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A Comparative Study of Dark Patterns Across Web and Mobile Modalities

Published: 18 October 2021 Publication History

Abstract

Dark patterns are user interface elements that can influence a person's behavior against their intentions or best interests. Prior work identified these patterns in websites and mobile apps, but little is known about how the design of platforms might impact dark pattern manifestations and related human vulnerabilities. In this paper, we conduct a comparative study of mobile application, mobile browser, and web browser versions of 105 popular services to investigate variations in dark patterns across modalities. We perform manual tests, identify dark patterns in each service, and examine how they persist or differ by modality. Our findings show that while services can employ some dark patterns equally across modalities, many dark patterns vary between platforms, and that these differences saddle people with inconsistent experiences of autonomy, privacy, and control. We conclude by discussing broader implications for policymakers and practitioners, and provide suggestions for furthering dark patterns research.

References

[1]
Eytan Adar, Desney S. Tan, and Jaime Teevan. 2013. Benevolent Deception in Human Computer Interaction. In Proc. of CHI.
[2]
Idris Adjerid, Alessandro Acquisti, Laura Brandimarte, and George F. Loewenstein. 2013. Sleights of privacy: framing, disclosures, and the limits of transparency. In Proc. of the Workshop on Usable Security.
[3]
Kevin Allix, Tegawendé F. Bissyandé, Jacques Klein, and Yves Le Traon. 2016. AndroZoo: Collecting Millions of Android Apps for the Research Community. In Proceedings of the 13th International Conference on Mining Software Repositories (Austin, Texas) (MSR '16). ACM, New York, NY, USA, 468--471. https://doi.org/10.1145/2901739.2903508
[4]
Monica Anderson. 2015. Smartphone, computer, or tablet? 36% of Americans own all three. Pew Research Center. (2015). https://www.pewresearch.org/fact-tank/2015/11/25/device-ownership/.
[5]
Rebecca Balebako, Florian Schaub, Idris Adjerid, Alessandro Acquisti, and Lorrie Cranor. 2015. The Impact of Timing on the Salience of Smartphone App Privacy Notices. In Proc. of the ACM CCS Workshop on Security and Privacy in Smartphones and Mobile Devices.
[6]
Lindsey Barrett and Angela J. Campbel. 2018. Request to Investigate Google's Unfair and Deceptive Practices in Marketing Apps for Children. https://commercialfreechildhood.org/sites/default/files/devel-generate/vad/google_ftc_complaint.pdf.
[7]
Christoph Bösch, Benjamin Erb, Frank Kargl, Henning Kopp, and Stefan Pfattheicher. 2016. Tales from the Dark Side: Privacy Dark Strategies and Privacy Dark Patterns. Proc. of PETS, Vol. 2016, 4 (2016), 237--254. https://content.sciendo.com/view/journals/popets/2016/4/article-p237.xml
[8]
Harry Brignull. 2019. Dark Patterns. https://www.darkpatterns.org/.
[9]
Angela J. Campbell. 2018. Letter to Donald S. Clark, Secretary of the Commission, and Andrew Smith, Director, Bureau of Consumer Protection, Federal Trade Commission. https://www.commercialfreechildhood.org/sites/default/files/devel-generate/piw/apps_FTC_letter.pdf.
[10]
Pew Research Center. 2018. Mobile Fact Sheet. pewinternet.org. http://www.pewinternet.org/fact-sheet/mobile/.
[11]
Shruthi Sai Chivukula, Jason Brier, and Colin M. Gray. 2018. Dark Intentions or Persuasion?: UX Designers' Activation of Stakeholder and User Values. In Proceedings of the 2018 ACM Conference Companion Publication on Designing Interactive Systems (DIS '18 Companion).
[12]
Shruthi Sai Chivukula and Colin M. Gray. 2020. Co-Evolving Towards Evil Design Outcomes: Mapping Problem and Solution Process Moves. In Proc. of the Design Research Society.
[13]
Shruthi Sai Chivukula, Colin M. Gray, and Jason A. Brier. 2019 a. Analyzing Value Discovery in Design Decisions Through Ethicography. In Proc. of CHI.
[14]
Shruthi Sai Chivukula, Chris Watkins, Lucca McKay, and Colin M. Gray. 2019 b. “Nothing Comes Before Profit”: Asshole Design In the Wild. In Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems.
[15]
Gregory Conti and Edward Sobiesk. 2010. Malicious Interface Design: Exploiting the User. In Proc. of WWW.
[16]
Norwegian Consumer Council. 2018. Deceived By Design. https://fil.forbrukerradet.no/wp-content/uploads/2018/06/2018-06--27-deceived-by-design-final.pdf.
[17]
Martin Degeling, Christine Utz, Christopher Lentzsch, Henry Hosseini, Florian Schaub, and Thorsten Holz. 2019. We Value Your Privacy... Now Take Some Cookies: Measuring the GDPR's Impact on Web Privacy. In Proc of NDSS.
[18]
Jayati Dev, Emilee Rader, and Sameer Patil. 2020. Why Johnny Can't Unsubscribe: Barriers to Stopping Unwanted Email. In Proc. of CHI.
[19]
Linda Di Geronimo, Larissa Braz, Enrico Fregnan, Fabio Palomba, and Alberto Bacchelli. 2020. UI Dark Patterns and Where to Find Them: A Study on Mobile Applications and User Perception. In Proc. of CHI.
[20]
J. Elliott and L. Waldron. 2019. Here's how TurboTax just tricked you into paying to file your taxes. https://www.propublica.org/article/turbotax-just-tricked-you-into-paying-to-file-your-taxes.
[21]
Benjamin Fabian, Tatiana Ermakova, and Tino Lentz. 2017. Large-Scale Readability Analysis of Privacy Policies. In Proc. of the International Conference on Web Intelligence.
[22]
Madison Fansher, Shruthi Sai Chivukula, and Colin M. Gray. 2018. #darkpatterns: UX Practitioner Conversations About Ethical Design. In Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems.
[23]
Alvan R. Feinstein and Domenic V. Cicchetti. 1990 a. High Agreement but Low Kappa: I. The Problems of Two Paradoxes. J. Clin. Epidemiol., Vol. 43, 6 (1990), 543--549.
[24]
Alvan R. Feinstein and Domenic V. Cicchetti. 1990 b. High Agreement but Low Kappa: II. Resolving the Paradoxes. J. Clin. Epidemiol., Vol. 43, 6 (1990), 551--558.
[25]
Jon Fingas. 2019. Senate bill would ban deceptive data collection by internet giants. https://www.engadget.com/2019/04/09/senate-detour-act/.
[26]
Ina Fried. 2019. Google claims it doesn't use “dark patterns” during Senate hearing. https://www.axios.com/google-dark-patterns-senate-hearing-c75afbc9--2462--4afc-bfd2--4b059c2a1d3d.html.
[27]
Stacia Garlach and Daniel D. Suther. 2018. 'I'm supposed to see that?' AdChoices Usability in the Mobile Environment. In Proc. of HICSS.
[28]
Joshua Gluck, Florian Schaub, Amy Friedman, Hana Habib, Norman Sadeh, Lorrie Faith Cranor, and Yuvraj Agarwal. 2016. How Short Is Too Short? Implications of Length and Framing on the Effectiveness of Privacy Notices. In Proc. of the Workshop on Usable Security.
[29]
Colin M. Gray and Shruthi Sai Chivukula. 2019. Ethical Mediation in UX Practice. In Proc. of CHI.
[30]
Colin M. Gray, Shruthi Sai Chivukula, and Ahreum Lee. 2020. What Kind of Work Do “Asshole Designers” Create? Describing Properties of Ethical Concern on Reddit. In Proc. of the Designing Interactive Systems Conference.
[31]
Colin M. Gray, Yubo Kou, Bryan Battles, Joseph Hoggatt, and Austin L. Toombs. 2018. The Dark (Patterns) Side of UX Design. In Proc. of CHI.
[32]
Colin M. Gray, Cristiana Santos, Nataliia Bielova, Michael Toth, and Damian Clifford. 2021. Dark Patterns and the Legal Requirements of Consent Banners: An Interaction Criticism Perspective. In Proc. of CHI.
[33]
Saul Greenberg, Sebastian Boring, Jo Vermeulen, and Jakub Dostal. 2014. Dark Patterns in Proxemic Interactions: A Critical Perspective. In Proc. of the Designing Interactive Systems Conference.
[34]
Hana Habib, Sarah Pearman, Jiamin Wang, Yixin Zou, Alessandro Acquisti, Lorrie Faith Cranor, Norman Sadeh, and Florian Schaub. 2020. “It's a Scavenger Hunt”: Usability of Websites' Opt-Out and Data Deletion Choices. In Proc. of CHI.
[35]
Hana Habib, Yixin Zou, Aditi Jannu, Neha Sridhar, Chelse Swoopes, Alessandro Acquisti, Lorrie Faith Cranor, Norman Sadeh, and Florian Schaub. 2019. An Empirical Analysis of Data Deletion and Opt-Out Choices on 150 Websites. In Proc. of the Workshop on Usable Security.
[36]
Woodrow Hartzog. 2011. Website Design as Contract. American University Law Review, Vol. 60, 1635 (2011). https://ssrn.com/abstract=1808108
[37]
Woodrow Hartzog. 2018. Privacy's Blueprint: The Battle to Control the Design of New Technologies .Harvard University Press.
[38]
Adrianne Jeffries. 2019. Yelp is Screwing Over Restaurants By Quietly Replacing Their Phone Numbers. https://www.vice.com/en_us/article/wjwebw/yelp-is-sneakily-replacing-restaurants-phone-numbers-so-grubhub-can-take-a-cut.
[39]
Carlos Jensen and Colin Potts. 2004. Privacy Policies As Decision-making Tools: An Evaluation of Online Privacy Notices. In Proc. of CHI.
[40]
Shan Jiang, John Martin, and Christo Wilson. 2019. Who's the Guinea Pig? Investigating Online A/B/n Tests in-the-Wild. In Proc. of the Conference on Fairness, Accountability, and Transparency (FAT* 2019).
[41]
Oksana Kulyk, Annika Hilt, Nina Gerber, and Melanie Volkamer. 2018. “This Website Uses Cookies”: Users' Perceptions and Reactions to the Cookie Disclaimer. In Proc. of European Workshop on Usable Security (EuroUSEC).
[42]
Thomas Linden, Rishabh Khandelwal, Hamza Harkous, and Kassem Fawaz. 01 Jan. 2020. The Privacy Policy Landscape After the GDPR. Proceedings on Privacy Enhancing Technologies, Vol. 2020, 1 ( 01 Jan. 2020), 47--64. https://doi.org/10.2478/popets-2020-0004
[43]
Jamie Luguri and Lior Strahilevitz. 2019. Shining a Light on Dark Patterns. U of Chicago, Public Law Working Paper No. 719; University of Chicago Coase-Sandor Institute for Law & Economics Research Paper No. 879 (2019). https://ssrn.com/abstract=3431205
[44]
Arunesh Mathur, Gunes Acar, Michael Friedman, Elena Lucherini, Jonathan Mayer, Marshini Chetty, and Arvind Narayanan. 2019. Dark Patterns at Scale: Findings from a Crawl of 11K Shopping Websites. Proc. ACM Hum.-Comput. Interact., Vol. 1, CSCW (2019).
[45]
Arunesh Mathur, Jonathan Mayer, and Mihir Kshirsagar. 2021. What Makes a Dark Pattern... Dark?. In Proc. of CHI.
[46]
Anthony D. Miyazaki. 2008. Online Privacy and the Disclosure of Cookie Use: Effects on Consumer Trust and Anticipated Patronage. Journal of Public Policy & Marketing, Vol. 27, 1 (2008), 19--33. https://doi.org/10.1509/jppm.27.1.19
[47]
Carol Moser, Sarita Y. Schoenebeck, and Paul Resnick. 2019. Impulse Buying: Design Practices and Consumer Needs. In Proc. of CHI.
[48]
Arvind Narayanan, Arunesh Mathur, Marshini Chetty, and Mihir Kshirsagar. 2020. Dark Patterns: Past, Present, and Future. ACM Queue, Vol. 18, 2 (2020).
[49]
Harper Neidig. 2019. Senators spar with Google exec over use of `persuasive technology'. https://thehill.com/policy/technology/450261-senators-spar-with-google-exec-over-its-influence-on-users.
[50]
Don Norman. 2013. The Design of Everyday Things: Revised and Expanded Edition .Basic Books.
[51]
Midas Nouwens, Ilaria Liccardi, Michael Veale, David Karger, and Lalana Kagal. 2020. Dark Patterns after the GDPR: Scraping Consent Pop-Ups and Demonstrating Their Influence. In Proc. of CHI.
[52]
Anshul Vikram Pandey, Katharina Rall, Margaret L. Satterthwaite, Oded Nov, and Enrico Bertini. 2015. How Deceptive Are Deceptive Visualizations?: An Empirical Analysis of Common Distortion Techniques. In Proc. of CHI.
[53]
Luana Pascu. 2019. US Senate to End Deceptive Practices and Dark Patterns on Online Platforms. https://hotforsecurity.bitdefender.com/blog/us-senate-to-end-deceptive-practices-and-dark-patterns-on-online-platforms-21062.html.
[54]
Andrew Perrin and Erica Turner. 2019. Smartphones help blacks, Hispanics bridge some -- but not all -- digital gaps with whites. Pew Research Center. (2019). https://www.pewresearch.org/fact-tank/2019/08/20/smartphones-help-blacks-hispanics-bridge-some-but-not-all-digital-gaps-with-whites/.
[55]
Victor Le Pochat, Tom Van Goethem, Samaneh Tajalizadehkhoob, Maciej Korczy'ski, and Wouter Joosen. 2019. Tranco: A Research-Oriented Top Sites Ranking Hardened Against Manipulation. In Proc of NDSS.
[56]
Iskander Sanchez-Rola, Matteo Dell'Amico, Platon Kotzias, Davide Balzarotti, Leyla Bilge, Pierre-Antoine Vervier, and Igor Santos. 2019. Can I Opt Out Yet?: GDPR and the Global Illusion of Cookie Control. In Proc. of AsiaCCS.
[57]
Peter Story, Sebastian Zimmeck, and Norman Sadeh. 2018. Which Apps have Privacy Policies? An analysis of over one million Google Play Store apps. In Proc. of Annual Privacy Forum.
[58]
Richard H. Thaler. 2018. Nudge, not Sludge. Science, Vol. 361, 6401 (Aug. 2018).
[59]
Richard H. Thaler and Cass R. Sunstein. 2008. Nudge: Improving Decisions About Health, Wealth, and Happiness .Yale University Press.
[60]
Martino Trevisan, Stefano Traverso, Eleonora Bassi, and Marco Mellia. 01 Apr. 2019. 4 Years of EU Cookie Law: Results and Lessons Learned. Proceedings on Privacy Enhancing Technologies, Vol. 2019, 2 ( 01 Apr. 2019), 126--145. https://doi.org/10.2478/popets-2019-0023
[61]
Christine Utz, Martin Degeling, Sascha Fahl, Florian Schaub, and Thorsten Holz. 2019. (Un)informed Consent: Studying GDPR Consent Notices in the Field. In Proc. of CCS.
[62]
Giridhari Venkatadri, Elena Lucherini, Piotr Sapiezy'nski, and Alan Mislove. 2019. Investigating sources of PII used in Facebook's targeted advertising. In Proc. of PETS.
[63]
Ari Ezra Waldman. 2020. Cognitive biases, dark patterns, and the 'privacy paradox'. Current Opinion in Psychology, Vol. 31 (Feb. 2020), 105--109.
[64]
Jose P. Zagal, Staffan Bjork, and Chris Lewis. 2006. Dark Patterns in the Design of Games. In Proc. of Foundations of Digital Games (FDG '06).
[65]
Sebastian Zimmeck, Peter Story, Daniel Smullen, Abhilasha Ravichander, Ziqi Wang, Joel Reidenberg, N. Cameron Russell, and Norman Sadeh. 01 Jul. 2019. MAPS: Scaling Privacy Compliance Analysis to a Million Apps. Proceedings on Privacy Enhancing Technologies, Vol. 2019, 3 ( 01 Jul. 2019), 66--86. https://doi.org/10.2478/popets-2019-0037

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cover image Proceedings of the ACM on Human-Computer Interaction
Proceedings of the ACM on Human-Computer Interaction  Volume 5, Issue CSCW2
CSCW2
October 2021
5376 pages
EISSN:2573-0142
DOI:10.1145/3493286
Issue’s Table of Contents
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

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Publication History

Published: 18 October 2021
Published in PACMHCI Volume 5, Issue CSCW2

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Author Tags

  1. UX design
  2. consumer protection
  3. dark patterns
  4. deceptive content
  5. manipulation
  6. nudging

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  • (2024)"What a stupid way to do business": Towards an Understanding of Older Adults' Perceptions of Deceptive Patterns and Ways to Develop ResistanceProceedings of the ACM on Human-Computer Interaction10.1145/36771138:CHI PLAY(1-31)Online publication date: 15-Oct-2024
  • (2024)Culture Clash: When Deceptive Design Meets Diverse Player ExpectationsCompanion Proceedings of the 2024 Annual Symposium on Computer-Human Interaction in Play10.1145/3665463.3678866(272-275)Online publication date: 14-Oct-2024
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