Government & Agency Pilots
Some state agencies have tested AI-driven tools to streamline vocational assessments. Measuring placement rates and user satisfaction helps evaluate success.
Academic & Nonprofit Projects
Universities and nonprofits explore computer-vision simulation, job matching, and other innovations. Ethical safeguards include clear consent and oversight.
Private Sector Efforts
Companies may offer chatbots or automated screening. They must provide transparency and allow users to reach human counselors when needed.
Lessons Learned
- Stakeholder collaboration improves outcomes.
- Clear communication builds trust.
- Accessibility remains a priority.
Additional Resources
- Algorithm Tips: Resources and leads for investigating algorithms in society
- Awful AI: Curated list to track current scary usages of AI
- Berkeley Haas Center for Equity, Gender, and Leadership: Bias in AI Examples Tracker
- CDEI: Review into bias in algorithmic decision-making
- Digital Europe: Case Studies on Artificial Intelligence
- Eticas Foundation: Observatory of Algorithms with Social Impact
- Fiesler, Casey & Garrett, Natalie & Beard, Nate. 2020. What Do We Teach When We Teach Tech Ethics?: A Syllabi Analysis
- Garrett, Natalie & Beard, Nate & Fiesler, Casey. 2020. More Than "If Time Allows": The Role of Ethics in AI Education
- Integrating Ethics within Machine Learning Courses – Saltz et al., 2019
- Harvard University: Justice case studies with Michael Sandel
- IEEE - ECPAIS: Use Case – Criteria for Addressing Ethical Challenges in Transparency, Accountability, and Privacy of Contact Tracing (Draft)
- Illinois Institute of Technology – Center for the Study of Ethics in the Professions: Ethics Case Studies Library
- MIT Media Lab: Moral Machine
- National Center for Case Study Teaching in Science – Case Collection
- Santa Clara University, Markkula Center for Applied Ethics: Technology Ethics Cases
- OECD: AI Incidents Monitor (AIM)
- Open Roboethics Institute: Scenario-based cases
- Peltarion: Deep Learning Opportunities and Best Practice Report
- Princeton University, Dialogues on AI & Ethics: Case study PDFs
- Problematic Machine Behavior: A Systematic Literature Review of Algorithm Audits (CSCW 2021)
- Project Sherpa: Case study future scenarios
- University of Washington Tech Policy Lab: Designing Tech Policy – Instructional Case Studies for Technologists and Policymakers