PrivacyAkinator Tool Helps Developers Articulate Privacy Design Decisions via LLM Questions
A new interactive tool called PrivacyAkinator has been launched to help novice developers make important privacy design decisions by offering LLM-generated multiple-choice questions. This initiative came from a study with 12 participants who applied NIST's Privacy Risk Assessment Methodology (PRAM) in real-world situations, revealing that beginners struggle to define privacy-related design aspects. PrivacyAkinator includes three main features: a simplified way to represent privacy through data flows and stakeholder interactions; a design space informed by 10,000 articles focused on privacy; and an adaptable process for creating questions. The research findings are available on arXiv under the identifier 2605.20206.
Key facts
- PrivacyAkinator is an interactive tool for articulating privacy design decisions.
- It uses LLM-generated multiple-choice questions.
- Based on NIST's Privacy Risk Assessment Methodology (PRAM).
- Observational study with 12 participants identified key difficulties for novice developers.
- Three innovations: universal privacy representation, domain-aware design space, dynamic question generation.
- Design space mined from 10,000 privacy-related news articles.
- Published on arXiv with ID 2605.20206.
Entities
Institutions
- NIST
- arXiv