MIS Quarterly

Article	Citations
Theorizing the Multiplicity of Digital Phenomena: The Ecology of Configurations, Causal Recipes, and Guidelines for Applying QCA	137
Understanding Echo Chambers and Filter Bubbles: The Impact of Social Media on Diversification and Partisan Shifts in News Consumption	136
Algorithmic Management of Work on Online Labor Platforms: When Matching Meets Control	135
The Next Generation of Research on IS Use: A Theoretical Framework of Delegation to and from Agentic IS Artifacts	120
Is AI Ground Truth Really True? The Dangers of Training and Evaluating AI Tools Based on Experts’ Know-What	114
Enhancing Social Media Analysis with Visual Data Analytics: A Deep Learning Approach	107
When the Machine Meets the Expert: An Ethnography of Developing AI for Hiring	105
Connecting the Parts with the Whole: Toward an Information Ecology Theory of Digital Innovation Ecosystems	96
Failures of Fairness in Automation Require a Deeper Understanding of Human-ML Augmentation	80
Will Humans-in-the-Loop Become Borgs? Merits and Pitfalls of Working with AI	78
Strategic Directions for AI: The Role of CIOs and Boards of Directors	65
Coordinating Human and Machine Learning for Effective Organization Learning	54
From Representation to Mediation: A New Agenda for Conceptual Modeling Research in a Digital World	53
Everything Flows: Studying Continuous Socio-Technological Transformation in a Fluid and Dynamic Digital World	50
Privacy Concerns and Data Sharing in the Internet of Things: Mixed Methods Evidence from Connected Cars	48
Formation and Mitigation of Technostress in the Personal Use of IT	46
Avoiding an Oppressive Future of Machine Learning: A Design Theory for Emancipatory Assistants	45
Innovation Outcomes of Digitally Enabled Collaborative Problemistic Search Capability	43
Stability of Transaction Fees in Bitcoin: A Supply and Demand Perspective	43
AI on Drugs: Can Artificial Intelligence Accelerate Drug Development? Evidence from a Large-Scale Examination of Bio-Pharma Firms	42
Anger in Consumer Reviews: Unhelpful but Persuasive?	40
The CARE Theory of Dignity Amid Personal Data Digitalization	36
Information Technology Investment and Commercialized Innovation Performance: Dynamic Adjustment Costs and Curvilinear Impacts	36
The Effects of Business-IT Strategic Alignment and IT Governance on Firm Performance: A Moderated Polynomial Regression Analysis	36
Peer Privacy Concerns: Conceptualization and Measurement	34

Empowering Patients Using Smart Mobile Health Platforms: Evidence of a Randomized Field Experiment	33
New-Media Advertising and Retail Platform Openness	33
Assessing the Unacquainted: Inferred Reviewer Personality and Review Helpfulness	31
When All Products Are Digital: Complexity and Intangible Value in the Ecosystem of Digitizing Firms	28
Applying and Extending the Theory of Effective Use in a Business Intelligence Context	28
Theorizing Process Dynamics with Directed Graphs: A Diachronic Analysis of Digital Trace Data	28
Commitment and Replacement of Existing SaaS-Delivered Applications: A Mixed-Methods Investigation	28
Impact of Gamification on Perceptions of Word-of-Mouth Contributors and Actions of Word-of-Mouth Consumers	28
A Deep Learning Approach for Recognizing Activity of Daily Living (ADL) for Senior Care: Exploiting Interaction Dependency and Temporal Patterns	27
When Paying for Reviews Pays Off: The Case of Performance-Contingent Monetary Rewards	27
Linking Exploits from the Dark Web to Known Vulnerabilities for Proactive Cyber Threat Intelligence: An Attention-Based Deep Structured Semantic Model	26
Who Forgoes Screening in Online Markets and Why? Evidence from Airbnb	24
Cognitive Diagram Understanding and Task Performance in Systems Analysis and Design	24
An Empirical Investigation of Company Response to Data Breaches	24
Helping Older Workers Realize Their Full Organizational Potential: A Moderated Mediation Model of Age and IT-Enabled Task Performance	23
When Digital Technologies Enable and Threaten Occupational Identity: The Delicate Balancing Act of Data Scientists	23
Constant Checking Is Not Addiction: A Grounded Theory of IT-Mediated State-Tracking	23
Pictures that are Worth a Thousand Donations: How Emotions in Project Images Drive the Success of Online Charity Fundraising Campaigns? An Image Design Perspective	22
When and Who Do Platform Companies Acquire? Understanding the Role of Acquisitions in the Growth of Platform Companies	22
TheoryOn: A Design Framework and System for Unlocking Behavioral Knowledge Through Ontology Learning	22
Product Reviews: A Benefit, a Burden, or a Trifle? How Seller Reputation Affects the Role of Product Reviews	21
The OPM Data Breach: An Investigation of Shared Emotional Reactions on Twitter	21
How Trust Leads to Commitment on Microsourcing Platforms: Unraveling the Effects of Governance and Third-Party Mechanisms on Triadic Microsourcing Relationships	20
Where is IT in Information Security? The Interrelationship among IT Investment, Security Awareness, and Data Breaches	20
Turnback Intention: An Analysis of the Drivers of IT Professionals’ Intentions to Return to a Former Employer	19
Tempting Fate: Social Media Posts, Unfollowing, and Long-Term Sales	19
The Role of Social Cues and Trust in Users’ Private Information Disclosure	19
Welfare Properties of Profit Maximizing Recommender Systems: Theory and Results from a Randomized Experiment	19
Influence in Social Media: An Investigation of Tweets Spanning the 2011 Egyptian Revolution	18
Informative Role of Recommender Systems in Electronic Marketplaces: A Boon or a Bane for Competing Sellers	18
Enterprise System Implementation and Employee Job Outcomes: Understanding the Role of Formal and Informal Support Structures Using the Job Strain Model	18
Cross-Lingual Cybersecurity Analytics in the International Dark Web with Adversarial Deep Representation Learning	18
The Development of the Perceived Distinctiveness Antecedent of Information Systems Professional Identity	18
More Is Not Necessarily Better: An Absorptive Capacity Perspective on Network Effects in Open Source Software Development Communities	18
Multi-Homing Revisited: Level of Adoption and Competitive Strategies	17
Digital Strategic Initiatives and Digital Resources: Construct Definition and Future Research Directions	17
Digital Platform Ecosystem Dynamics: The Roles of Product Scope, Innovation, and Collaborative Network Centrality	16
CEO Risk-Taking Incentives and IT Innovation: The Moderating Role of a CEO’s IT-Related Human Capital	16
Tweet to the Top? Social Media Personal Branding and Career Outcomes	15
The Value of Centralized IT in Building Resilience During Crises: Evidence from U.S. Higher Education’s Transition to Emergency Remote Teaching	15
How Does Employee Infusion Use of CRM Systems Drive Customer Satisfaction? Mechanism Differences Between Face-to-Face and Virtual Channels	15
Understanding Medication Nonadherence from Social Media: A Sentiment-Enriched Deep Learning Approach	15
Unintended Emotional Effects of Online Health Communities: A Text Mining-Supported Empirical Study	14
Stuck Online: When Online Engagement Gets in the Way of Offline Sales	14
Unifying Algorithmic and Theoretical Perspectives: Emotions in Online Reviews and Sales	14
Crowdfunding for Microfinance Institutions: The New Hope?	14
Description and Demonstration Signals as Complements and Substitutes in an Online Market for Mental Health Care	13
Investigating the Nature of Change in Factors Affecting Gender Equity in the IT Sector: A Longitudinal Study of Women in Ireland	13
Cyberslacking in the Workplace: Antecedents and Effects on Job Performance	13
Designing Digital Market Offerings: How Digital Ventures Navigate the Tension Between Generative Digital Technology and the Current Environment	13

A Prescriptive Analytics Method for Cost Reduction in Clinical Decision Making	13
Social Capital Accumulation through Social Media Networks: Evidence from a Randomized Field Experiment and Individual-Level Panel Data	13
Information Technology and Government Corruption in Developing Countries: Evidence from Ghana Customs	13
Organizational Sensemaking in ERP Implementation: The Influence of Sensemaking Structure	13
Algorithmic Processes of Social Alertness and Social Transmission: How Bots Disseminate Information on Twitter	12
Managing Collective Enterprise Information Systems Compliance: A Social and Performance Management Context Perspective	12
Combining Crowd and Machine Intelligence to Detect False News on Social Media	11
The Evolutionary Trajectories of Peer-Produced Artifacts: Group Composition, the Trajectories’ Exploration, and the Quality of Artifacts	11
Examining Assumptions: Provocations on the Nature, Impact, and Implications of IS Theory	11
Impact of Customer Compensation Strategies on Outcomes and the Mediating Role of Justice Perceptions: A Longitudinal Study of Target’s Data Breach	11
Online Reviews and Information Overload: The Role of Selective, Parsimonious, and Concordant Top Reviews	11
What Makes One Intrinsically Interested in IT? An Exploratory Study on Influences of Autistic Tendency and Gender in the U.S. and India	11
Surge Pricing and Short-Term Wage Elasticity of Labor Supply in Real-Time Ridesharing Markets	11
Data is the New Protein: How the Commonwealth of Virginia Built Digital Resilience Muscle and Rebounded from Opioid and COVID Shocks	11
Competing Tasks and Task Quality: An Empirical Study of Crowdsourcing Contests	10
Designing Promotional Incentives to Embrace Social Sharing: Evidence from Field and Online Experiments	10
Technology-Mediated Dangerous Behaviors as Foraging for Social-Hedonic Rewards: The Role of Implied Inequality	10
Commitment to IT Investment Plans: The Interplay of Real Earnings, Management, IT Decentralization, and Corporate Governance	10
Getting Trapped in Technical Debt: Sociotechnical Analysis of a Legacy System’s Replacement	10
Corporate Strategy Changes and Information Technology Control Effectiveness in Multibusiness Firms	10
Interventions for Improving Professional Networking for Women: Experimental Evidence from the IT Sector	9
Attention to Digital Innovation: Exploring the Impact of a Chief Information Officer in the Top Management Team	9
Can Recommender Systems Reduce Healthcare Costs? The Role of Time Pressure and Cost Transparency in Prescription Choice	9
Peer Effects in Competitive Environments: Field Experiments on Information Provision and Interventions	9
Leveraging Multisource Heterogeneous Data for Financial Risk Prediction: A Novel Hybrid-Strategy-Based Self-Adaptive Method	9
Understanding the Digital Resilience of Physicians during the COVID-19 Pandemic: An Empirical Study	9
Competing with the Sharing Economy: Incumbents’ Reaction on Review Manipulation	9
Resilience in the Open Source Software Community: How Pandemic and Unemployment Shocks Influence Contributions to Others’ and One’s Own Projects	9
Comparing Competing Systems: An Extension of the Information Systems Continuance Model	9
The Persuasive Power of Emoticons in Electronic Word-of-Mouth Communication on Social Networking Services	9
Early Bird Versus Late Owl: An Empirical Investigation of Individual Shopping Time Habits and its Effects	8
Examining the Neural Basis of Information Security Policy Violations: A Noninvasive Brain Stimulation Approach	8
Rural-Urban Healthcare Access Inequality Challenge: Transformative Roles of Information Technology	8
How AI-Based Systems Can Induce Reflections: The Case of AI-Augmented Diagnostic Work	8
Can Positive Online Social Cues Always Reduce User Avoidance of Sponsored Search Results?	8
Discursive Fields and the Diversity-Coherence Paradox: An Ecological Perspective on the Blockchain Community Discourse	8
How Green Information Technology Standards and Strategies Influence Performance: Role of Environment, Cost and Dual Focus	8
Enterprise Systems and the Likelihood of Horizontal, Vertical, and Conglomerate Mergers and Acquisitions	8
Product Meaning in Digital Product Innovation	7
Explaining Data-Driven Decisions made by AI Systems: The Counterfactual Approach	7
Capability Development through Just-in-Time Access to Knowledge in Document Repositories: A Longitudinal Examination of Technical Problem Solving	7
Heterogeneous Demand Effects of Recommendation Strategies in a Mobile Application: Evidence from Econometric Models and Machine-Learning Instruments	7
Peer-to-Peer Loan Fraud Detection: Constructing Features from Transaction Data	7
Unlocking the Power of Voice for Financial Risk Prediction: A Theory-Driven Deep Learning Design Approach	7
Reconfiguring for Agility: Examining the Performance Implications of Project Team Autonomy through an Organizational Policy Experiment	7
Soft but Strong: Software-Based Innovation and Product Differentiation in the IT Hardware Industry	7
When Constructs Become Obsolete: A Systematic Approach to Evaluating and Updating Constructs for Information Systems Research	7
Do Security Fear Appeals Work When They Interrupt Tasks? A Multi-Method Examination of Password Strength	7
Microblogging Replies and Opinion Polarization: A Natural Experiment	7
Platform Compatibility and Developer Multihoming: A Trade-off Perspective	7
Multifarious Roles and Conflicts on an Interorganizational Green IS	7
Effects of Personalized Recommendations Versus Aggregate Ratings on Post-Consumption Preference Responses	7
Wearable Sensor-Based Chronic Condition Severity Assessment: An Adversarial Attention-Based Deep Multisource Multitask Learning Approach	7
Evaluating Information Technology Investments: Insights from Executives’ Trades	7
The Dialectics of Technology Standardization	7
A Randomized Field Experiment to Explore the Impact of Herding Cues as Catalysts for Adoption	6
Extracting Actionable Insights from Text Data: A Stable Topic Model Approach	6
Prejudiced against the Machine? Implicit Associations and the Transience of Algorithm Aversion	6
A Prescriptive Analytics Framework for Optimal Policy Deployment Using Heterogeneous Treatment Effects	6
Is More Better? The Divide between Retailer’s and Manufacturers’ Preferences for Reviews and Review Monetization	6
Seeing Is Believing? How Including a Video in Fake News Influences Users’ Reporting of Fake News to Social Media Platforms	6
Creating Proactive Cyber Threat Intelligence with Hacker Exploit Labels: A Deep Transfer Learning Approach	6
The Path of the Righteous: Using Trace Data to Understand Fraud Decisions in Real Time	6
The Impact of Digitization on Content Markets: Prices, Profit, and Social Welfare	6
Reconciling the Paradoxical Findings of Choice Overload Through an Analytical Lens	6
Repairing Integrity-Based Trust Violations in Ascription Disputes for Potential E-Commerce Customers	6
How Do Organizations Learn from Information System Incidents? A Synthesis of the Past, Present, and Future	6
The Impact of the Sharing Economy on Household Bankruptcy	5
Let Artificial Intelligence Be Your Shelf Watchdog: The Impact of Intelligent Image Processing-Powered Shelf Monitoring on Product Sales	5
Is Hidden Safe? Location Protection against Machine-Learning Prediction Attacks in Social Networks	5
Automated Analysis of Changes in Privacy Policies: A Structured Self-Attentive Sentence Embedding Approach	5
Impact of Ride-Hailing Services on Transportation Mode Choices: Evidence from Traffic and Transit Ridership	5
Do You Have a Room for Us in Your IT? An Economic Analysis of Shared IT Services and Implications for IT	5
Who Are You and What Are You Selling? Creator-Based and Product-Based Racial Cues in Crowdfunding	5
How Information Contributed After an Idea Shapes New High-Quality Ideas in Online Ideation Contests	5
Experts vs. Nonexperts in Online Crowdfunding Markets	5
What Disrupts Flow in Office Work? The Impact of Frequency and Relevance of IT-Mediated Interruptions	4
The Impact of Subscription Reciprocity on Charitable Content Creation and Sharing: Evidence from Twitter on Giving Tuesday	4
Executive Functions and Information Systems Learning	4
The Voice of Commerce: How Smart Speakers Reshape Digital Content Consumption and Preferences	4

Just Enough Information? The Contingent Curvilinear Effect of Information Volume on Decision Performance in IS-Enabled Teams	4
Free-Riding in Products with Positive Network Externalities: Empirical Evidence from a Large Mobile Network	4
Digitization of Transaction Terms within TCE: Strong Smart Contract as a New Mode of Transaction Governance	4
What Will Be Popular Next? Predicting Hotspots in Two-Mode Social Networks	4
Discovering Emerging Threats in the Hacker Community: A Nonparametric Emerging Topic Detection Framework	4
The Complex Effects of Cross-Domain Knowledge on IS Development: A Simulation-Based Theory Development	4
Are Foreign and Domestic Information Technology Professionals Complements or Substitutes?	4
Economic Impacts of Platform-Endorsed Quality Certification: Evidence from Airbnb	4
The Influence of Status on Evaluations: Evidence from Online Coding Contests	4
Know Your Firm: Managing Social Media Engagement to Improve Firm Sales Performance	4
On the Differences Between View-Based and Purchase-Based Recommender Systems	4
Customer Complaint Avoidance: A Randomized Field Experiment of Platform Governance Based on Value Co-Creation and Appropriation	4
The Impact of IT Decision-Making Authority on IT Project Performance in the U.S. Federal Government	4
Social Influence, Competition, and Free Riding: Examining Seller Interactions Within an Online Social Network	4
Designing Payment Contracts for Healthcare Services to Induce Information Sharing: The Adoption and the Value of Health Information Exchanges (HIEs)	4