The table below provides summary statistics and contractor rates for jobs advertised in Cambridge requiring NumPy skills. It covers vacancies from the 6 months leading up to 2 September 2025, with comparisons to the same periods in the previous two years.
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 Cambridge.
Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills
38
39
25
As % of all contract IT jobs advertised in Cambridge
22.09%
24.07%
11.06%
Number of daily rates quoted
18
25
19
10th Percentile
£343
£304
£388
25th Percentile
£400
£340
£419
Median daily rate (50th Percentile)
£463
£420
£500
Median % change year-on-year
+10.12%
-16.00%
-4.76%
75th Percentile
£538
£450
£559
90th Percentile
£574
£603
£650
Cambridgeshire median daily rate
£463
£420
£475
% change year-on-year
+10.12%
-11.58%
-7.32%
Number of hourly rates quoted
1
1
1
10th Percentile
-
-
-
25th Percentile
£53.55
-
£15.50
Median hourly rate
£54.70
£75.00
£16.00
Median % change year-on-year
-27.07%
+368.75%
-
75th Percentile
£55.85
-
£16.50
90th Percentile
-
-
-
Cambridgeshire median hourly rate
£37.50
£75.00
£20.50
% change year-on-year
-50.00%
+265.85%
+41.38%
NumPy Job Vacancy Trend in Cambridge
Job postings citing NumPy as a proportion of all IT jobs advertised in Cambridge.
NumPy Daily Rate Trend in Cambridge
Contractor daily rate distribution trend for jobs in Cambridge citing NumPy.
NumPy Hourly Rate Trend in Cambridge
Contractor hourly rate distribution trend for jobs in Cambridge citing NumPy.
NumPy Top 21 Co-occurring Skills and Capabilities in Cambridge
For the 6 months to 2 September 2025, contractor job vacancies citing NumPy also mentioned the following skills and capabilities in order of popularity.
The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the Cambridge region with a requirement for NumPy.
NumPy Co-occurring Skills and Capabilities in Cambridge 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:
