NumPy Job Trends in England
NumPy
UK > England
The table below provides summary statistics and salary benchmarking for jobs advertised in England requiring NumPy skills. It covers permanent job vacancies from the 6 months leading up to 21 October 2026, with comparisons to the same periods in the previous two years.
| 6 months to 21 Oct 2026 |
Same period 2025 | Same period 2024 | |
|---|---|---|---|
| Rank | 712 | 429 | 282 |
| Rank change year-on-year | -283 | -147 | +291 |
| Permanent jobs citing NumPy | 57 | 203 | 585 |
| As % of all permanent jobs in England | 0.054% | 0.48% | 0.95% |
| As % of the Libraries, Frameworks & Software Standards category | 0.52% | 2.79% | 4.26% |
| Number of salaries quoted | 42 | 166 | 547 |
| 10th Percentile | £31,750 | £98,750 | £77,500 |
| 25th Percentile | £40,000 | £100,000 | £85,000 |
| Median annual salary (50th Percentile) | £65,000 | £130,000 | £115,000 |
| Median % change year-on-year | -50.00% | +13.04% | +35.29% |
| 75th Percentile | £101,563 | £137,500 | £148,750 |
| 90th Percentile | £113,750 | - | £165,000 |
| UK median annual salary | £65,000 | £130,000 | £115,000 |
| % change year-on-year | -50.00% | +13.04% | +39.39% |
All Software Libraries and Frameworks
England
NumPy falls under the Software Libraries and Frameworks category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring technical specification, industry standards, software libraries and framework skills in England.
| 6 months to 21 Oct 2026 |
Same period 2025 | Same period 2024 | |
|---|---|---|---|
| Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills | 10,885 | 7,273 | 13,726 |
| As % of all permanent jobs advertised in England | 10.29% | 17.02% | 22.20% |
| Number of salaries quoted | 7,743 | 4,814 | 8,487 |
| 10th Percentile | £42,500 | £38,500 | £40,000 |
| 25th Percentile | £51,250 | £51,250 | £50,000 |
| Median annual salary (50th Percentile) | £67,500 | £70,000 | £65,000 |
| Median % change year-on-year | -3.57% | +7.69% | -3.70% |
| 75th Percentile | £87,500 | £90,000 | £87,500 |
| 90th Percentile | £100,000 | £115,000 | £112,500 |
| UK median annual salary | £67,500 | £70,000 | £65,000 |
| % change year-on-year | -3.57% | +7.69% | -3.70% |
NumPy Job Vacancy Trend in England
Historical trend showing the proportion of permanent IT job postings citing NumPy relative to all permanent IT jobs advertised in England.
NumPy Salary Trend in England
Salary distribution trend for jobs in England citing NumPy.
NumPy Salary Histogram in England
Salary distribution for jobs citing NumPy in England over the 6 months to 21 October 2026.
NumPy Job Locations in England
The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the England region over the 6 months to 21 October 2026. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.
| Location | Rank Change on Same Period Last Year |
Matching Permanent IT Job Ads |
Median Salary Past 6 Months |
Median Salary % Change on Same Period Last Year |
Live Jobs |
|---|---|---|---|---|---|
| London | -189 | 42 | £73,000 | -43.85% | 106 |
| Midlands | -54 | 3 | £62,500 | -3.85% | 6 |
| South East | -62 | 3 | £60,000 | +41.18% | 11 |
| North of England | -78 | 3 | £73,750 | +19.43% | 5 |
| East Midlands | -42 | 2 | £63,750 | - | 6 |
| North West | -54 | 2 | £73,750 | +40.48% | 2 |
| Yorkshire | -31 | 1 | - | - | 1 |
| West Midlands | -57 | 1 | £62,500 | -3.85% | |
| South West | -73 | 1 | - | - | 8 |
| NumPy UK |
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NumPy Co-Occurring Skills & Capabilities in England by Category
The table below expands on the one above by listing co-occurrences one category at a time. It covers the same employment type, locality and period, with up to 20 co-occurrences in each category.
Libraries, Frameworks & Software Standards
| Rank | Skill | Share | Job Ads |
|---|---|---|---|
| 1 | Pandas | 91.2% | 52 |
| 2 | scikit-learn | 45.6% | 26 |
| 3 | PyTorch | 24.6% | 14 |
| 4 | TensorFlow | 17.5% | 10 |
| 5 | SciPy | 15.8% | 9 |
| 6 | FastAPI | 14.0% | 8 |
| 6 | PySpark | 14.0% | 8 |
| 8 | REST | 12.3% | 7 |
| 9 | React | 10.5% | 6 |
| 9 | XGBoost | 10.5% | 6 |
| 11 | Flask | 8.8% | 5 |
| 12 | Django | 7.0% | 4 |
| 13 | gRPC | 5.3% | 3 |
| 13 | jQuery | 5.3% | 3 |
| 13 | Keras | 5.3% | 3 |
| 13 | Matplotlib | 5.3% | 3 |
| 13 | pytest | 5.3% | 3 |
| 13 | RESTful | 5.3% | 3 |
| 19 | Google JAX | 3.5% | 2 |
| 19 | Hugging Face | 3.5% | 2 |