NumPy
England > South East
The table below provides summary statistics for contract job vacancies advertised in the South East requiring NumPy skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited NumPy over the 6 months leading up to 18 July 2025, comparing them to the same period in the previous two years.
| 6 months to 18 Jul 2025 |
Same period 2024 | Same period 2023 | |
|---|---|---|---|
| Rank | 153 | 197 | 206 |
| Rank change year-on-year | +44 | +9 | +38 |
| Contract jobs citing NumPy | 13 | 3 | 11 |
| As % of all contract jobs advertised in the South East | 0.38% | 0.055% | 0.19% |
| As % of the Libraries, Frameworks & Software Standards category | 2.24% | 0.38% | 1.17% |
| Number of daily rates quoted | 10 | 2 | 11 |
| 10th Percentile | £404 | £616 | £463 |
| 25th Percentile | £413 | £622 | £588 |
| Median daily rate (50th Percentile) | £438 | £663 | £625 |
| Median % change year-on-year | -33.96% | +6.00% | +35.14% |
| 75th Percentile | £500 | £722 | £1,025 |
| 90th Percentile | £509 | £739 | - |
| England median daily rate | £750 | £800 | £693 |
| % change year-on-year | -6.25% | +15.52% | +15.42% |
All Software Libraries and Frameworks
South East
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 South East.
| Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills | 581 | 781 | 937 |
| As % of all contract IT jobs advertised in the South East | 17.08% | 14.19% | 16.18% |
| Number of daily rates quoted | 401 | 529 | 653 |
| 10th Percentile | £313 | £325 | £313 |
| 25th Percentile | £400 | £413 | £413 |
| Median daily rate (50th Percentile) | £495 | £525 | £525 |
| Median % change year-on-year | -5.71% | - | - |
| 75th Percentile | £575 | £625 | £625 |
| 90th Percentile | £635 | £663 | £701 |
| England median daily rate | £520 | £550 | £550 |
| % change year-on-year | -5.45% | - | -4.35% |
| Number of hourly rates quoted | 22 | 41 | 40 |
| 10th Percentile | £21.48 | £35.00 | £50.00 |
| 25th Percentile | £33.68 | £56.50 | £52.19 |
| Median hourly rate | £50.00 | £61.60 | £62.50 |
| Median % change year-on-year | -18.83% | -1.44% | +17.37% |
| 75th Percentile | £56.88 | £70.00 | £74.06 |
| 90th Percentile | £58.75 | £75.00 | £79.19 |
| England median hourly rate | £60.00 | £58.00 | £63.50 |
| % change year-on-year | +3.45% | -8.66% | +15.45% |
NumPy
Job Vacancy Trend in the South East
Job postings citing NumPy as a proportion of all IT jobs advertised in the South East.
NumPy
Contractor Daily Rate Trend in the South East
3-month moving average daily rate quoted in jobs citing NumPy in the South East.
NumPy
Daily Rate Histogram in the South East
Daily rate distribution for jobs citing NumPy in the South East over the 6 months to 18 July 2025.
NumPy
Contractor Hourly Rate Trend in the South East
3-month moving average hourly rates quoted in jobs citing NumPy in the South East.
NumPy
Contract Job Locations in the South East
The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing NumPy within the South East region over the 6 months to 18 July 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 |
|---|---|---|---|---|---|
| Thames Valley | +29 | 11 | £438 | -37.50% | 7 |
| Berkshire | +32 | 6 | £500 | - | 3 |
| Buckinghamshire | +10 | 5 | £425 | -39.29% | 1 |
| Hampshire | - | 2 | £480 | - | 1 |
| NumPy England |
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NumPy
Co-occurring Skills and Capabilities in the South East by Category
The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:
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