The Welfare Impact of Targeted Advertising Technologies	46
Competition and Distortion: A Theory of Information Bias on the Peer-to-Peer Lending Market	43
Acknowledgment to Reviewers (2021)	41
Research Spotlights	41
Editorial Board	38
Research Spotlights	38
About Our Authors	35
About Our Authors	35
Research Spotlights	35
Analyzing Frictions in Generalized Second-Price Auction Markets	34
Intellectual Diversity in IS Research: Discipline-Based Conceptualization and an Illustration from Information Systems Research	34

The Decoy Effect and Recommendation Systems	34
Differential Impact of Content in Online Communication on Heterogeneous Candidates: A Field Study in Technical Recruitment	34
Competing Combinatorial Auctions	34
Does Virtual Reality Help Property Sales? Empirical Evidence from a Real Estate Platform	33
Shared Prosperity (or Lack Thereof) in the Sharing Economy	33
User Competence with Enterprise Systems: The Effects of Work Environment Factors	33
Uncovering the Neural Processes of Privacy: A Neurally Informed Behavioral Intervention to Protect Information Privacy	33
Task Characteristics and Incentives in Collaborative Problem Solving: Evidence from Three Field Experiments	32
HyperCARS: Using Hyperbolic Embeddings for Generating Hierarchical Contextual Situations in Context-Aware Recommender Systems	32
When Is More Merrier? A Cloud-Based Architecture to Procure Impressions from Multiple Ad Exchanges	31
Motion Sensor–Based Fall Prevention for Senior Care: A Hidden Markov Model with Generative Adversarial Network Approach	30
The Consequences of Rating Inflation on Platforms: Evidence from a Quasi-Experiment	29
How to Assign Scarce Resources Without Money: Designing Information Systems that are Efficient, Truthful, and (Pretty) Fair	28
Socialize More, Pay Less: Randomized Field Experiments on Social Pricing	28
Identity Work in Interdependent Professional Groups: The Role of a Target Identity in Enterprise Systems Implementation	28
When the Clock Strikes: A Multimethod Investigation of On-the-Hour Effects in Online Learning	27
Dynamics of Shared Security in the Cloud	26
The Hidden Costs and Benefits of Monitoring in the Gig Economy	26
Identification of Causal Mechanisms from Randomized Experiments: A Framework for Endogenous Mediation Analysis	25
Does Congestion Always Hurt? Managing Discount Under Congestion in a Game-Theoretic Setting	25
Social Sharing, Public Perception, and Brand Competition in a Horizontally Differentiated Market	25
An Economic Analysis of Rebates Conditional on Positive Reviews	24
To Partner or Not to Partner? The Partnership Between Platforms and Data Brokers in Two-Sided Markets	24
Achieving a Balance Between Privacy Protection and Data Collection: A Field Experimental Examination of a Theory-Driven Information Technology Solution	24
Skill-Biased Technical Change, Again? Online Gig Platforms and Local Employment	24
Numerological Heuristics and Credit Risk in Peer-to-Peer Lending	24
How Is Mobile User Behavior Different? A Hidden Markov Model of Cross-Mobile Application Usage Dynamics	23
Self-Regulation and External Influence: The Relative Efficacy of Mobile Apps and Offline Channels for Personal Weight Management	22
Two-Sided Impacts of Service Provider’s Identity Disclosure in e-Customer Service Platforms: Evidence from Two Field Experiments	22
The Power of Renegotiation and Monitoring in Software Outsourcing: Substitutes or Complements?	22
Juggling Information Technology (IT) Exploration and Exploitation: A Proportional Balance View of IT Ambidexterity	22
Human–Robot Interaction: When Investors Adjust the Usage of Robo-Advisors in Peer-to-Peer Lending	21
Role of Social Media in Social Protest Cycles: A Sociomaterial Examination	21
Winning by Learning? Effect of Knowledge Sharing in Crowdsourcing Contests	21
Creative Appeals in Firm-Generated Content and Product Performance	21
FairPlay: Detecting and Deterring Online Customer Misbehavior	21
Threatened by AI: Analyzing Users’ Responses to the Introduction of AI in a Crowd-Sourcing Platform	21
Examining the Impact of Television-Program-Induced Emotions on Online Word-of-Mouth Toward Television Advertising	21
Modifying Transactional Databases to Hide Sensitive Association Rules	21
Trial-Period Technostress: A Conceptual Definition and Mixed-Methods Investigation	20
Excessive Mobile Use and Family-Work Conflict: A Resource Drain Theory Approach to Examine Their Effects on Productivity and Well-Being	20
Customer Acquisition via Explainable Deep Reinforcement Learning	20
Win by Hook or Crook? Self-Injecting Favorable Online Reviews to Fight Adjacent Rivals	19
Social Media Marketing, Quality Signaling, and the Goldilocks Principle	18
Information Control for Creator Brand Management in Subscription-Based Crowdfunding	18
Should Ad Exchanges Subsidize Advertisers to Acquire Targeting Data?	18
Addressing Online Users’ Suspicion of Sponsored Search Results: Effects of Informational Cues	17
Spoiled for Choice? Personalized Recommendation for Healthcare Decisions: A Multiarmed Bandit Approach	17
Lost Time in Crowdsourcing Contests	16
Strategic Expectation Setting of Delivery Time on Marketplaces	16

Understanding the Dynamic and Episodic Nature of Technostressors and Their Effects on Cyberdeviance: A Daily Field Investigation	16
An Explainable Artificial Intelligence Approach Using Graph Learning to Predict Intensive Care Unit Length of Stay	16
Longitudinal Impact of Preference Biases on Recommender Systems’ Performance	16
Digital Approaches to Societal Grand Challenges: Toward a Broader Research Agenda on Managing Global-Local Design Tensions	16
Mr. Right or Mr. Best: The Role of Information Under Preference Mismatch in Online Dating	16
Healthcare Across Boundaries: Urban-Rural Differences in the Consequences of Telehealth Adoption	15
An Onto-Epistemological Analysis of Information Privacy Research	15
Online Food Delivery Platforms and Female Labor Force Participation	15
Optimal Joint Assortment for an Omni-Channel Retailer	15
Join Up or Stay Away? Coalition Formation for Critical IT Infrastructure	15
The Attention Economy: Measuring the Value of Free Goods on the Internet	14
How Do Recommender Systems Lead to Consumer Purchases? A Causal Mediation Analysis of a Field Experiment	14
Correcting Misclassification Bias in Regression Models with Variables Generated via Data Mining	14
Designing Personalized Treatment Plans for Breast Cancer	14
The Impact of an Augmented-Reality Game on Local Businesses: A Study of Pokémon Go on Restaurants	14
About Our Authors	14
Monitoring and the Cold Start Problem in Digital Platforms: Theory and Evidence from Online Labor Markets	13
About Our Authors	13
Satisfaction to Stay, Regret to Switch: Understanding Post-adoption Regret in Choosing Competing Technologies When Herding	13
Does David Make A Goliath? Impact of Rival’s Expertise Signals on Online User Engagement	13
Where You Live Matters: Local Bank Competition, Online Marketplace Lending, and Disparity in Borrower Benefits	13
Long-Range Social Influence in Phone Communication Networks on Offline Adoption Decisions	13
About Our Authors	13
Editorial Board	13
Editorial: There Are Promises to Keep and Miles to Go Before I Leave…	12
When Images Backfire: The Effect of Customer-Generated Images on Product Rating Dynamics	12
Impact of the General Data Protection Regulation on the Global Mobile App Market: Digital Trade Implications of Data Protection and Privacy Regulations	12
A Theory-Driven Deep Learning Method for Voice Chat–Based Customer Response Prediction	12
Editorial: Some Thoughts on Reviewing for Information Systems Research and Other Leading Information Systems Journals	12
Informal Payments and Doctor Engagement in an Online Health Community: An Empirical Investigation Using Generalized Synthetic Control	12
Research Spotlights	12
The Effect of Popularity Cues and Peer Endorsements on Assertive Social Media Ads	12
Human vs. Automated Sales Agents: How and Why Customer Responses Shift Across Sales Stages	11
Speak with One Voice? Examining Content Coordination and Social Media Engagement During Disasters	11
Following the MAP (Methods, Approaches, Perspectives) in Information Systems Research	11
Managing Congestion in a Matching Market via Demand Information Disclosure	11
Leveraging the Digital Tracing Alert in Virus Fight: The Impact of COVID-19 Cell Broadcast on Population Movement	11
Save Face or Save Life: Physicians’ Dilemma in Using Clinical Decision Support Systems	11
Task Characteristics and Incentives in Collaborative Problem Solving: Evidence from Three Field Experiments	11
Uncovering the Neural Processes of Privacy: A Neurally Informed Behavioral Intervention to Protect Information Privacy	11
Value Destruction in Information Technology Ecosystems: A Mixed-Method Investigation with Interpretive Case Study and Analytical Modeling	10
Personalized Ranking at a Mobile App Distribution Platform	10
Not Registered? Please Sign Up First: A Randomized Field Experiment on the Ex Ante Registration Request	10
Mirror, Mirror on the Wall: Algorithmic Assessments, Transparency, and Self-Fulfilling Prophecies	10
Ontology-Based Intelligent Interface Personalization for Protection Against Phishing Attacks	10
News-Induced Dynamic Networks for Market Signaling: Understanding the Impact of News on Firm Equity Value	10
Uncertainty Reduction vs. Reciprocity: Understanding the Effect of a Platform-Initiated Reviewer Incentive Program on Regular Ratings	10
Platform Governance with Algorithm-Based Content Moderation: An Empirical Study on Reddit	10
And the Winner Is …? The Desirable and Undesirable Effects of Platform Awards	10
sDTM: A Supervised Bayesian Deep Topic Model for Text Analytics	10
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	9
Editorial Board	9
Social Trading, Communication, and Networks	9
Just DM Me (Politely): Direct Messaging, Politeness, and Hiring Outcomes in Online Labor Markets	9
Encouraging Eco-driving with Post-trip Visualized Storytelling: An Experiment Combining Eye-Tracking and a Driving Simulator	9
A Smart Ad Display System	9
IT Knowledge Spillovers, Absorptive Capacity, and Productivity: Evidence from Enterprise Software	9
Coupons or Free Shipping? Effects of Price Promotion Strategies on Online Review Ratings	9
Smart Testing with Vaccination: A Bandit Algorithm for Active Sampling for Managing COVID-19	9
Acknowledgment to Reviewers (2022)	8
How Does Intelligent System Knowledge Empowerment Yield Payoffs? Uncovering the Adaptation Mechanisms and Contingency Role of Work Experience	8
About Our Authors	8
Pathways for Design Research on Artificial Intelligence	8
Promoting Security Behaviors in Remote Work Environments: Personal Values Shaping Information Security Policy Compliance	8
Coordination in a Digital Platform Organization	8
Does Social Media Accelerate Product Recalls? Evidence from the Pharmaceutical Industry	8
Deeper Down the Rabbit Hole: How Technology Conspiracy Beliefs Emerge and Foster a Conspiracy Mindset	8
Information Technology Skills and Labor Market Outcomes for Workers	8
Does Money Talk? The Impact of Monetary Incentives on User-Generated Content Contributions	8
A Hashtag Is Worth a Thousand Words: An Empirical Investigation of Social Media Strategies in Trademarking Hashtags	8
Are You What You Tweet? The Impact of Sentiment on Digital News Consumption and Social Media Sharing	8
Predicting Stages in Omnichannel Path to Purchase: A Deep Learning Model	8
Less Artificial, More Intelligent: Understanding Affinity, Trustworthiness, and Preference for Digital Humans	8
Developing a Composite Measure to Represent Information Flows in Networks: Evidence from a Stock Market	8
The Impact of Mobile Data Cost on Consumer Price Sensitivity: A Study of a Hotel Booking App	7
Background Music Recommendation on Short Video Sharing Platforms	7
Optional Verification and Signaling in Online Matching Markets: Evidence from a Randomized Field Experiment	7
User-Generated Content Shapes Judicial Reasoning: Evidence from a Randomized Control Trial on Wikipedia	7
Crowdworking: Nurturing Expert-Centric Absorptive Capacity	7
All External Reference Prices Are Not the Same: How Magnitude, Source, and Fairness Shape Payment for Digital Goods	7

Deep Learning of Spatiotemporal Patterns for Urban Mobility Prediction Using Big Data	7
Are Neighbors Alike? A Semisupervised Probabilistic Collaborative Learning Model for Online Review Spammers Detection	7
Understanding Lenders’ Investment Behavior in Online Peer-to-Peer Lending: A Construal Level Theory Perspective	7
The Next Frontiers of Digital Innovation Research	7
Editorial Board	6
Evolution of Referrals over Customers’ Life Cycle: Evidence from a Ride-Sharing Platform	6
The Effects of Price Rank on Clicks and Conversions in Product List Advertising on Online Retail Platforms	6
Countering State-Controlled Media Propaganda Through Labeling: Evidence from Facebook	6
Dinner at Your Doorstep: Service Innovation via the Gig Economy on Food Delivery Platforms	6
Measuring Product Type and Purchase Uncertainty with Online Product Ratings: A Theoretical Model and Empirical Application	6
Signaling Effects Under Dynamic Capacity in Online Matching Platforms: Evidence from Online Health Consultation Communities	6
About Our Authors	6
Stress from Digital Work: Toward a Unified View of Digital Hindrance Stressors	6
Augmenting Social Bot Detection with Crowd-Generated Labels	6
The Anchoring Effect, Algorithmic Fairness, and the Limits of Information Transparency for Emotion Artificial Intelligence	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
Acknowledgment to Reviewers (2020)	6
Bidding on a Peer-to-Peer Energy Market: An Exploratory Field Study	6
What’s in a “Username”? The Effect of Perceived Anonymity on Herding in Crowdfunding	6
Gamified Challenges in Online Weight-Loss Communities	6
How Does Online Information Influence Offline Transactions? Insights from Digital Real Estate Platforms	6
Return of the Movie Night? Analyzing the Impact of Netflix Subscriptions on Offline Movie Spending	6
Learning Personalized Privacy Preference from Public Data	6
Monitoring and Home Bias in Global Hiring: Evidence from an Online Labor Platform	5
Who’s Watching TV?	5
Second Screening—The Influence of Concurrent TV Consumption on Online Shopping Behavior	5
The Race for Online Reputation: Implications for Platforms, Firms, and Consumers	5
Strategic Implications of Online Retail Platforms’ Membership-Based Free Shipping Programs	5
Transporting Causal Effects Across Populations Using Structural Causal Modeling: An Illustration to Work-from-Home Productivity	5
Sprint Zeal or Sprint Fatigue? The Benefits and Burdens of Agile ISD Practices Use for Developer Well-Being	5
Ontology-Based Information Extraction for Labeling Radical Online Content Using Distant Supervision	5
On Crafting Effective Theoretical Contributions for Empirical Papers in Economics of Information Systems: Some Editorial Reflections	5
Competitive Poaching in Search Advertising: Two Randomized Field Experiments	5
Improving Convenience or Saving Face? An Empirical Analysis of the Use of Facial Recognition Payment Technology in Retail	5
The Scope of Software Patent Protection in the Digital Age: Evidence from Alice	5
Editorial Board	5
Opening First-Party App Resources: Empirical Evidence of Free-Riding	5
Configuring the Enterprise Systems Portfolio: The Role of Information Risk	5
Punished for Success? A Natural Experiment of Displaying Clinical Hospital Quality on Review Platforms	5
Learning to Be Creative: A Mutually Exciting Spatiotemporal Point Process Model for Idea Generation in Open Innovation	5
Augmenting Medical Diagnosis Decisions? An Investigation into Physicians’ Decision-Making Process with Artificial Intelligence	5
Firm-Sponsored Online Communities: Building Alignment Capabilities for Participatory Governance	5
Direct Communication and Two-Sided Matching Quality on a Digital Platform: A Perspective of Choice Based on Consideration Set	5
Impact of Telehealth and Process Virtualization on Healthcare Utilization	5
Digital “x”—Charting a Path for Digital-Themed Research	5
Reporting Technologies and Textual Readability: Evidence from the XBRL Mandate	4
Sponsored Data: Smarter Data Pricing with Incomplete Information	4
Design for Social Sharing: The Case of Mobile Apps	4
Demand Effects of the Internet-of-Things Sales Channel: Evidence from Automating the Purchase Process	4
Seller Organization and Percentage Fee Design in the Daily Deal Market	4
Are Traditional Performance Reviews Outdated? An Empirical Analysis on Continuous, Real-Time Feedback in the Workplace	4
Strategic Content Generation and Monetization in Financial Social Media	4
On the Same Page? What Users Benefit from a Desktop View on Mobile Devices	4
Making Digital Innovation Happen: A Chief Information Officer Issue Selling Perspective	4
Show Me the Money: The Economic Impact of Membership-Based Free Shipping Programs on E-Tailers	4
The Effects of Social Media Content Created by Human Brands on Engagement: Evidence from Indian General Election 2014	4
Seems Legit: An Investigation of the Assessing and Sharing of Unverifiable Messages on Online Social Networks	4
Editorial for the Special Section on Humans, Algorithms, and Augmented Intelligence: The Future of Work, Organizations, and Society	3
Understanding Inconsistent Employee Compliance with Information Security Policies Through the Lens of the Extended Parallel Process Model	3
Direct and Indirect Spillovers from Content Providers’ Switching: Evidence from Online Livestreaming	3
Getting Personal: A Deep Learning Artifact for Text-Based Measurement of Personality	3
About Our Authors	3
Research Spotlights	3
Estimating Life Cycle Sales of Technology Products with Frequent Repeat Purchases: A Fractional Calculus-Based Approach	3
Growing Technological Relatedness to the ICT Industry and Its Impacts	3
Research Spotlights	3
Mergers Between On-Demand Service Platforms: The Impact on Consumer Surplus and Labor Welfare	3
Pay-What-You-Want Pricing in the Digital Product Marketplace: A Feasible Alternative to Piracy Prevention?	3
Attending to Customer Attention: A Novel Deep Learning Method for Leveraging Multimodal Online Reviews to Enhance Sales Prediction	3
Editorial Board	3
Call for Papers—Special Issue of Information Systems Research—Unleashing the Power of Information Technology for Strategic Management of Disasters	3
Informal Payments and Doctor Engagement in an Online Health Community: An Empirical Investigation Using Generalized Synthetic Control	3
Value Implications of Sourcing Electronic Health Records: The Role of Physician Practice Integration	3
Evaluating the Effectiveness of Marketing Campaigns for Malls Using a Novel Interpretable Machine Learning Model	3
The Secret to Finding a Match: A Field Experiment on Choice Capacity Design in an Online Dating Platform	3
Fake News, Investor Attention, and Market Reaction	3
Functional IT Complementarity and Hospital Performance in the United States: A Longitudinal Investigation	3
About Our Authors	3
Research Spotlights	3
Bidder Support in Multi-item Multi-unit Continuous Combinatorial Auctions: A Unifying Theoretical Framework	3
A Complex Adaptive Systems Perspective of Software Reuse in the Digital Age: An Agenda for IS Research	3
The Impact of Situational Achievement Goals on Online Learning Behavior: Results from Field Experiments	3
How Recommendation Affects Customer Search: A Field Experiment	3