NumPy
UK > Scotland
The table below provides summary statistics and contractor rates for jobs advertised in Scotland requiring NumPy skills. It covers vacancies from the 6 months leading up to 6 September 2025, with comparisons to the same periods in the previous two years.
| 6 months to 6 Sep 2025 |
Same period 2024 | Same period 2023 | |
|---|---|---|---|
| Rank | 107 | - | - |
| Rank change year-on-year | - | - | - |
| Contract jobs citing NumPy | 5 | 0 | 0 |
| As % of all contract jobs advertised in Scotland | 0.31% | - | - |
| As % of the Libraries, Frameworks & Software Standards category | 1.29% | - | - |
| Number of daily rates quoted | 4 | 0 | 0 |
| 10th Percentile | - | - | - |
| 25th Percentile | £313 | - | - |
| Median daily rate (50th Percentile) | £325 | - | - |
| 75th Percentile | £378 | - | - |
| 90th Percentile | £451 | - | - |
| UK median daily rate | £750 | £800 | £625 |
| % change year-on-year | -6.25% | +28.00% | +4.17% |
All Software Libraries and Frameworks
Scotland
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 Scotland.
| Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills | 388 | 376 | 599 |
| As % of all contract IT jobs advertised in Scotland | 24.22% | 19.97% | 23.65% |
| Number of daily rates quoted | 226 | 255 | 428 |
| 10th Percentile | £358 | £375 | £388 |
| 25th Percentile | £423 | £413 | £425 |
| Median daily rate (50th Percentile) | £475 | £475 | £480 |
| Median % change year-on-year | - | -1.04% | -4.00% |
| 75th Percentile | £538 | £567 | £538 |
| 90th Percentile | £600 | £700 | £613 |
| UK median daily rate | £500 | £550 | £550 |
| % change year-on-year | -9.09% | - | -3.51% |
| Number of hourly rates quoted | 1 | 1 | 9 |
| 10th Percentile | - | - | £24.63 |
| 25th Percentile | £52.50 | £52.50 | £47.73 |
| Median hourly rate | £55.00 | £55.00 | £55.00 |
| Median % change year-on-year | - | - | -7.84% |
| 75th Percentile | £57.50 | £57.50 | £59.03 |
| 90th Percentile | - | - | £62.82 |
| UK median hourly rate | £52.50 | £62.00 | £60.00 |
| % change year-on-year | -15.32% | +3.33% | - |
NumPy
Job Vacancy Trend in Scotland
Job postings citing NumPy as a proportion of all IT jobs advertised in Scotland.
NumPy
Daily Rate Trend in Scotland
Contractor daily rate distribution trend for jobs in Scotland citing NumPy.
NumPy
Daily Rate Histogram in Scotland
Daily rate distribution for jobs citing NumPy in Scotland over the 6 months to 6 September 2025.
NumPy
Contract Job Locations in Scotland
The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing NumPy within the Scotland region over the 6 months to 6 September 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 |
|---|---|---|---|---|---|
| Glasgow | - | 4 | £325 | - | 3 |
| Edinburgh | - | 1 | £500 | - | 8 |
| NumPy UK |
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NumPy
Co-occurring Skills and Capabilities in Scotland 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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