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The following table provides summary statistics for permanent job vacancies with a requirement for NumPy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited NumPy over the 6 months to 21 September 2019 with a comparison to the same period in the previous 2 years.
| NumPy UK |
|
|
6 months to
21 Sep 2019 |
Same period 2018 |
Same period 2017 |
| Rank |
758 |
819 |
1009 |
| Rank change year-on-year |
+61 |
+190 |
+99 |
| Permanent jobs citing NumPy |
341 |
372 |
188 |
| As % of all permanent IT jobs advertised in the UK |
0.24% |
0.22% |
0.11% |
| As % of the Libraries, Frameworks & Software Standards category |
0.65% |
0.56% |
0.26% |
| Number of salaries quoted |
279 |
320 |
151 |
| UK median annual salary |
£68,300 |
£70,000 |
£65,000 |
| Median salary % change year-on-year |
-2.43% |
+7.69% |
-7.14% |
| 10th Percentile |
£40,000 |
£42,500 |
£32,500 |
| 90th Percentile |
£122,500 |
£110,000 |
£115,000 |
| UK excluding London median annual salary |
£52,500 |
£60,000 |
£38,750 |
| % change year-on-year |
-12.50% |
+54.84% |
-13.89% |
NumPy is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for technical specification, industry standards, software libraries and framework skills.
| All Software Libraries and Frameworks UK |
| Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills |
52,427 |
67,024 |
71,085 |
| As % of all permanent IT jobs advertised in the UK |
37.37% |
40.02% |
40.23% |
| Number of salaries quoted |
42,957 |
55,561 |
58,810 |
| UK median annual salary |
£52,500 |
£50,000 |
£48,000 |
| Median salary % change year-on-year |
+5.00% |
+4.17% |
+1.05% |
| 10th Percentile |
£32,323 |
£31,250 |
£29,000 |
| 90th Percentile |
£87,500 |
£82,500 |
£77,500 |
| UK excluding London median annual salary |
£45,000 |
£45,000 |
£42,500 |
| % change year-on-year |
- |
+5.88% |
+2.41% |
|
NumPy
Job Vacancy Trend
Job postings citing NumPy as a percentage of all IT jobs advertised.
NumPy
Salary Trend
This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing NumPy.
NumPy
Salary Histogram
The salary distribution of IT jobs citing NumPy over the 6 months to 21 September 2019.
NumPy
Top 12 Job Locations
The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the UK over the 6 months to 21 September 2019.
The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.
| Location |
Rank Change
on Same Period
Last Year |
Matching
Permanent
IT Job Ads |
Median Salary
Past 6 Months |
Median Salary
% Change
on Same Period
Last Year |
Live
Job
Vacancies |
| England |
+85 |
331 |
£68,300 |
-2.43% |
45 |
| London |
+75 |
279 |
£75,000 |
- |
30 |
| UK excluding London |
+42 |
57 |
£52,500 |
-12.50% |
16 |
| South West |
+29 |
19 |
£52,500 |
-8.70% |
|
| South East |
+22 |
13 |
£55,000 |
-10.20% |
4 |
| East of England |
+63 |
10 |
£40,000 |
-36.00% |
9 |
| North of England |
+23 |
7 |
£57,500 |
-4.17% |
|
| North West |
+24 |
6 |
£57,500 |
-4.17% |
|
| Scotland |
-6 |
6 |
£67,500 |
+14.89% |
1 |
| East Midlands |
- |
3 |
£75,000 |
- |
|
| Midlands |
- |
3 |
£75,000 |
- |
2 |
| Yorkshire |
- |
2 |
£52,500 |
- |
|
For the 6 months to 21 September 2019, IT jobs citing NumPy also mentioned the following skills in order of popularity.
The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads with a requirement for NumPy.
NumPy
Co-occurring IT Skills by Category
The follow tables expand on the table above by listing co-occurrences grouped by category.
The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:
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