AI Concerns

Map/D8/8.1

II · D8 · 8.1

Hiring & recruitment AI

Resume screeners, video-interview scoring, chatbot pre-screens.

Major · 4Documented at scaleNowRisk 20

Severity

4/5

Likelihood

5/5

In the hierarchy

  1. Part II: Societal & Human Concerns
  2. D8. Discrimination, Fairness & Toxicity
  3. 8.1 Discrimination in high-stakes decisions

Virtues and principles to explore

Held as inquiry, not as a verdict.

  • Justice

    Justice

    Who is heard, who is harmed, and who decides.

  • Dignity

    Center principle

    Every person is a protagonist, not a data point.

  • Listening

    Trust

    Listen to understand, rather than listen to speak.

Starter questions

Written to probe curiosity and learning, not accusation.

  1. 01What might we be missing if we treat “Hiring & recruitment AI” only as a technical problem?
  2. 02If a colleague raised this concern tomorrow, how would we receive it as inquiry rather than accusation?
  3. 03What capacity would we need — in people, in the institution, in the tools — to meet this well?
  4. 04What would Listening require of us here, before we proceed?

Also on this branch

Frameworks and sources

Writing and incidents

Open indexes first. Then, if you wish, ask Grok to search the live web for this concern — one request, cached for the rest of this session.

NewsScholarIncidentsOECD monitorMIT repositoryWikipedia
See it on the mapTest an initiative against this

Who is harmed, who is excluded, and whose dignity is diminished in outputs and decisions.