NumPy
England > London
The table below provides summary statistics for contract job vacancies advertised in London 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 11 July 2025, comparing them to the same period in the previous two years.
| 6 months to 11 Jul 2025 |
Same period 2024 | Same period 2023 | |
|---|---|---|---|
| Rank | 236 | 168 | 375 |
| Rank change year-on-year | -68 | +207 | -5 |
| Contract jobs citing NumPy | 138 | 252 | 115 |
| As % of all contract jobs advertised in London | 1.02% | 1.44% | 0.45% |
| As % of the Libraries, Frameworks & Software Standards category | 3.91% | 5.30% | 1.70% |
| Number of daily rates quoted | 106 | 238 | 82 |
| 10th Percentile | £531 | £619 | £506 |
| 25th Percentile | £675 | £725 | £563 |
| Median daily rate (50th Percentile) | £750 | £800 | £700 |
| Median % change year-on-year | -6.25% | +14.29% | +16.67% |
| 75th Percentile | £875 | £888 | £797 |
| 90th Percentile | - | - | £899 |
| England median daily rate | £750 | £800 | £693 |
| % change year-on-year | -6.25% | +15.52% | +15.42% |
All Software Libraries and Frameworks
London
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 London.
| Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills | 3,528 | 4,751 | 6,769 |
| As % of all contract IT jobs advertised in London | 26.08% | 27.10% | 26.39% |
| Number of daily rates quoted | 2,454 | 3,469 | 5,093 |
| 10th Percentile | £375 | £375 | £406 |
| 25th Percentile | £430 | £459 | £488 |
| Median daily rate (50th Percentile) | £550 | £575 | £600 |
| Median % change year-on-year | -4.35% | -4.17% | - |
| 75th Percentile | £712 | £718 | £725 |
| 90th Percentile | £825 | £850 | £813 |
| England median daily rate | £525 | £550 | £550 |
| % change year-on-year | -4.55% | - | -4.35% |
| Number of hourly rates quoted | 24 | 26 | 43 |
| 10th Percentile | £31.50 | £16.25 | £31.60 |
| 25th Percentile | £33.25 | £23.80 | £48.75 |
| Median hourly rate | £48.22 | £40.00 | £67.50 |
| Median % change year-on-year | +20.55% | -40.74% | +35.02% |
| 75th Percentile | £62.81 | £58.76 | £75.00 |
| 90th Percentile | £81.88 | £71.00 | £85.85 |
| England median hourly rate | £62.50 | £58.30 | £65.00 |
| % change year-on-year | +7.20% | -10.31% | +18.99% |
NumPy
Job Vacancy Trend in London
Job postings citing NumPy as a proportion of all IT jobs advertised in London.
NumPy
Contractor Daily Rate Trend in London
3-month moving average daily rate quoted in jobs citing NumPy in London.
NumPy
Daily Rate Histogram in London
Daily rate distribution for jobs citing NumPy in London over the 6 months to 11 July 2025.
NumPy
Contractor Hourly Rate Trend in London
3-month moving average hourly rates quoted in jobs citing NumPy in London.
NumPy
Contract Job Locations in London
The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing NumPy within the London region over the 6 months to 11 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 |
|---|---|---|---|---|---|
| Central London | 0 | 7 | £600 | - | 10 |
| East London | +13 | 1 | £550 | -31.25% | |
| NumPy England |
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NumPy
Co-occurring Skills and Capabilities in London 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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