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An Empirical Analysis of Data Deletion and Opt-Out Choices on 150 Websites Hana Habib, Yixin Zou , Aditi Jannu, Chelse Swoopes, Alessandro Acquisti, Lorrie Cranor, Norman Sadeh, Florian Schaub 1 Privacy Choices Are Mandated European Union


  1. An Empirical Analysis of Data Deletion and Opt-Out Choices on 150 Websites Hana Habib, Yixin Zou , Aditi Jannu, Chelse Swoopes, Alessandro Acquisti, Lorrie Cranor, Norman Sadeh, Florian Schaub 1

  2. Privacy Choices Are Mandated European Union The United States 2

  3. Examples of Privacy Choices 3

  4. User Attitudes and Behaviors said it’s “very important” to them to control 65% what information is collected about them. had taken steps to remove or mask their 86% digital footprints. Pew Research Center. 2016. The State of Privacy in Post-Snowden America. 4

  5. Usability Issues of Privacy Choices Large-scale Small-scale measurement studies user studies • Cranor et al., TWEB ’16 • Komanduri et al., ISJLP ’11 • Libert , WWW ’18 • Leon et al ., CHI ’12 • Degeling et al., NDSS ’19 • Ur et al., SOUPS ’12 • Zimmeck et al., PETS ’19 Our Study 5

  6. Our Study… A manual, in-depth content analysis of privacy choices on 150 websites. Opt-outs for email Opt-outs for Choices for communications targeted ads data deletion 6

  7. Research Questions What choices related to email 1. communications, targeted advertising, and data deletion do websites offer? How are websites presenting these privacy 2. choices to their visitors, and what are the potential usability issues? 7

  8. Analysis Procedure 1. Visit home page 2. Create a user account 8

  9. Analysis Procedure 3. Visit privacy policy 4. Visit account settings 9

  10. Analysis Template Location Privacy Policy? Account Settings? Other places? Level of detail Specific types of communications that can be opted out? Link availability One or multiple links? Broken or not? Interaction path Clicks? Form fields? Other user actions required? 10

  11. Sampling Strategy 150 English- language websites sampled from Alexa’s global top 10,000 sites (Mar. 2018). Category Ranks Top traffic (50) 1-200 Middle traffic (50) 201-5,000 Bottom traffic (50) >5,000 All sites were analyzed between Apr. and Oct. 2018 ( κ = 0.82). Amazon Alexa Top Sites: https://www.alexa.com/topsites 11

  12. Website Locations Africa, 3% Unknown , 10% Asia, 7% Analysis only shows the status quo for US-based users . Europe, 17% US, 62% Central America, 1% 12

  13. What did we find for website privacy choices? 13

  14. Findings of Website Privacy Choices Presence Description Usability 14

  15. Findings of Website Privacy Choices Privacy choices commonly Presence offered on all websites across different traffic tiers. 15

  16. Privacy Choices Are Common 39 Other opt-outs: 12 • Web analytic 10 services (21) • Third-party 111 100 sharing (17) 85 • Do-Not-Track (8) • Cookies (5) Email Targeted Data deletion communications advertising Provide a choice DO NOT provide a choice 16

  17. Location of Privacy Choices 17

  18. Location of Privacy Choices 18

  19. Location of Privacy Choices 19

  20. Findings of Website Privacy Choices Privacy choices text has Description poor readability . 20

  21. Poor Readability in Text Description Flesch-Kincaid Grade Level (FGL) scores Categories Mean Email Communications 13.89 Targeted Advertising 13.72 Text requires university- level reading abilities! Data Deletion 14.28 Privacy Policies Overall 10.20 21

  22. Findings of Website Privacy Choices No dominant wording for Description section headings. 22

  23. No Dominant Wording for Headings N-Gram Email Targeted Data Deletion Communications Advertising your choic* 11 9 10 opt out 13 7 2 third part* 0 14 2 your right* 9 2 20 “*” is a place holder for one or more letters that follow the beginning pattern. 23

  24. No Dominant Wording for Headings N-Gram Email Targeted Data Deletion Communications Advertising your choic* 11 9 10 opt out 13 7 2 third part* 0 14 2 your right* 9 2 20 “*” is a place holder for one or more letters that follow the beginning pattern. 24

  25. No Dominant Wording for Headings N-Gram Email Targeted Data Deletion Communications Advertising your choic* 11 9 10 opt out 13 7 2 third part* 0 14 2 your right* 9 2 20 “*” is a place holder for one or more letters that follow the beginning pattern. 25

  26. No Dominant Wording for Headings N-Gram Email Targeted Data Deletion Communications Advertising your choic* 11 9 10 opt out 13 7 2 third part* 0 14 2 your right* 9 2 20 “*” is a place holder for one or more letters that follow the beginning pattern. 26

  27. No Dominant Wording for Headings N-Gram Email Targeted Data Deletion Communications Advertising your choic* 11 9 10 opt out 13 7 2 third part* 0 14 2 your right* 9 2 20 No single n-gram occurred in >20 analyzed policies. “*” is a place holder for one or more letters that follow the beginning pattern. 27

  28. Various Headings for Data Deletion 28

  29. Findings of Website Privacy Choices Ambiguity in what happens Description after exercising the choice. 29

  30. Ambiguity in Targeted Ads Opt-outs Among 80 sites that offered targeted ads opt-outs: 50% 90% did not specify if it also did not specify if it applies to tracking . works across multiple browsers or devices . 30

  31. Ambiguity in Data Deletion Choices Among 108 sites that offered data deletion: 83% did not describe when the account would be permanently deleted. 31

  32. Findings of Website Privacy Choices Exercising privacy choices Usability requires many actions . 32

  33. Average Number of Actions Actions we counted: Average number for the shortest path : • Clicks for email opt-outs • Hovers 5.3 and data deletion • Checkboxes choices. • Form fields 3.2 for targeted ads opt-outs. 33

  34. 34

  35. Findings of Website Privacy Choices Multiple links leading to Usability different opt-out tools. 35

  36. Links to Multiple Opt-outs 1. Twitter implemented 1. Twitter implemented 2. DAA 1. Twitter implemented 2. DAA 3. NAI 4. Google Privacy Policy “About Ads” page Account Settings 36

  37. Findings of Website Privacy Choices Usability Poor design choices. 37

  38. 38

  39. How do we improve website privacy choices? 39

  40. Improving Website Privacy Choices Planning Determining what to do Translation Determining how to do it Physical action Doing it Assessment Determining outcomes via feedback Andre et al. The user action framework: A reliable foundation for usability engineering support tools. International Journal of Human-Computer Studies , 54(1):107 – 136, 2001. 40

  41. Improving Website Privacy Choices Standardize section Planning headings in privacy policies. Translation Physical action Assessment 41

  42. Standardize Policy Section Headings 42

  43. Improving Website Privacy Choices Planning Simplify the process of Translation learning opt-outs. Physical action Assessment 43

  44. 1. Twitter implemented 1. Twitter implemented 2. DAA 1. Twitter implemented 2. DAA 3. NAI 4. Google Unify multiple choice mechanisms into a single interface. Help users distinguish different opt-out tools. 44

  45. Improving Website Privacy Choices Planning Translation Reduce number of actions Physical action to exercise choices. Assessment 45

  46. Reduce Number of User Actions Add the option “delete my account from all NYT services.” Convert this to a list of checkboxes. 46

  47. Reduce Number of User Actions 47

  48. Regulation Needs to Combat Dark Patterns For alleged failure to… • Provide notice in an accessible form. • Obtain valid user consent to data processing for ad personalization. 48

  49. Improving Website Privacy Choices Planning Translation Physical action Describe what privacy Assessment choices achieve clearly. 49

  50. Describe What Privacy Choices Do 50

  51. Summary Privacy choices are prevalent on websites. Severe issues exist regarding their description and usability. Companies and regulators must ensure usability of privacy choices. Yixin Zou yixinz@umich.edu / @yixinzou1124 yixinzou.github.io 51

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