Real ChatGPT answer · index seedw0xxLlQ23i8completeCareers and HR · employee managementinformational
What compensation benchmarks and non-monetary perks are most effective right now for reducing turnover among mid-level data scientists?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What compensation benchmarks and non-monetary perks are most effective right now for reducing turnover among mid-level data scientists?
3 real searches · 1 real-search pass
2026 data scientist salary trends compensation benchmark United States mid-level data scientistGoogle ↗
OBSERVEDComparison
2025 2026 data scientist salary benchmarks United States mid-level 3-7 years compensation surveyGoogle ↗
OBSERVEDComparison
2025 data science workforce retention turnover non-monetary benefits career development flexibility surveyGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2026 data scientist salary trends compensation benchmark United States mid-level data scientist Google ↗
2025 2026 data scientist salary benchmarks United States mid-level 3-7 years compensation survey Google ↗
2025 data science workforce retention turnover non-monetary benefits career development flexibility survey Google ↗
- Data Scientists : Occupational Outlook Handbook: : U.S. Bureau of Labor Statistics · bls.gov
- Data Scientist Compensation: Salary Ranges by State and Level for Your 2026 Offer · careercenter.cra.org
- Data Scientist Compensation 2026: Pay Ranges for Your Offer by Level, State and Industry · careercenter.informs.org
- What Data Scientists Want in a Job: Survey Data for Your Offer and Job Ad (2026) · careercenter.informs.org
- The 2026 State of Rewards · worldatwork.org
- Talent Retention Report 2025 · ihiremanufacturingengineers.com
- Global Indicator: Employee Retention & Attraction · gallup.com
- Talent Retention Report 2025 · ihirebanking.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 data scientist salary trends compensation benchmark United States mid-level data scientist OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2025 2026 data scientist salary benchmarks United States mid-level 3-7 years compensation survey OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2025 data science workforce retention turnover non-monetary benefits career development flexibility survey OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |