Insights
Pay, explained for practitioners.
Guides for HR teams who have to talk about pay with confidence. Each one answers a question in plain language, grounded in the research and the official definitions, and ends with the full text and its sources.
Before you compare pay, decide what pay means
Most arguments about salary numbers are really arguments about definitions. A short framework for HR teams who want figures they can defend.
What "the market pays" really means
A market figure is only as good as the population behind it. How to find, judge and document market pay data without fooling yourself.
What one pay-gap number can and cannot tell you
A pay-gap figure is asked to answer three different questions at once. Here is how to read it, what it leaves out, and what the EU directive expects.
Where to start
Start where your decision is.
- Compensation lead
- Start with the first guide, then the second. Pay policy, comparability and benchmark selection.
- HR analyst or Power BI author
- The first guide from the pay ladder onwards, then the product page. Preparing one employee table and reconciling it.
- Executive or employee representative
- The third guide. Reading differences without overstating causation.
- Statistician or reward specialist
- The third guide from the adjusted analysis onwards, and the cited methods. Designing a separate adjusted analysis.
About these guides
Evidence first, then recommendations.
Sources were searched and inspected on 2 October 2026, giving official statistical definitions and methodological documentation precedence over commercial summaries. Academic evidence covers incentive design, wage-setting, transparency and pay-gap methods. In the full texts, citations next to each claim separate external evidence from our own operating policy and from constructed examples.
The guides have not been independently peer reviewed, legally approved or endorsed by a compensation consulting partner, and no compensation analysis is trustworthy without a check of its population, measurement choices and assumptions. All numbers are constructed examples. Where a guide describes the menus of Compensation Explorer, it refers to edition 1.9.0.0 of the methodology. The product page describes the released version.