How to read a salary benchmark without being misled
The method note. Every published benchmark carries a lag and a basket bias — here’s what to inspect before you set a band from one.
Draft. Figures marked like this are illustrative and pending verification against Recruise placement data & Sachith sign-off before publication.
Key takeaways
- Every published benchmark carries a lag and a basket bias — inspect both before you set a band from it.
- The two questions that matter most: when was the data collected, and which roles dominate the sample — averages hide both.
- A benchmark is a starting reference, not a decision; the honest ones tell you their method, and the method is what you read first.
Read the method before you read the number.
A salary benchmark arrives looking like a fact and behaves like an argument. Before you let one set a band for senior IT or AI/data roles, ask the two questions that decide whether it’s telling you about your market or someone else’s. First, the lag: when was this data actually collected, and how long did compilation take? In a re-pricing segment, a benchmark built from figures gathered two or three quarters ago is describing a market that has already moved on.
Second, the basket. A benchmark is only as relevant as its sample, and most GCC surveys are dominated by whatever roles are highest in volume — usually mainstream engineering. If you’re pricing a scarce, specialised seat against a basket built from abundant, generalist ones, the distribution is working against you before you read a single number.
“A benchmark without a method note is a rumour with a decimal point. The number is the last thing I read — when it was collected and who’s in the sample tell me whether to trust it at all.”
Sachith Rai · MD & Founder, Recruise
Use it as a floor, correct it with live signal.
None of this means benchmarks are useless — a good one bounds the conversation and keeps a committee honest. It means you treat it as a floor and a reference, not a verdict. The correction comes from data the survey can’t have: the offers your own mandates are closing, the counters they’re triggering, the declines and their reasons. That live signal is narrower than a survey but it is current, and current beats broad on the roles that move.
So build the band in two passes. Set the reference from a benchmark whose method you’ve inspected; then adjust with your own close-and-counter flow for the specific seat. Write down which source you trusted when they disagreed, and why. That’s the difference between being informed by a benchmark and being misled by one.
One pattern worth knowing, every week.
The Signal is our weekly read on the senior GCC talent market — one chart, one pattern, no noise. Written from live placement data.
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