Upskilling track — research

Impact band profile

The client's digital labs use four impact bands. Healthy headcount is sized per lab and totalled across the three labs.

Pyramid totals: ~25 engineers per lab, ~75 across the three labs (Principal: 3, Staff: 12, Senior: 36, Junior: 24).

Level × track × salary

EMEA gross annual salary benchmarks (EUR), aggregated from public salary sources for May 2026 — Glassdoor EU listings, Levels.fyi heatmap for Europe, Ravio software-engineer trends, the Product Compass benchmark report, the User Interviews UX salary report, and EU Data Jobs.

Source data: assets/emea-salaries.csv.

Notes on the benchmarks

• Software Engineer: Western EU senior averages cluster around €100k (UK €126k, DE €112k, NL €110k, FR €96k, ES €83k). Staff reaches €110–140k at scale-ups; Principal €130–180k+ at top tier.
• Product Manager: EMEA-wide average for PMs sits around €120k, but median country anchors are lower — DE €67k mid / €88k senior, Berlin €82k / €86k. UK trajectory £39k junior to £82k senior.
• UX Designer: Junior ~€32k EU-wide, mid-level ~€48k, senior ~€86k. DE entry €52k, senior 8+y €85k. Lead/Principal stretches into €100–140k at top firms.
• Data Scientist: typically €10–20k above analyst at the same level. DE entry €79k, senior 8+y €140k; NL senior €90k; UK senior £87k.

Open research questions

• Confirm IGB's actual band distribution per lab against this healthy target.
• Identify highest-leverage upskill paths between adjacent bands (Junior→Senior is the densest transition; Senior→Staff is where most attrition occurs).
• Compare 5-year ROI of upskilling current band-2/3 talent versus hiring at band-3/4 from market.