NumPy
England > West Midlands
The table below provides summary statistics and contractor rates for jobs advertised in the West Midlands requiring NumPy skills. It covers contract job vacancies from the 6 months leading up to 3 November 2025, with comparisons to the same periods in the previous two years.
| 6 months to 3 Nov 2025 |
Same period 2024 | Same period 2023 | |
|---|---|---|---|
| Rank | 132 | - | 115 |
| Rank change year-on-year | - | - | - |
| Contract jobs citing NumPy | 4 | 0 | 2 |
| As % of all contract jobs in the West Midlands | 0.20% | - | 0.10% |
| As % of the Libraries, Frameworks & Software Standards category | 0.97% | - | 0.66% |
| Number of daily rates quoted | 3 | 0 | 2 |
| 10th Percentile | £272 | - | £520 |
| 25th Percentile | £305 | - | £531 |
| Median daily rate (50th Percentile) | £372 | - | £573 |
| 75th Percentile | £392 | - | £626 |
| 90th Percentile | £398 | - | £643 |
| England median daily rate | £750 | £800 | £700 |
| % change year-on-year | -6.25% | +14.29% | +16.67% |
All Software Libraries and Frameworks
West Midlands
NumPy falls under the Software Libraries and Frameworks category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring technical specification, industry standards, software libraries and framework skills in the West Midlands.
| Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills | 411 | 340 | 301 |
| As % of all contract IT jobs advertised in the West Midlands | 20.43% | 18.01% | 15.67% |
| Number of daily rates quoted | 261 | 183 | 214 |
| 10th Percentile | £368 | £375 | £325 |
| 25th Percentile | £440 | £463 | £401 |
| Median daily rate (50th Percentile) | £507 | £550 | £475 |
| Median % change year-on-year | -7.82% | +15.79% | -9.52% |
| 75th Percentile | £600 | £635 | £575 |
| 90th Percentile | £700 | £735 | £688 |
| England median daily rate | £510 | £550 | £550 |
| % change year-on-year | -7.27% | - | -4.35% |
| Number of hourly rates quoted | 20 | 2 | 3 |
| 10th Percentile | £27.21 | £19.33 | £17.20 |
| 25th Percentile | £33.91 | £26.94 | £17.31 |
| Median hourly rate | £50.00 | £42.25 | £17.50 |
| Median % change year-on-year | +18.34% | +141.43% | -69.83% |
| 75th Percentile | - | £59.94 | £30.63 |
| 90th Percentile | - | £68.98 | £38.50 |
| England median hourly rate | £55.00 | £65.00 | £55.00 |
| % change year-on-year | -15.38% | +18.18% | -15.38% |
NumPy
Job Vacancy Trend in the West Midlands
Historical trend showing the proportion of contract IT job postings citing NumPy relative to all contract IT jobs advertised in the West Midlands.
NumPy
Daily Rate Trend in the West Midlands
Contractor daily rate distribution trend for jobs in the West Midlands citing NumPy.
NumPy
Daily Rate Histogram in the West Midlands
Daily rate distribution for jobs citing NumPy in the West Midlands over the 6 months to 3 November 2025.
NumPy
Contract Job Locations in the West Midlands
The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing NumPy within the West Midlands region over the 6 months to 3 November 2025. 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 Contract IT Job Ads |
Median Daily Rate Past 6 Months |
Median Daily Rate % Change on Same Period Last Year |
Live Jobs |
|---|---|---|---|---|---|
| Birmingham | - | 4 | £372 | - | 1 |
| NumPy England |
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NumPy
Co-Occurring Skills & Capabilities in the West Midlands by Category
The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:
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