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 31 October 2014 with a comparison to the same period in the previous 2 years.

Location
3 months to
31 Oct 2014
Same period 2013 Same period 2012
NumPy
Rank 847 826 859
Rank change year-on-year
-21 +33
Permanent jobs citing NumPy 29 32 1
As % of all permanent IT jobs located in England 0.027% 0.031% 0.001%
As % of the Libraries, Frameworks & Software Standards category 0.073% 0.077% 0.002%
Number of salaries quoted 28 21 1
Average salary £51,250 £100,000 £95,000
Average salary % change year-on-year
-48.75% +5.26%
UK excluding London average salary £47,500 - -
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
39472 41683 43343
As % of all permanent IT jobs located in England 37.02% 40.92% 40.90%
Number of salaries quoted 33685 36329 38333
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 £29,500 £28,500
10% offered a salary of more than £62,500 £62,500 £62,500
UK excluding London average salary £40,000 £37,500 £37,500
% change year-on-year
+6.66% -

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 31 October 2014.

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 31 October 2014. 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 +15 23 £70,000 -30.00% 3
South East - 6 £47,500 - 2
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 31 October 2014, 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 67 (100.00%) Python
2 60 (89.55%) SciPy
3 48 (71.64%) Pandas
4 34 (50.75%) Linux
5 30 (44.78%) C++
6 27 (40.30%) OO
6 27 (40.30%) Algorithms
7 26 (38.81%) Finance
7 26 (38.81%) Open Source
7 26 (38.81%) Hedge funds
8 24 (35.82%) Java
9 22 (32.84%) Statistics
9 22 (32.84%) Visualisation
10 19 (28.36%) Pyramid
11 18 (26.87%) C
12 17 (25.37%) MATLAB
12 17 (25.37%) Windows
12 17 (25.37%) Maven
12 17 (25.37%) Agile Software Development
13 15 (22.39%) SQL
14 14 (20.90%) Django
15 13 (19.40%) R
15 13 (19.40%) Statistical Modelling
16 12 (17.91%) Degree
16 12 (17.91%) Mathematics
16 12 (17.91%) Numerical Analysis
16 12 (17.91%) Automated Testing
16 12 (17.91%) Risk Management
17 11 (16.42%) Analytics
17 11 (16.42%) Analytical Skills

NumPy
Top Related IT Skills in England by Category

For the 6 months to 31 October 2014, 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.

Application Platforms
1 1 (1.49%) Tornado
Applications
1 2 (2.99%) Mathematica
Cloud Services
1 1 (1.49%) Amazon AWS
1 1 (1.49%) PaaS
1 1 (1.49%) Heroku
Communications & Networking
1 1 (1.49%) Internet
Database & Business Intelligence
1 4 (5.97%) MongoDB
1 4 (5.97%) Big Data
2 3 (4.48%) Relational Database
2 3 (4.48%) KDB
3 2 (2.99%) Data Mining
4 1 (1.49%) Text Mining
4 1 (1.49%) Hadoop
4 1 (1.49%) Apache Cassandra
Development Applications
1 17 (25.37%) Maven
2 8 (11.94%) Git (software)
3 2 (2.99%) Mercurial
3 2 (2.99%) Trac
3 2 (2.99%) LabVIEW
3 2 (2.99%) Bugzilla
3 2 (2.99%) Subversion
General
1 26 (38.81%) Finance
2 9 (13.43%) Front Office
3 3 (4.48%) Back Office
4 2 (2.99%) Law
5 1 (1.49%) Games
5 1 (1.49%) Banking
5 1 (1.49%) Retail
Job Titles
1 57 (85.07%) Developer
2 51 (76.12%) Python Developer
3 18 (26.87%) Senior Developer
4 15 (22.39%) Senior Python Developer
5 11 (16.42%) Python/Django Developer
6 10 (14.93%) Quantitative Developer
7 5 (7.46%) Junior
7 5 (7.46%) Junior Developer
8 4 (5.97%) Junior Quantitative Developer
8 4 (5.97%) Analyst
8 4 (5.97%) Junior Python Developer
8 4 (5.97%) Senior Quantitative Developer
9 3 (4.48%) Data Analyst
9 3 (4.48%) Data Scientist
10 2 (2.99%) Programmer
10 2 (2.99%) Software Engineer
10 2 (2.99%) Research Engineer
10 2 (2.99%) C++ Developer
11 1 (1.49%) Graduate
11 1 (1.49%) Quantitative Analyst
Libraries, Frameworks & Software Standards
1 60 (89.55%) SciPy
2 48 (71.64%) Pandas
3 19 (28.36%) Pyramid
4 14 (20.90%) Django
5 8 (11.94%) HTML
5 8 (11.94%) AngularJS
6 6 (8.96%) Matplotlib
7 5 (7.46%) CSS
7 5 (7.46%) Boost C++ Libraries
8 4 (5.97%) Ruby on Rails
8 4 (5.97%) D3.js
9 3 (4.48%) REST
9 3 (4.48%) CSS3
9 3 (4.48%) Natural Language Processing
9 3 (4.48%) HTML5
9 3 (4.48%) STL
10 2 (2.99%) OpenMP
10 2 (2.99%) Twisted
10 2 (2.99%) Highcharts JS
10 2 (2.99%) OpenCV
Miscellaneous
1 27 (40.30%) Algorithms
2 26 (38.81%) Open Source
2 26 (38.81%) Hedge funds
3 22 (32.84%) Visualisation
3 22 (32.84%) Statistics
4 12 (17.91%) Mathematics
5 11 (16.42%) Analytical Skills
6 10 (14.93%) Computer Science
7 7 (10.45%) Physics
8 2 (2.99%) Artificial Intelligence
8 2 (2.99%) Grid Computing
8 2 (2.99%) GPGPU
9 1 (1.49%) Equities
9 1 (1.49%) Management Information System
9 1 (1.49%) BBC
9 1 (1.49%) Neural Network
9 1 (1.49%) Derivative
Operating Systems
1 34 (50.75%) Linux
2 17 (25.37%) Windows
3 2 (2.99%) UNIX
3 2 (2.99%) Mac OS X
4 1 (1.49%) Ubuntu
Processes & Methodologies
1 27 (40.30%) OO
2 17 (25.37%) Agile Software Development
3 13 (19.40%) Statistical Modelling
4 12 (17.91%) Numerical Analysis
4 12 (17.91%) Risk Management
4 12 (17.91%) Automated Testing
5 11 (16.42%) Analytics
6 9 (13.43%) Software Engineering
6 9 (13.43%) TDD
7 7 (10.45%) Unit Testing
7 7 (10.45%) Continuous Integration
8 5 (7.46%) Web Development
8 5 (7.46%) Refactoring
9 4 (5.97%) Machine Learning
10 3 (4.48%) Continuous Improvement
10 3 (4.48%) Data Analysis
10 3 (4.48%) Algorithmic Trading
10 3 (4.48%) Parallel Computing
10 3 (4.48%) BDD
10 3 (4.48%) Kalman Filter
Programming Languages
1 67 (100.00%) Python
2 30 (44.78%) C++
3 24 (35.82%) Java
4 18 (26.87%) C
5 17 (25.37%) MATLAB
6 15 (22.39%) SQL
7 13 (19.40%) R
8 9 (13.43%) JavaScript
9 5 (7.46%) Ruby
10 3 (4.48%) C#
11 2 (2.99%) Bash Shell
11 2 (2.99%) Perl
12 1 (1.49%) IronPython
12 1 (1.49%) Erlang
12 1 (1.49%) Clojure
Qualifications
1 12 (17.91%) Degree
2 8 (11.94%) PhD
3 2 (2.99%) Postgraduate
Quality Assurance & Compliance
1 2 (2.99%) SLA
System Software
1 1 (1.49%) Docker
Systems Management
1 1 (1.49%) HAProxy
Vendors
1 4 (5.97%) Oracle
2 2 (2.99%) Intel
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