NumPy
UK > England
The table below provides summary statistics and contractor rates for jobs advertised in England requiring NumPy skills. It covers contract job vacancies from the 6 months leading up to 22 November 2025, with comparisons to the same periods in the previous two years.
| 6 months to 22 Nov 2025 |
Same period 2024 | Same period 2023 | |
|---|---|---|---|
| Rank | 380 | 331 | 434 |
| Rank change year-on-year | -49 | +103 | +110 |
| Contract jobs citing NumPy | 167 | 194 | 141 |
| As % of all contract jobs in England | 0.55% | 0.62% | 0.36% |
| As % of the Libraries, Frameworks & Software Standards category | 2.41% | 2.86% | 1.62% |
| Number of daily rates quoted | 123 | 189 | 123 |
| 10th Percentile | £408 | £550 | £463 |
| 25th Percentile | £463 | £663 | £513 |
| Median daily rate (50th Percentile) | £700 | £800 | £675 |
| Median % change year-on-year | -12.50% | +18.52% | +12.50% |
| 75th Percentile | £825 | £888 | £788 |
| 90th Percentile | £875 | - | - |
| UK median daily rate | £588 | £800 | £650 |
| % change year-on-year | -26.56% | +23.08% | +8.33% |
| Number of hourly rates quoted | 0 | 0 | 1 |
| 10th Percentile | - | - | - |
| 25th Percentile | - | - | £64.25 |
| Median hourly rate | - | - | £65.50 |
| 75th Percentile | - | - | £66.75 |
| 90th Percentile | - | - | - |
| UK median hourly rate | - | - | £65.50 |
| % change year-on-year | - | - | +19.09% |
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 contract job vacancies requiring technical specification, industry standards, software libraries and framework skills in England.
| Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills | 6,942 | 6,790 | 8,689 |
| As % of all contract IT jobs advertised in England | 22.70% | 21.72% | 21.98% |
| Number of daily rates quoted | 4,677 | 4,330 | 6,328 |
| 10th Percentile | £350 | £356 | £375 |
| 25th Percentile | £413 | £435 | £450 |
| Median daily rate (50th Percentile) | £505 | £550 | £550 |
| Median % change year-on-year | -8.18% | - | -4.35% |
| 75th Percentile | £631 | £666 | £675 |
| 90th Percentile | £734 | £800 | £775 |
| UK median daily rate | £500 | £550 | £550 |
| % change year-on-year | -9.09% | - | -4.35% |
| Number of hourly rates quoted | 181 | 102 | 183 |
| 10th Percentile | £31.25 | £26.25 | £36.37 |
| 25th Percentile | £43.00 | £42.63 | £46.18 |
| Median hourly rate | £55.00 | £65.00 | £55.00 |
| Median % change year-on-year | -15.38% | +18.18% | -15.38% |
| 75th Percentile | £65.00 | £70.00 | £70.00 |
| 90th Percentile | £77.25 | £73.98 | £78.00 |
| UK median hourly rate | £55.00 | £62.50 | £55.25 |
| % change year-on-year | -12.00% | +13.12% | -14.67% |
NumPy
Job Vacancy Trend in England
Historical trend showing the proportion of contract IT job postings citing NumPy relative to all contract IT jobs advertised in England.
NumPy
Daily Rate Trend in England
Contractor daily rate distribution trend for jobs in England citing NumPy.
NumPy
Daily Rate Histogram in England
Daily rate distribution for jobs citing NumPy in England over the 6 months to 22 November 2025.
NumPy
Hourly Rate Trend in England
Contractor hourly rate distribution trend for jobs in England citing NumPy.
NumPy
Contract Job Locations in England
The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing NumPy within the England region over the 6 months to 22 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 |
|---|---|---|---|---|---|
| London | -35 | 133 | £750 | -6.25% | 140 |
| South East | - | 15 | £438 | - | 14 |
| West Midlands | -19 | 7 | £402 | -15.37% | 5 |
| Midlands | -29 | 7 | £402 | -15.37% | 6 |
| North of England | -32 | 6 | £516 | +12.23% | 7 |
| Yorkshire | -34 | 6 | £516 | +29.06% | 1 |
| East of England | -13 | 4 | £475 | +48.90% | 1 |
| South West | - | 1 | £550 | - | 1 |
| NumPy UK |
|||||
NumPy
Co-Occurring Skills & Capabilities in England 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:
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||