NumPy
Scotland > Edinburgh
The table below provides summary statistics and salary benchmarking for jobs advertised in Edinburgh requiring NumPy skills. It covers permanent job vacancies from the 6 months leading up to 7 March 2026, with comparisons to the same periods in the previous two years.
| 6 months to 7 Mar 2026 |
Same period 2025 | Same period 2024 | |
|---|---|---|---|
| Rank | 91 | 88 | - |
| Rank change year-on-year | -3 | - | - |
| Permanent jobs citing NumPy | 6 | 9 | 0 |
| As % of all permanent jobs in Edinburgh | 0.51% | 0.87% | - |
| As % of the Libraries, Frameworks & Software Standards category | 2.67% | 2.98% | - |
| Number of salaries quoted | 6 | 0 | 0 |
| 10th Percentile | - | - | - |
| 25th Percentile | £33,750 | - | - |
| Median annual salary (50th Percentile) | £37,500 | - | - |
| 75th Percentile | £41,250 | - | - |
| 90th Percentile | £78,125 | - | - |
| Scotland median annual salary | £37,500 | - | £60,000 |
All Software Libraries and Frameworks
Edinburgh
NumPy falls under the Software Libraries and Frameworks category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring technical specification, industry standards, software libraries and framework skills in Edinburgh.
| Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills | 225 | 302 | 378 |
| As % of all permanent jobs advertised in Edinburgh | 19.00% | 29.09% | 30.73% |
| Number of salaries quoted | 89 | 198 | 295 |
| 10th Percentile | £28,250 | £40,875 | £45,500 |
| 25th Percentile | £33,750 | £51,774 | £55,000 |
| Median annual salary (50th Percentile) | £57,500 | £65,000 | £65,000 |
| Median % change year-on-year | -11.54% | - | - |
| 75th Percentile | £74,066 | £85,189 | £75,000 |
| 90th Percentile | £80,000 | £98,931 | £91,934 |
| Scotland median annual salary | £60,000 | £56,971 | £60,000 |
| % change year-on-year | +5.32% | -5.05% | - |
NumPy
Job Vacancy Trend in Edinburgh
Historical trend showing the proportion of permanent IT job postings citing NumPy relative to all permanent IT jobs advertised in Edinburgh.
NumPy
Salary Trend in Edinburgh
Salary distribution trend for jobs in Edinburgh citing NumPy.
NumPy
Salary Histogram in Edinburgh
Salary distribution for jobs citing NumPy in Edinburgh over the 6 months to 7 March 2026.
NumPy
Co-Occurring Skills & Capabilities in Edinburgh 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: