NumPy
England > North West
The table below provides summary statistics and contractor rates for jobs advertised in the North West requiring NumPy skills. It covers contract job vacancies from the 6 months leading up to 15 July 2026, with comparisons to the same periods in the previous two years.
|
|
6 months to 15 Jul 2026 |
Same period 2025 | Same period 2024 |
|---|---|---|---|
| Rank | 168 | 124 | 131 |
| Rank change year-on-year | -44 | +7 | +21 |
| Contract jobs citing NumPy | 1 | 1 | 1 |
| As % of all contract jobs in the North West | 0.027% | 0.046% | 0.037% |
| As % of the Libraries, Frameworks & Software Standards category | 0.16% | 0.22% | 0.22% |
| Number of daily rates quoted | 1 | 1 | 1 |
| 10th Percentile | - | - | - |
| 25th Percentile | £563 | £525 | £510 |
| Median daily rate (50th Percentile) | £575 | £550 | £520 |
| Median % change year-on-year | +4.55% | +5.77% | - |
| 75th Percentile | £588 | £575 | £530 |
| 90th Percentile | - | - | - |
| England median daily rate | £600 | £750 | £800 |
| % change year-on-year | -20.00% | -6.25% | +17.00% |
All Software Libraries and Frameworks
North West
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 North West.
| Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills | 642 | 463 | 447 |
| As % of all contract IT jobs advertised in the North West | 17.47% | 21.49% | 16.55% |
| Number of daily rates quoted | 406 | 354 | 322 |
| 10th Percentile | £366 | £323 | £333 |
| 25th Percentile | £417 | £378 | £414 |
| Median daily rate (50th Percentile) | £525 | £447 | £500 |
| Median % change year-on-year | +17.38% | -10.55% | -3.85% |
| 75th Percentile | £610 | £538 | £599 |
| 90th Percentile | £688 | £625 | £785 |
| England median daily rate | £525 | £525 | £550 |
| % change year-on-year | - | -4.55% | - |
| Number of hourly rates quoted | 45 | 4 | 16 |
| 10th Percentile | £51.45 | £42.00 | £36.81 |
| 25th Percentile | £66.50 | £60.00 | £45.88 |
| Median hourly rate | £75.00 | £70.00 | £46.18 |
| Median % change year-on-year | +7.14% | +51.58% | - |
| 75th Percentile | £77.50 | £74.69 | £71.87 |
| 90th Percentile | £95.00 | £83.13 | £72.50 |
| England median hourly rate | £65.00 | £62.50 | £58.30 |
| % change year-on-year | +4.00% | +7.20% | -8.19% |
NumPy
Job Vacancy Trend in the North West
Historical trend showing the proportion of contract IT job postings citing NumPy relative to all contract IT jobs advertised in the North West.
NumPy
Daily Rate Trend in the North West
Contractor daily rate distribution trend for jobs in the North West citing NumPy.
NumPy
Contract Job Locations in the North West
The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing NumPy within the North West region over the 6 months to 15 July 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 Contract IT Job Ads |
Median Daily Rate Past 6 Months |
Median Daily Rate % Change on Same Period Last Year |
Live Jobs |
|---|---|---|---|---|---|
| Manchester | -43 | 1 | £575 | +4.55% | 9 |
| NumPy England |
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NumPy
Co-Occurring Skills & Capabilities in the North West 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: