NumPy
Scotland > Glasgow
The table below provides summary statistics and contractor rates for jobs advertised in Glasgow 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 | 79 | - | - |
| Rank change year-on-year | - | - | - |
| Contract jobs citing NumPy | 4 | 0 | 0 |
| As % of all contract jobs advertised in Glasgow | 0.54% | - | - |
| As % of the Libraries, Frameworks & Software Standards category | 1.75% | - | - |
| Number of daily rates quoted | 3 | 0 | 0 |
| 10th Percentile | - | - | - |
| 25th Percentile | £313 | - | - |
| Median daily rate (50th Percentile) | £325 | - | - |
| 75th Percentile | £338 | - | - |
| 90th Percentile | - | - | - |
| Scotland median daily rate | £325 | - | - |
All Software Libraries and Frameworks
Glasgow
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 Glasgow.
| Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills | 228 | 135 | 160 |
| As % of all contract IT jobs advertised in Glasgow | 30.81% | 19.31% | 18.80% |
| Number of daily rates quoted | 123 | 99 | 118 |
| 10th Percentile | £313 | £356 | £396 |
| 25th Percentile | £408 | £411 | £425 |
| Median daily rate (50th Percentile) | £465 | £475 | £502 |
| Median % change year-on-year | -2.11% | -5.28% | +0.30% |
| 75th Percentile | £538 | £544 | £569 |
| 90th Percentile | £598 | £675 | £638 |
| Scotland median daily rate | £475 | £475 | £480 |
| % change year-on-year | - | -1.04% | -4.00% |
| Number of hourly rates quoted | 1 | 0 | 2 |
| 10th Percentile | - | - | £16.62 |
| 25th Percentile | £52.50 | - | £21.80 |
| Median hourly rate | £55.00 | - | £30.45 |
| Median % change year-on-year | - | - | +131.34% |
| 75th Percentile | £57.50 | - | £39.09 |
| 90th Percentile | - | - | £44.27 |
| Scotland median hourly rate | £55.00 | £55.00 | £55.00 |
| % change year-on-year | - | - | -7.84% |
NumPy
Job Vacancy Trend in Glasgow
Job postings citing NumPy as a proportion of all IT jobs advertised in Glasgow.
NumPy
Daily Rate Trend in Glasgow
Contractor daily rate distribution trend for jobs in Glasgow citing NumPy.
NumPy
Co-occurring Skills and Capabilities in Glasgow 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: