Period
to 5 June 2020

The following table provides summary statistics for permanent job vacancies advertised in the Midlands 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 5 June 2020 with a comparison to the same period in the previous 2 years.

NumPy
England > Midlands
6 months to
5 Jun 2020
Same period 2019 Same period 2018
Rank 254 338 -
Rank change year-on-year +84 - -
Permanent jobs citing NumPy 2 3 0
As % of all permanent jobs advertised in the Midlands 0.030% 0.026% -
As % of the Libraries, Frameworks & Software Standards category 0.093% 0.075% -
Number of salaries quoted 2 3 0
Median annual salary £37,500 £75,000 -
Median salary % change year-on-year -50.00% - -
England median annual salary £75,000 £65,000 £67,500
% change year-on-year +15.38% -3.70% -8.47%

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 advertised in the Midlands with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
Midlands
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 2,155 3,996 5,376
As % of all permanent IT jobs advertised in the Midlands 32.14% 34.05% 37.25%
Number of salaries quoted 1,845 3,260 4,486
Median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £28,500 £27,250 £26,250
90th Percentile £66,195 £65,000 £61,250
England median annual salary £56,000 £53,000 £50,000
% change year-on-year +5.66% +6.00% +5.26%

NumPy
Job Vacancy Trend in the Midlands

Job postings citing NumPy as a proportion of all IT jobs advertised in the Midlands.

Job vacancy trend for NumPy in the Midlands

NumPy
Salary Trend in the Midlands

3-month moving average salary quoted in jobs citing NumPy in the Midlands.

Salary trend for NumPy in the Midlands

NumPy
Job Locations in the Midlands

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the Midlands region over the 6 months to 5 June 2020. 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
East Midlands +59 2 £37,500 -50.00%
NumPy
England

For the 6 months to 5 June 2020, 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 across the Midlands region with a requirement for NumPy.

1 1 (50.00%) C#
1 1 (50.00%) HTML
1 1 (50.00%) JavaScript
1 1 (50.00%) SQL
1 1 (50.00%) CSS
1 1 (50.00%) Python
1 1 (50.00%) Data Mining
1 1 (50.00%) Microsoft
1 1 (50.00%) MATLAB
1 1 (50.00%) PostgreSQL
1 1 (50.00%) Statistics
1 1 (50.00%) Predictive Analytics
1 1 (50.00%) Django
1 1 (50.00%) jQuery
1 1 (50.00%) Visualisation
1 1 (50.00%) Amazon EC2
1 1 (50.00%) Amazon S3
1 1 (50.00%) AWS
1 1 (50.00%) SciPy
1 1 (50.00%) Weka
1 1 (50.00%) R
1 1 (50.00%) Data Visualisation
1 1 (50.00%) REST
1 1 (50.00%) Machine Learning
1 1 (50.00%) D3.js
1 1 (50.00%) AngularJS
1 1 (50.00%) Analytics
1 1 (50.00%) TypeScript
1 1 (50.00%) DevOps
1 1 (50.00%) Anomaly Detection

NumPy
Co-occurring IT Skills in the Midlands 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:

Applications
1 1 (50.00%) Weka
Cloud Services
1 1 (50.00%) Amazon EC2
1 1 (50.00%) Amazon ECS
1 1 (50.00%) Amazon S3
1 1 (50.00%) AWS
1 1 (50.00%) AWS Lambda
1 1 (50.00%) Power Platform
1 1 (50.00%) Serverless
Database & Business Intelligence
1 1 (50.00%) Data Mining
1 1 (50.00%) PostgreSQL
1 1 (50.00%) Power BI
Job Titles
1 1 (50.00%) Data Scientist
1 1 (50.00%) Developer
1 1 (50.00%) UI Developer
1 1 (50.00%) UI/UX Developer
1 1 (50.00%) UX Developer
Libraries, Frameworks & Software Standards
1 1 (50.00%) AngularJS
1 1 (50.00%) CSS
1 1 (50.00%) D3.js
1 1 (50.00%) Django
1 1 (50.00%) ggplot
1 1 (50.00%) HTML
1 1 (50.00%) jQuery
1 1 (50.00%) Keras
1 1 (50.00%) Pandas
1 1 (50.00%) React
1 1 (50.00%) REST
1 1 (50.00%) scikit-learn
1 1 (50.00%) SciPy
1 1 (50.00%) TensorFlow
Miscellaneous
1 1 (50.00%) Algorithms
1 1 (50.00%) User Experience
Processes & Methodologies
1 1 (50.00%) Analytics
1 1 (50.00%) Anomaly Detection
1 1 (50.00%) Data Science
1 1 (50.00%) Data Visualisation
1 1 (50.00%) DevOps
1 1 (50.00%) Machine Learning
1 1 (50.00%) Naive Bayes
1 1 (50.00%) Predictive Analytics
1 1 (50.00%) Statistics
1 1 (50.00%) Support Vector Machines
1 1 (50.00%) Visualisation
1 1 (50.00%) Wireframes
Programming Languages
1 1 (50.00%) C#
1 1 (50.00%) JavaScript
1 1 (50.00%) MATLAB
1 1 (50.00%) Python
1 1 (50.00%) R
1 1 (50.00%) SQL
1 1 (50.00%) TypeScript
Vendors
1 1 (50.00%) Microsoft