Can you compare the top salary benchmarking websites to see which one provides the most accurate data for calculating total compensation packages in mid-sized firms?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the top salary benchmarking websites to see which one provides the most accurate data for calculating total compensation packages in mid-sized firms?
6 real searches · 1 real-search pass
Payscale compensation data methodology salary surveys employer submitted data total compensationGoogle ↗
OBSERVEDReason
Mercer compensation surveys methodology total remuneration salary benchmarking dataGoogle ↗
OBSERVEDComparison
WTW compensation surveys methodology salary benchmarking total compensationGoogle ↗
OBSERVEDReason
Aon Radford compensation survey methodology total compensation salary benchmarkingGoogle ↗
OBSERVEDComparison
Salary.com CompAnalyst methodology compensation data surveys total compensationGoogle ↗
OBSERVEDReason
mid sized companies salary benchmarking platform comparison Mercer Payscale WTW Salary.com Culpepper accuracyGoogle ↗
OBSERVEDComparison
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 (6)
Classes come from the query-classifier (a local Laya model). 5 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT6 real searches · gpt-6
Payscale compensation data methodology salary surveys employer submitted data total compensation Google ↗
Mercer compensation surveys methodology total remuneration salary benchmarking data Google ↗
WTW compensation surveys methodology salary benchmarking total compensation Google ↗
Aon Radford compensation survey methodology total compensation salary benchmarking Google ↗
Salary.com CompAnalyst methodology compensation data surveys total compensation Google ↗
mid sized companies salary benchmarking platform comparison Mercer Payscale WTW Salary.com Culpepper accuracy Google ↗
- How to choose compensation data: 9 North Star principles · wtwco.com
- North Star principles for assessing different pay data sources · wtwco.com
- Calculation : U.S. Bureau of Labor Statistics · bls.gov
- Data Sources : U.S. Bureau of Labor Statistics · bls.gov
- Occupational Employment and Wage Statistics May 2024 Survey Methods · bls.gov
- Overview of BLS Statistics on Pay and Benefits : U.S. Bureau of Labor Statistics · bls.gov
- Total Remuneration Surveys · imercer.com
- Total Remuneration Surveys · imercer.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
6 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Payscale compensation data methodology salary surveys employer submitted data total compensation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Mercer compensation surveys methodology total remuneration salary benchmarking data OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
WTW compensation surveys methodology salary benchmarking total compensation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Aon Radford compensation survey methodology total compensation salary benchmarking OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Salary.com CompAnalyst methodology compensation data surveys total compensation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
mid sized companies salary benchmarking platform comparison Mercer Payscale WTW Salary.com Culpepper accuracy OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |