NumPy
Merseyside > Liverpool
The table below provides summary statistics and salary benchmarking for jobs advertised in Liverpool requiring NumPy skills. It covers permanent job vacancies from the 6 months leading up to 17 March 2026, with comparisons to the same periods in the previous two years.
| 6 months to 17 Mar 2026 |
Same period 2025 | Same period 2024 | |
|---|---|---|---|
| Rank | 55 | - | - |
| Rank change year-on-year | - | - | - |
| Permanent jobs citing NumPy | 6 | 0 | 0 |
| As % of all permanent jobs in Liverpool | 0.97% | - | - |
| As % of the Libraries, Frameworks & Software Standards category | 13.95% | - | - |
| 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 | - | - | - |
| Merseyside median annual salary | £37,500 | - | - |
All Software Libraries and Frameworks
Liverpool
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 Liverpool.
| Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills | 43 | 64 | 182 |
| As % of all permanent jobs advertised in Liverpool | 6.92% | 23.27% | 22.64% |
| Number of salaries quoted | 41 | 59 | 160 |
| 10th Percentile | - | - | £36,250 |
| 25th Percentile | £28,250 | £31,250 | £37,969 |
| Median annual salary (50th Percentile) | £37,500 | £32,500 | £50,000 |
| Median % change year-on-year | +15.38% | -35.00% | +6.38% |
| 75th Percentile | £50,000 | £57,500 | £75,000 |
| 90th Percentile | £75,000 | £60,250 | £87,500 |
| Merseyside median annual salary | £37,500 | £36,000 | £50,000 |
| % change year-on-year | +4.17% | -28.00% | +11.73% |
NumPy
Job Vacancy Trend in Liverpool
Historical trend showing the proportion of permanent IT job postings citing NumPy relative to all permanent IT jobs advertised in Liverpool.
NumPy
Salary Trend in Liverpool
Salary distribution trend for jobs in Liverpool citing NumPy.
NumPy
Co-Occurring Skills & Capabilities in Liverpool 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: