The following table provides summary statistics for permanent job vacancies advertised in the South East with a requirement for NumPy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited NumPy over the 3 months to 28 June 2017 with a comparison to the same period in the previous 2 years.

NumPy
England / South East
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 388 431 -
Rank change year-on-year +43 -  
Permanent jobs citing NumPy 6 8 0
As % of all permanent IT jobs advertised in the South East 0.041% 0.043% -
As % of the Libraries, Frameworks & Software Standards category 0.10% 0.11% -
Number of salaries quoted 6 5 0
Median salary £38,750 £27,500 -
Median salary % change year-on-year +40.90% -  
UK excluding London median salary £42,500 £37,000 £29,000
% change year-on-year +14.86% +27.58%  

NumPy is in the industry standards, technical specifications and software library and framework skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the South East with a requirement for industry standards, technical specifications and software library and framework skills.

Software Library & Framework Skills
South East
Permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills 5936 7395 7722
As % of all permanent IT job vacancies advertised in the South East 40.66% 40.15% 36.66%
Number of salaries quoted 5184 6626 6660
Median salary £44,000 £42,500 £42,500
Median salary % change year-on-year +3.52% -  
90% offered a salary of more than £30,500 £30,000 £30,000
10% offered a salary of more than £60,000 £60,000 £57,500
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year +6.25% -  

NumPy
Job Vacancy Trend in the South East

The job posting trend of jobs advertised in the South East citing NumPy as a proportion of all permanent or contract IT jobs with a match in the Libraries, Frameworks & Software Standards category.

Job vacancy trend for NumPy in the South East

NumPy
Salary Trend in the South East

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing NumPy in the South East.

Salary trend for NumPy in the South East

NumPy
Salary Histogram in the South East

The salary distribution of IT jobs citing NumPy in the South East over the 3 months to 28 June 2017.

Salary histogram for NumPy in the South East

NumPy
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the South East region over the 3 months to 28 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Hampshire +19 5 £37,500 +36.36%
Surrey - 1 £45,000 -
NumPy
England

For the 6 months to 28 June 2017, IT jobs citing NumPy also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the South East region with a requirement for NumPy.

1 7 (100.00%) Python
1 7 (100.00%) Django
2 6 (85.71%) SQL
3 5 (71.43%) Business Intelligence
3 5 (71.43%) Agile Software Development
3 5 (71.43%) TDD
3 5 (71.43%) Open Source
3 5 (71.43%) MapReduce
3 5 (71.43%) Big Data
4 4 (57.14%) Analytics
4 4 (57.14%) Pandas
4 4 (57.14%) Celery
4 4 (57.14%) Data Analysis
5 3 (42.86%) PostgreSQL
5 3 (42.86%) JavaScript
5 3 (42.86%) Git (software)
5 3 (42.86%) Algorithms
5 3 (42.86%) Big Data Analytics
5 3 (42.86%) Machine Learning
5 3 (42.86%) SciPy
5 3 (42.86%) Data Analytics
5 3 (42.86%) Elasticsearch
6 2 (28.57%) AngularJS
6 2 (28.57%) Apache Spark
6 2 (28.57%) Front End Development
6 2 (28.57%) Travis CI
6 2 (28.57%) Angular 2
6 2 (28.57%) Marathon
6 2 (28.57%) Coaching
6 2 (28.57%) Jenkins

NumPy
Co-occurring IT Skills in the South East 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:

Application Platforms
1 3 (42.86%) Elasticsearch
2 2 (28.57%) Apache Spark
Cloud Services
1 2 (28.57%) Amazon AWS
1 2 (28.57%) Microsoft Azure
2 1 (14.29%) GitHub
Database & Business Intelligence
1 5 (71.43%) Big Data
2 3 (42.86%) PostgreSQL
3 1 (14.29%) Hadoop
3 1 (14.29%) MongoDB
Development Applications
1 3 (42.86%) Git (software)
2 2 (28.57%) Atlassian Bamboo
2 2 (28.57%) Jenkins
2 2 (28.57%) Travis CI
3 1 (14.29%) Bitbucket
General
1 1 (14.29%) Retail
Job Titles
1 5 (71.43%) Developer
1 5 (71.43%) Python Developer
2 2 (28.57%) Data Scientist
3 1 (14.29%) Django Developer
3 1 (14.29%) Junior
3 1 (14.29%) Junior Developer
3 1 (14.29%) Junior Python Developer
3 1 (14.29%) Python/Django Developer
Libraries, Frameworks & Software Standards
1 7 (100.00%) Django
2 4 (57.14%) Celery
2 4 (57.14%) Pandas
3 3 (42.86%) SciPy
4 2 (28.57%) Ajax
4 2 (28.57%) Angular 2
4 2 (28.57%) AngularJS
4 2 (28.57%) CSS
4 2 (28.57%) HTML
4 2 (28.57%) jQuery
5 1 (14.29%) Flask
5 1 (14.29%) Qt
5 1 (14.29%) RabbitMQ
5 1 (14.29%) REST
5 1 (14.29%) RESTful
Miscellaneous
1 3 (42.86%) Algorithms
2 1 (14.29%) Fintech
2 1 (14.29%) User Experience
Operating Systems
1 2 (28.57%) Linux
Processes & Methodologies
1 5 (71.43%) Agile Software Development
1 5 (71.43%) Business Intelligence
1 5 (71.43%) MapReduce
1 5 (71.43%) Open Source
1 5 (71.43%) TDD
2 4 (57.14%) Analytics
2 4 (57.14%) Data Analysis
3 3 (42.86%) Big Data Analytics
3 3 (42.86%) Data Analytics
3 3 (42.86%) Machine Learning
4 2 (28.57%) Coaching
4 2 (28.57%) Continuous Integration
4 2 (28.57%) Front End Development
4 2 (28.57%) Predictive Modelling
4 2 (28.57%) Statistical Analysis
4 2 (28.57%) Statistics
4 2 (28.57%) Visualisation
5 1 (14.29%) Artificial Intelligence
5 1 (14.29%) Project Management
5 1 (14.29%) Software Engineering
Programming Languages
1 7 (100.00%) Python
2 6 (85.71%) SQL
3 3 (42.86%) JavaScript
Qualifications
1 1 (14.29%) Degree
System Software
1 2 (28.57%) Docker
Systems Management
1 2 (28.57%) Marathon