What are the best practices for implementing human-in-the-loop validation in automated resume screening workflows to prevent algorithmic bias?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best practices for implementing human-in-the-loop validation in automated resume screening workflows to prevent algorithmic bias?
3 real searches · 1 real-search pass
best practices human oversight automated employment decision tools resume screening algorithmic bias EEOC NIST AI RMF NYC Local Law 144 official guidanceGoogle ↗
OBSERVED
EEOC AI hiring tools technical assistance adverse impact employment selection procedures 2023 officialGoogle ↗
OBSERVED
NIST AI Risk Management Framework human oversight fairness measurement officialGoogle ↗
OBSERVED
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.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
best practices human oversight automated employment decision tools resume screening algorithmic bias EEOC NIST AI RMF NYC Local Law 144 official guidance Google ↗
EEOC AI hiring tools technical assistance adverse impact employment selection procedures 2023 official Google ↗
NIST AI Risk Management Framework human oversight fairness measurement official Google ↗
- Employment Tests and Selection Procedures · eeoc.gov
- Automated Employment Decision Tools: Frequently Asked Questions · nyc.gov
- § 20-871 Requirements for automated employment decision tools. · codelibrary.amlegal.com
- Disability Discrimination Legal Guidance · nyc.gov
- Artificial Intelligence Risk Management Framework (AI RMF 1.0) · govinfo.gov
- Artificial Intelligence Risk Management Framework (AI RMF 1.0) · tsapps.nist.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best practices human oversight automated employment decision tools resume screening algorithmic bias EEOC NIST AI RMF NYC Local Law 144 official guidance OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
EEOC AI hiring tools technical assistance adverse impact employment selection procedures 2023 official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
NIST AI Risk Management Framework human oversight fairness measurement official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |