Helping Mobile App Developers Create Accurate Privacy Labels
summary
A tool called Privacy Label Wiz combines static analysis of iOS permissions with interactive reflection questions to help developers complete Apple’s privacy labels; it maps permissions to Apple’s 32 data types (each with six practices) and surfaces code locations, flags uncertain answers, and lists third‑party SDK hints. Initial think‑aloud tests with four developers reveal UI overload and static‑analysis blind spots (server and some third‑party flows); creators refine a paginated, iterative workflow but acknowledge that full automation is impossible given over 200 options and an average of >3 compliance issues per app.
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chapters (6)
- 0:00Intro
- 0:29Outline
- 2:20An Apple privacy label
- 4:52Challenges in creating privacy labels
- 10:28Evaluating the initial version with developers
- 16:14Reviewing answers on the summary page
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