Observed backing
This route is backed by observed public-market inputs aggregated into the current published rollup.
Canonical salary route
Machine Learning Engineering salary in Katowice
Use this benchmark to decide what a realistic offer looks like for machine learning engineering roles in Katowice, where to anchor your ask as a lead candidate, and which next step to take across jobs, market demand, and freelance alternatives.
Cite this benchmark
Suggested citation: Machine Learning Engineering salary in Katowice. PayBench, updated 31 May 2026.
Route quality: 12 observations, 1 sources, 4% confidence.
Trust and provenance
Visible route evidence
This page is based on 12 observations from 1 sources, captured for the current rollup on 31 May 2026. The current confidence signal is 4%.
Publishing state
This route currently passes the public publishing thresholds and remains indexable. The minimum route threshold is 10 supporting inputs within a freshness window of 2,160 hours.
Contributing source lineage
1 import batches currently back this route. Latest import: 1 Jun 2026. Latest captured observation: 31 May 2026.
Definitions: sample size refers to normalized inputs included in the current public rollup, and confidence is a route-level quality signal tied to source breadth, freshness, and coverage depth.
Verify this route via methodology, about, and machine-readable route facts.
Median salary
PLN 280,780
Sample size
12
Confidence score
4%
Last refresh
31 May 2026
Vs Poland
-43%
City median is below the national baseline.
City vs country
Below the national median
Katowice is running about PLN 215,120 below the Poland median for the same role, so users should expect a weaker local pay ceiling unless the role is unusually strong.
Decision brief
Choose the next action from salary, demand, and freelance signals.
This block keeps comparison inside the current detail page, so users can decide whether to negotiate, apply, relocate, or quote a contractor rate without opening a thin comparison route.
Negotiate
PLN 359,398
Use this lead salary anchor as a starting point and keep the published sample depth visible in the discussion.
Stay on salary benchmark
Apply or relocate
84 demand score
Katowice currently shows 414 active listings in the demand rollup, so use hiring pressure to judge timing before you move or apply broadly.
Check hiring demand
Switch to contracting
PLN 1,831 / day
The modeled contractor median annualizes to about PLN 402,820 before utilization and cost adjustments, so compare it with the salary range before switching paths.
Compare freelance rate
Offer check
Test an offer against the current market range.
Add base salary, bonus, equity, and benefits to see whether the package is below the floor, near the midpoint, or strong enough to accept with focused negotiation.
Verdict
Competitive offer
The offer is around the defensible market range. Use the benchmark to negotiate targeted improvements instead of reopening the whole package.
Total package
PLN 359,398
Aligned with midpoint
Market midpoint
PLN 359,398
Experience-adjusted where available.
Demand is strong with 414 active listings represented, so you can make a firmer compensation ask if your fit is clear.
How to use this benchmark
Turn the salary range into a negotiation plan.
Base ask
PLN 359,398
Treat this lead target as directional context and validate it with live openings and role scope before anchoring hard.
Protect your floor
PLN 287,002
If the package and seniority really match a lead role, offers materially below this line need strong compensating upside.
Stretch target
PLN 439,552
Push toward this number when your fit is unusually strong for a lead brief or demand is still elevated in this market.
Choose your next move
Validate the number before you act on it.
The strongest user flow on this product is not a single salary page. It is the combination of pay, hiring demand, and freelance economics for the same role and market.
See live openings
Check whether current vacancies support the range you want to negotiate against.
Check hiring pressure
Use demand data to judge whether employers in Katowice are likely to move faster or hold the line.
Compare with contracting
Pressure-test the permanent salary against the freelance day-rate ceiling for the same role in Poland.
Salary table
| Band | Salary | Notes |
|---|---|---|
| Low benchmark | PLN 224,220 | Lower bound from the current aggregated market range. |
| Median benchmark | PLN 280,780 | Best current central estimate for this role and market. |
| High benchmark | PLN 343,400 | Upper bound from the published benchmark range. |
Career insights
Market scope: Katowice, Poland.
Source coverage: up to 1 normalized sources are represented in the current published rollup.
Publishing status: indexable.
FAQ
How reliable is this machine learning engineering salary benchmark?
This page aggregates 12 normalized observations and keeps the route indexable only while freshness and sample-size thresholds remain satisfied.
What does the salary range for Katowice include?
The range combines published salary rollups for Machine Learning Engineering in Katowice, then surfaces the low, median, and high benchmark visible on the page.
How should I use this benchmark in a negotiation?
Use the median as your baseline anchor, then switch the experience mode to compare how a lead profile changes the negotiation posture for the same market.
Related pages
Use nearby salary routes to compare negotiating power across adjacent markets instead of treating one median as a final answer.
Same role, nearby markets
Machine Learning Engineering salary in Poland
Median PLN 495,900 from 48 samples.
PLN 215,120 above the current median, which may justify widening your search or anchoring higher if the scope matches.
Machine Learning Engineering salary in Krakow
Median PLN 510,777 from 44 samples.
PLN 229,997 above the current median, which may justify widening your search or anchoring higher if the scope matches.
Machine Learning Engineering salary in Wroclaw
Median PLN 510,777 from 44 samples.
PLN 229,997 above the current median, which may justify widening your search or anchoring higher if the scope matches.
Machine Learning Engineering salary in Warsaw
Median PLN 510,777 from 44 samples.
PLN 229,997 above the current median, which may justify widening your search or anchoring higher if the scope matches.
Machine Learning Engineering salary in Poznan
Median PLN 510,777 from 44 samples.
PLN 229,997 above the current median, which may justify widening your search or anchoring higher if the scope matches.
Machine Learning Engineering salary in Gdansk
Median PLN 510,777 from 44 samples.
PLN 229,997 above the current median, which may justify widening your search or anchoring higher if the scope matches.
Adjacent roles in Katowice
Backend Engineering salary in Katowice
Median PLN 241,390 from 12 samples.
Backend Engineering sits about PLN 39,390 below this route here, so treat it as a safer fallback path rather than a pay-up move.
Cloud Engineering salary in Katowice
Median PLN 247,450 from 12 samples.
Cloud Engineering sits about PLN 33,330 below this route here, so treat it as a safer fallback path rather than a pay-up move.
Cybersecurity Engineering salary in Katowice
Median PLN 251,490 from 12 samples.
Cybersecurity Engineering sits about PLN 29,290 below this route here, so treat it as a safer fallback path rather than a pay-up move.
AI Engineering salary in Katowice
Median PLN 270,680 from 12 samples.
AI Engineering sits about PLN 10,100 below this route here, so treat it as a safer fallback path rather than a pay-up move.