Salary ranges are parsed from live job listings by our extraction pipeline; only trusted parse stages count. Each range's midpoint is normalized to a yearly amount and converted to USD at daily reference rates. Percentiles describe the listings on hiring.lat — treat them as directional market signal, not official benchmarks.