What are the legal implications of utilizing algorithmic screening tools that inadvertently create a disparate impact in recruitment?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the legal implications of utilizing algorithmic screening tools that inadvertently create a disparate impact in recruitment?
4 real searches · 1 real-search pass
EEOC Title VII employment selection procedures disparate impact Uniform Guidelines employee selection procedures AI hiring officialGoogle ↗
OBSERVEDComparison
EEOC technical assistance AI algorithmic fairness employment selection procedures ADA Title VII officialGoogle ↗
OBSERVEDReason
NYC Local Law 144 automated employment decision tools bias audit official DCWPGoogle ↗
OBSERVEDReason
EU AI Act employment recruitment high risk AI systems official European CommissionGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
EEOC Title VII employment selection procedures disparate impact Uniform Guidelines employee selection procedures AI hiring official Google ↗
EEOC technical assistance AI algorithmic fairness employment selection procedures ADA Title VII official Google ↗
NYC Local Law 144 automated employment decision tools bias audit official DCWP Google ↗
EU AI Act employment recruitment high risk AI systems official European Commission Google ↗
- Algorithms, Artificial Intelligence, and Disability Discrimination in Hiring · ada.gov
- Automated Employment Decision Tools: Frequently Asked Questions · nyc.gov
- § 20-871 Requirements for automated employment decision tools. · codelibrary.amlegal.com
- Employment · ai-act-service-desk.ec.europa.eu
- Regulation - EU - 2024/1689 - EN · eur-lex.europa.eu
- Office of Legal Counsel | Constitutionality of Disparate-Impact Liability Under Title VII · justice.gov
- Office of Public Affairs | Justice Department Concludes EEOC Disparate-Impact Guidelines Violate the Constitution · justice.gov
- everycrsreport.com · everycrsreport.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
EEOC Title VII employment selection procedures disparate impact Uniform Guidelines employee selection procedures AI hiring official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
EEOC technical assistance AI algorithmic fairness employment selection procedures ADA Title VII official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NYC Local Law 144 automated employment decision tools bias audit official DCWP OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
EU AI Act employment recruitment high risk AI systems official European Commission OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |