Skills: pay and hiring demand
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NumPy jobs and pay
How many open roles ask for NumPy, what employers state they pay for it, and where that demand sits.
Citable summary
NumPy appears in 153 open roles (0.1% of postings) with an employer-stated median of 83,200 (P25 83,200 – P75 154,000), as of 2026-10-18.
n=153, as of 2026-10-18 · How these skill figures are calculated
153
Open roles
0.1%
Share of all postings
73
Postings with a salary range
$83,200
Median stated pay
Which job families hire for this skill
Where roles naming this skill are concentrated across job families.
Demand by job family
| Job family | Open roles | Share of skill's roles |
|---|---|---|
| Data & ML | 108 | 70.6% |
| Other | 21 | 13.7% |
| Engineering | 18 | 11.8% |
| Consulting | 1 | 0.7% |
| Design | 1 | 0.7% |
| Finance | 1 | 0.7% |
| Operations | 1 | 0.7% |
| Product | 1 | 0.7% |
| Support | 1 | 0.7% |
Skill demand by country
| Country | Open roles | Share of skill's roles |
|---|---|---|
| United States | 40 | 26.1% |
| United Kingdom | 14 | 9.2% |
| Poland | 9 | 5.9% |
| India | 7 | 4.6% |
| Germany | 6 | 3.9% |
| Singapore | 6 | 3.9% |
| Brazil | 5 | 3.3% |
| Canada | 5 | 3.3% |
| Netherlands | 5 | 3.3% |
| AR | 4 | 2.6% |
| France | 4 | 2.6% |
| CL | 3 | 2.0% |
| CO | 3 | 2.0% |
| Greece | 3 | 2.0% |
| Portugal | 3 | 2.0% |
| China | 2 | 1.3% |
| Czechia | 2 | 1.3% |
| EG | 2 | 1.3% |
| Spain | 2 | 1.3% |
| Finland | 2 | 1.3% |
| Italy | 2 | 1.3% |
| Mexico | 2 | 1.3% |
| PE | 2 | 1.3% |
| Romania | 2 | 1.3% |
| Sweden | 2 | 1.3% |
| TR | 2 | 1.3% |
| UY | 2 | 1.3% |
| Belgium | 1 | 0.7% |
| Switzerland | 1 | 0.7% |
| Denmark | 1 | 0.7% |
| Hong Kong | 1 | 0.7% |
| Ireland | 1 | 0.7% |
| Slovakia | 1 | 0.7% |
| VN | 1 | 0.7% |
Skills that appear alongside
Skills most often requested in the same job postings as NumPy.
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Method: counts come from public job postings; pay figures use only postings with an employer-stated salary range. salaries.geo_answer_method →