The table below looks at the statistics for NumPy skills in IT jobs advertised for the England region. Included is a guide to the average salaries offered in IT jobs that have cited NumPy over the 3 months to 29 January 2015 with a comparison to the same period in the previous 2 years.

Location
3 months to
29 Jan 2015
Same period 2014 Same period 2013
NumPy
Rank 811 825 869
Rank change year-on-year
+14 +44
Permanent jobs citing NumPy 26 28 3
As % of all permanent IT jobs located in England 0.027% 0.029% 0.003%
As % of the Libraries, Frameworks & Software Standards category 0.072% 0.070% 0.007%
Number of salaries quoted 24 27 3
Average salary £65,000 £52,500 £35,000
Average salary % change year-on-year
+23.80% +50.00%
UK excluding London average salary £51,250 £30,500 £35,000
% change year-on-year
+68.03% -12.85%
NumPy
UK

The following table is for comparison with the above and provides statistics for the entire Libraries, Frameworks & Software Standards category in permanent jobs advertised in the England region.

Libraries, Frameworks & Software Standards Category
England
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
36038 40060 44156
As % of all permanent IT jobs located in England 37.09% 41.21% 42.36%
Number of salaries quoted 31261 33751 39564
Average salary £42,500 £42,500 £40,000
Average salary % change year-on-year
- +6.25%
90% offered a salary of more than £30,000 £30,000 £28,500
10% offered a salary of more than £65,000 £60,000 £62,500
UK excluding London average salary £40,000 £38,000 £37,500
% change year-on-year
+5.26% +1.33%

NumPy
Jobs Demand Trend in England

This chart provides a 3-month moving total of permanent IT jobs citing NumPy across the England region as a proportion of the total demand within the Libraries, Frameworks & Software Standards category.

NumPy Jobs Demand Trend in England

NumPy
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing NumPy across the England region.

NumPy Salary Trend in England

NumPy
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing NumPy across the England region over the 3 months to 29 January 2015.

NumPy Salary Histogram in England

NumPy
Job Locations in England

The table below looks at the demand and provides a guide to the average salaries quoted in IT jobs citing NumPy within the England region over the 3 months to 29 January 2015. 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
(Use links below to see detailed
statistics and historical trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Average Salary
Last 3 Months
Average Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -7 24 £65,000 +23.80% 8
South East - 2 £51,250 -
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 29 January 2015, IT jobs across the England region citing NumPy also mentioned the following IT skills in order of popularity. The figures indicate the number of jobs and their proportion against the total number of IT job ads sampled that cited NumPy.

1 57 (100.00%) Python
2 49 (85.96%) SciPy
3 43 (75.44%) Pandas
4 34 (59.65%) Finance
5 33 (57.89%) Hedge funds
6 29 (50.88%) Linux
7 27 (47.37%) Agile Software Development
8 24 (42.11%) C++
9 19 (33.33%) OO
9 19 (33.33%) Statistics
10 18 (31.58%) JavaScript
10 18 (31.58%) Visualisation
10 18 (31.58%) Analytics
11 17 (29.82%) Computer Science
12 16 (28.07%) Algorithms
13 15 (26.32%) Java
14 14 (24.56%) Software Engineering
14 14 (24.56%) Open Source
15 13 (22.81%) R
15 13 (22.81%) Web Development
15 13 (22.81%) Front Office
15 13 (22.81%) Windows
15 13 (22.81%) PhD
16 12 (21.05%) C
16 12 (21.05%) TDD
16 12 (21.05%) Git (software)
16 12 (21.05%) Systematic Trading
16 12 (21.05%) Pyramid
17 11 (19.30%) HTML
17 11 (19.30%) MATLAB

NumPy
Top Related IT Skills in England by Category

For the 6 months to 29 January 2015, IT jobs across the England region citing NumPy also mentioned the following IT skills grouped by category. The figures indicate the number of jobs and their proportion against the total number of IT job ads sampled that cited NumPy. Up to 20 skills are shown per category.

Applications
1 2 (3.51%) Mathematica
Cloud Services
1 1 (1.75%) Amazon AWS
1 1 (1.75%) PaaS
1 1 (1.75%) Heroku
Database & Business Intelligence
1 3 (5.26%) MongoDB
2 2 (3.51%) Big Data
3 1 (1.75%) Relational Database
3 1 (1.75%) KDB
3 1 (1.75%) NoSQL
3 1 (1.75%) Data Mining
3 1 (1.75%) PostgreSQL
Development Applications
1 12 (21.05%) Git (software)
2 9 (15.79%) Maven
3 3 (5.26%) Mercurial
4 2 (3.51%) LabVIEW
4 2 (3.51%) Bugzilla
4 2 (3.51%) Subversion
4 2 (3.51%) Trac
General
1 34 (59.65%) Finance
2 13 (22.81%) Front Office
3 8 (14.04%) Back Office
4 2 (3.51%) Law
5 1 (1.75%) Retail
5 1 (1.75%) Marketing
Job Titles
1 51 (89.47%) Developer
2 38 (66.67%) Python Developer
3 13 (22.81%) Quantitative Developer
4 8 (14.04%) Junior
4 8 (14.04%) Junior Developer
5 7 (12.28%) Junior Python Developer
6 5 (8.77%) Junior Quantitative Developer
7 3 (5.26%) Python/Django Developer
7 3 (5.26%) Senior Python Developer
7 3 (5.26%) Senior Developer
8 2 (3.51%) Programmer
8 2 (3.51%) Software Engineer
8 2 (3.51%) Research Engineer
9 1 (1.75%) Data Scientist
9 1 (1.75%) Quantitative Analyst
9 1 (1.75%) Graduate
9 1 (1.75%) Software Developer
9 1 (1.75%) Analyst
Libraries, Frameworks & Software Standards
1 49 (85.96%) SciPy
2 43 (75.44%) Pandas
3 12 (21.05%) Pyramid
4 11 (19.30%) HTML
5 10 (17.54%) Matplotlib
6 9 (15.79%) D3.js
7 8 (14.04%) Highcharts JS
8 7 (12.28%) CSS
9 6 (10.53%) Ruby on Rails
9 6 (10.53%) AngularJS
10 5 (8.77%) REST
11 4 (7.02%) Django
12 3 (5.26%) Boost C++ Libraries
12 3 (5.26%) HTML5
12 3 (5.26%) CSS3
13 2 (3.51%) OpenMP
13 2 (3.51%) OpenCV
14 1 (1.75%) RESTful
14 1 (1.75%) Twisted
14 1 (1.75%) STL
Miscellaneous
1 33 (57.89%) Hedge funds
2 19 (33.33%) Statistics
3 18 (31.58%) Visualisation
4 17 (29.82%) Computer Science
5 16 (28.07%) Algorithms
6 14 (24.56%) Open Source
7 10 (17.54%) Mathematics
8 7 (12.28%) Analytical Skills
8 7 (12.28%) Equities
9 5 (8.77%) Physics
10 2 (3.51%) Grid Computing
10 2 (3.51%) GPGPU
11 1 (1.75%) Derivative
11 1 (1.75%) BBC
11 1 (1.75%) Management Information System
Operating Systems
1 29 (50.88%) Linux
2 13 (22.81%) Windows
3 2 (3.51%) Mac OS X
3 2 (3.51%) Ubuntu
4 1 (1.75%) Debian
Processes & Methodologies
1 27 (47.37%) Agile Software Development
2 19 (33.33%) OO
3 18 (31.58%) Analytics
4 14 (24.56%) Software Engineering
5 13 (22.81%) Web Development
6 12 (21.05%) TDD
6 12 (21.05%) Systematic Trading
7 9 (15.79%) BDD
7 9 (15.79%) Unit Testing
7 9 (15.79%) Continuous Integration
7 9 (15.79%) Refactoring
8 7 (12.28%) Portfolio Management
8 7 (12.28%) Extreme Programming
9 6 (10.53%) Pair Programming
10 5 (8.77%) Machine Learning
11 4 (7.02%) Data Analysis
11 4 (7.02%) Algorithmic Trading
11 4 (7.02%) Kalman Filter
12 3 (5.26%) Time Series Analysis
12 3 (5.26%) Continuous Improvement
Programming Languages
1 57 (100.00%) Python
2 24 (42.11%) C++
3 18 (31.58%) JavaScript
4 15 (26.32%) Java
5 13 (22.81%) R
6 12 (21.05%) C
7 11 (19.30%) MATLAB
8 9 (15.79%) SQL
9 7 (12.28%) Ruby
10 5 (8.77%) C#
11 2 (3.51%) Perl
11 2 (3.51%) Bash Shell
12 1 (1.75%) IronPython
Qualifications
1 13 (22.81%) PhD
2 7 (12.28%) Degree
3 2 (3.51%) Postgraduate
Quality Assurance & Compliance
1 2 (3.51%) SLA
System Software
1 1 (1.75%) Docker
Systems Management
1 1 (1.75%) HAProxy
Vendors
1 3 (5.26%) Oracle
2 2 (3.51%) Intel
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