NumPy
Berkshire > Reading
The table below provides summary statistics for contract job vacancies advertised in Reading requiring NumPy skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited NumPy over the 6 months leading up to 2 May 2025, comparing them to the same period in the previous two years.
6 months to 2 May 2025 |
Same period 2024 | Same period 2023 | |
---|---|---|---|
Rank | - | 96 | 85 |
Rank change year-on-year | - | -11 | +5 |
Contract jobs citing NumPy | 0 | 1 | 3 |
As % of all contract jobs advertised in Reading | - | 0.084% | 0.29% |
As % of the Libraries, Frameworks & Software Standards category | - | 0.50% | 1.38% |
Number of daily rates quoted | 0 | 0 | 3 |
10th Percentile | - | - | £478 |
25th Percentile | - | - | £519 |
Median daily rate (50th Percentile) | - | - | £600 |
Median % change year-on-year | - | - | -11.11% |
75th Percentile | - | - | £622 |
90th Percentile | - | - | £628 |
Berkshire median daily rate | £500 | - | £538 |
% change year-on-year | - | - | -20.37% |
All Software Libraries and Frameworks
Reading
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 Reading.
Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills | 131 | 199 | 218 |
As % of all contract IT jobs advertised in Reading | 22.05% | 16.72% | 21.19% |
Number of daily rates quoted | 86 | 131 | 170 |
10th Percentile | £350 | £325 | £405 |
25th Percentile | £409 | £425 | £477 |
Median daily rate (50th Percentile) | £550 | £600 | £550 |
Median % change year-on-year | -8.33% | +9.09% | +4.76% |
75th Percentile | £638 | £631 | £680 |
90th Percentile | £663 | £675 | £725 |
Berkshire median daily rate | £500 | £525 | £550 |
% change year-on-year | -4.76% | -4.55% | +7.32% |
Number of hourly rates quoted | 1 | 9 | 4 |
10th Percentile | - | £56.50 | £72.76 |
25th Percentile | - | £56.65 | £76.89 |
Median hourly rate | £77.19 | £58.30 | £79.19 |
Median % change year-on-year | +32.40% | -26.38% | +143.66% |
75th Percentile | - | £61.60 | - |
90th Percentile | - | - | - |
Berkshire median hourly rate | £77.19 | £61.60 | £78.75 |
% change year-on-year | +25.31% | -21.78% | +20.23% |
NumPy
Job Vacancy Trend in Reading
Job postings citing NumPy as a proportion of all IT jobs advertised in Reading.

NumPy
Contractor Daily Rate Trend in Reading
3-month moving average daily rate quoted in jobs citing NumPy in Reading.