Privacy in the Digital Age: a Review of Information Privacy Research in Information Systems1
Open accessAbstract
Information privacy refers to the desire of individuals to control or have some influence over data about themselves. Advances in information technology have raised concerns about information privacy and its impacts, and have motivated Information Systems researchers to explore information privacy issues, including technical solutions to address these concerns. In this paper, we inform researchers about the current state of information privacy research in IS through a critical analysis of the IS literature that considers information privacy as a key construct. The review of the literature reveals that information privacy is a multilevel concept, but rarely studied as such. We also find that information privacy research has been heavily reliant on student-based and USA-centric samples, which results in findings of limited generalizability. Information privacy research focuses on explaining and predicting theoretical contributions, with few studies in journal articles focusing on design and action contributions. We recommend that future research should consider different levels of analysis as well as multilevel effects of information privacy. We illustrate this with a multilevel framework for information privacy concerns. We call for research on information privacy to use a broader diversity of sampling populations, and for more design and action information privacy research to be published in journal articles that can result in IT artifacts for protection or control of information privacy.
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Consumer trust in online platforms is contingent upon transparent and ethical data management practices.
“Consumer trust in online platforms is contingent upon transparent and ethical data management practices (Bélanger & Crossler, 2011).”
From Feeling Watched: A Phenomenological Exploration of Consumer Discomfort and Data Privacy Concerns in E-Commerce Personalized Email Marketing (2025) · cites this paper as Bélanger & Crossler, 2011
The ‘Information Privacy and E-Business Impacts’ section links trust and privacy concerns to willingness to transact online. The ‘Information Privacy Practices’ section discusses website privacy policies and fair information practices. Neither passage establishes that consumer trust is contingent specifically on transparent and ethical data management; that condition overstates the review’s findings. (LLM, conf=0.84)
Experimental — accuracy not yet measuredClear communication about data use policies builds consumer trust in digital environments.
“Moreover, supported research highlighted that clear communication about data use policies builds consumer trust in digital environments (Bélanger & Crossler, 2011).”
From Feeling Watched: A Phenomenological Exploration of Consumer Discomfort and Data Privacy Concerns in E-Commerce Personalized Email Marketing (2025) · cites this paper as Bélanger & Crossler, 2011
The review’s ‘Information Privacy Research as a Multilevel Concept’ section discusses online privacy policies but says many consumers do not read or understand them; it does not say that clear communication of data-use policies builds trust. Searches for privacy notices, policy communication, and trust found discussion of these topics separately, but no passage establishing the claimed relationship. (LLM, conf=0.72)
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"Blockchain for the IoT: Privacy-Preserving Protection of Sensor Data"
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Technology acceptance research: Meta-analysis
Marikyan, D., Papagiannidis, S., & Stewart, G. (2026) · Journal of Information Science · doi:10.1177/01655515231191177 · Cited by 140 · see citing works
The role of privacy policy on consumers’ perceived privacy
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Making Decisions about Privacy
Knijnenburg, B. P., & Kobsa, A. (2013) · ACM Transactions on Interactive Intelligent Systems · doi:10.1145/2499670 · Cited by 136 · see citing works
Dimensionality of information disclosure behavior
Knijnenburg, B. P., Kobsa, A., & Jin, H. (2013) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2013.06.003 · Cited by 135 · see citing works
Studying innovation ecosystems using ecology theory
Shaw, D., & Allen, T. (2016) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2016.11.030 · Cited by 131 · see citing works
Personal information privacy and emerging technologies
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Cichy, P., Salge, T. O., & Kohli, R. (2021) · MIS Quarterly · doi:10.25300/misq/2021/14165 · Cited by 129 · see citing works
A privacy-preserving smart parking system using an IoT elliptic curve based security platform
Chatzigiannakis, I., Vitaletti, A., & Pyrgelis, A. (2016) · Computer Communications · doi:10.1016/j.comcom.2016.03.014 · Cited by 127 · see citing works
Is AI-based digital marketing ethical? Assessing a new data privacy paradox
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AI-driven public services and the privacy paradox: do citizens really care about their privacy?
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Exploring information privacy regulation, risks, trust, and behavior
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Fischer, T., Reuter, M., & Riedl, R. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.607598 · Cited by 145 · see citing works
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How do investors decide? An interdisciplinary review of decision-making in crowdfunding
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Privacy Aspects of Recommender Systems
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Kordzadeh, N., & Warren, J. (2017) · Journal of the Association for Information Systems · doi:10.17705/1jais.00446 · Cited by 123 · see citing works
Antecedents and outcomes of information privacy concerns in a peer context: An exploratory study
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Privacy concerns in E-commerce: A taxonomy and a future research agenda
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Privacy in the Sharing Economy
Berlin, T., Teubner, T., & Flath, C. M. (2019) · Journal of the Association for Information Systems · doi:10.17705/1jais.00534 · Cited by 120 · see citing works
Information disclosure of social media users
Benson, V., Saridakis, G., & Tennakoon, H. (2015) · Information Technology and People · doi:10.1108/itp-10-2014-0232 · Cited by 119 · see citing works
Ha, Q.-A., Chen, V., Uy, H. U., & Capistrano, E. P. S. (2020) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2020.1834728 · Cited by 116 · see citing works
Information disclosure in e-commerce: A systematic review and agenda for future research
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Li, H. Z., Luo, X. R., Zhang, J., & Xu, H. (2017) · Information & Management · doi:10.1016/j.im.2017.02.005 · Cited by 111 · see citing works
Privacy concerns in the smart home context
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Impact of privacy concerns on resistance to smart services: does the ‘Big Brother effect’ matter?
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Prospective Teachers’ Perceptions of Barriers to Technology Integration in Education
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Critical review of supply chain innovation research (1999–2016)
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The users’ perspective on the privacy-utility trade-offs in health recommender systems
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Users' Information Privacy Concerns and Privacy Protection Behaviors in Social Networks
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The diffusion of e-participation in public administrations: A systematic literature review
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Engineering Privacy by Design: Are engineers ready to live up to the challenge?
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Privacy and Artificial Intelligence
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Journal of Digital Forensics, Security and Law
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Mobile Commerce and Consumer Privacy Concerns
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Assessing the Impact of Granular Privacy Controls on Content Sharing and Disclosure on Facebook
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Transformative privacy calculus: Conceptualizing the personalization‐privacy paradox on social media
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“While privacy calculus is generally viewed as a simple antecedent of online data disclosure (Bélanger & Crossler, 2011; Smith et al., 2011), our study shows that privacy calculus can influence the strength of the positive relationship between internet ‐ related happiness and SNSPF, and hence the…”
Information Disclosure and the Diffusion of Information Security Attacks
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- Authors
- Bélanger, F., & Crossler, R. E.
- Affiliations
- Pamplin College of Business, Virginia Tech, 3007 Pamplin Hall, Blacksburg, VA 24061-0101 U.S.A.
- Mississippi State University (US)
- ORCID
- Crossler, Robert E.
- Venue
- MIS Quarterly
- Publisher
- MIS Quarterly
- Published
- 2011-12-01
- Volume
- 35
- Issue
- 4
- Pages
- 1017-A36
- ISSN
- 0276-7783 (ISSN-L)
- 2162-9730
- OpenAlex
- W1870146437
- Cited by
- 1,339
- References
- 501
- Citations by year
- 2026: 108 · 2025: 94 · 2024: 110 · 2023: 112 · 2022: 114 · 2021: 111 · 2020: 112 · 2019: 88 · 2018: 107 · 2017: 74 · 2016: 83 · 2015: 89 · 2014: 70 · 2013: 40 · 2012: 23
- FWCI
- 145.71
- Type
- journal article
- Language
- en
- Open access
- green
- hdl.handle.net
- Locations
- MIS Quarterly (publishedVersion)
- VTechWorks (Virginia Tech) (submittedVersion)
- Topics
- Social Sciences › Sociology and Political Science › Privacy, Security, and Data Protection
- Physical Sciences › Computer Science › Artificial Intelligence › Privacy-Preserving Technologies in Data
- Physical Sciences › Computer Science › Information Systems › Information and Cyber Security
- Keywords
- data privacy, multilevel analysis, multi-level framework, privacy concerns, privacy preservation, data control, digital era
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