The table below looks at the statistics for NumPy skills in IT jobs advertised across the UK. Included is a guide to the average salaries offered in IT jobs that have cited NumPy over the 3 months to 27 November 2014 with a comparison to the same period in the previous 2 years.

Location
3 months to
27 Nov 2014
Same period 2013 Same period 2012
NumPy
Rank 870 851 899
Rank change year-on-year
-19 +48
Permanent jobs citing NumPy 32 33 2
As % of all permanent IT jobs located in the UK 0.028% 0.030% 0.002%
As % of the Libraries, Frameworks & Software Standards category 0.076% 0.074% 0.004%
Number of salaries quoted 31 23 2
Average salary £50,000 £38,000 £65,000
Average salary % change year-on-year
+31.57% -41.53%
90% offered a salary of more than £40,000 £30,500 £41,000
10% offered a salary of more than £80,000 £110,000 £89,000
UK excluding London average salary £50,000 £30,500 £35,000
% change year-on-year
+63.93% -12.85%

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

Libraries, Frameworks & Software Standards Category
UK
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
41868 44748 47866
As % of all permanent IT jobs located in the UK 36.80% 40.88% 41.67%
Number of salaries quoted 35962 38335 42431
Average salary £42,500 £41,500 £40,000
Average salary % change year-on-year
+2.40% +3.75%
90% offered a salary of more than £30,000 £29,000 £28,000
10% offered a salary of more than £62,500 £60,000 £62,500
UK excluding London average salary £40,000 £37,500 £37,500
% change year-on-year
+6.66% -

NumPy
Jobs Demand Trend

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

NumPy Jobs Demand Trend in the UK

NumPy
Salary Trend

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

NumPy Salary Trend in the UK

NumPy
Salary Histogram

This chart provides a salary histogram for IT jobs citing NumPy over the 3 months to 27 November 2014 within the UK.

NumPy Salary Histogram in the UK

NumPy
Top 6 Job Locations

The table below looks at the demand and provides a guide to the average salaries quoted in IT jobs citing NumPy within the UK over the 3 months to 27 November 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
England -30 32 £50,000 +31.57% 7
London +11 29 £55,000 +6.79% 3
City of London +34 13 £65,000 +100.00% 2
South East - 3 £50,000 -
Oxford - 3 £50,000 -
Oxfordshire - 3 £50,000 -

NumPy
Top 30 Related IT Skills

For the 6 months to 27 November 2014, IT jobs within the UK 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 64 (100.00%) Python
2 58 (90.63%) SciPy
3 48 (75.00%) Pandas
4 37 (57.81%) Linux
5 32 (50.00%) Finance
6 31 (48.44%) Hedge funds
7 26 (40.63%) C++
8 25 (39.06%) Open Source
9 24 (37.50%) OO
10 23 (35.94%) Statistics
10 23 (35.94%) Visualisation
11 22 (34.38%) Algorithms
11 22 (34.38%) Agile Software Development
12 20 (31.25%) Java
13 18 (28.13%) Pyramid
13 18 (28.13%) Systematic Trading
14 17 (26.56%) C
14 17 (26.56%) Windows
15 16 (25.00%) Maven
16 15 (23.44%) JavaScript
17 14 (21.88%) Front Office
17 14 (21.88%) Analytics
17 14 (21.88%) R
18 13 (20.31%) Computer Science
19 12 (18.75%) TDD
19 12 (18.75%) Software Engineering
19 12 (18.75%) SQL
20 11 (17.19%) HTML
20 11 (17.19%) MATLAB
20 11 (17.19%) Git (software)

NumPy
Top Related IT Skills by Category

For the 6 months to 27 November 2014, IT jobs within the UK 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 (3.13%) Mathematica
Cloud Services
1 1 (1.56%) Amazon AWS
1 1 (1.56%) PaaS
1 1 (1.56%) Heroku
Database & Business Intelligence
1 4 (6.25%) MongoDB
2 3 (4.69%) KDB
3 2 (3.13%) Big Data
4 1 (1.56%) Relational Database
4 1 (1.56%) Data Mining
4 1 (1.56%) PostgreSQL
Development Applications
1 16 (25.00%) Maven
2 11 (17.19%) Git (software)
3 2 (3.13%) Mercurial
3 2 (3.13%) Trac
3 2 (3.13%) LabVIEW
3 2 (3.13%) Bugzilla
3 2 (3.13%) Subversion
General
1 32 (50.00%) Finance
2 14 (21.88%) Front Office
3 7 (10.94%) Back Office
4 2 (3.13%) Law
5 1 (1.56%) Retail
5 1 (1.56%) Marketing
Job Titles
1 57 (89.06%) Developer
2 47 (73.44%) Python Developer
3 14 (21.88%) Quantitative Developer
3 14 (21.88%) Senior Developer
4 11 (17.19%) Senior Python Developer
5 8 (12.50%) Junior Developer
5 8 (12.50%) Junior
6 7 (10.94%) Junior Python Developer
6 7 (10.94%) Python/Django Developer
7 5 (7.81%) Junior Quantitative Developer
8 4 (6.25%) Senior Quantitative Developer
9 2 (3.13%) Research Engineer
9 2 (3.13%) Data Scientist
9 2 (3.13%) Software Engineer
9 2 (3.13%) Programmer
10 1 (1.56%) Java Developer
10 1 (1.56%) Graduate
10 1 (1.56%) Analyst
10 1 (1.56%) Quantitative Analyst
Libraries, Frameworks & Software Standards
1 58 (90.63%) SciPy
2 48 (75.00%) Pandas
3 18 (28.13%) Pyramid
4 11 (17.19%) HTML
5 9 (14.06%) Django
5 9 (14.06%) Matplotlib
6 8 (12.50%) D3.js
6 8 (12.50%) AngularJS
7 7 (10.94%) CSS
8 6 (9.38%) Highcharts JS
9 4 (6.25%) Ruby on Rails
10 3 (4.69%) Boost C++ Libraries
10 3 (4.69%) HTML5
10 3 (4.69%) REST
10 3 (4.69%) CSS3
11 2 (3.13%) OpenCV
11 2 (3.13%) OpenMP
11 2 (3.13%) Esper
12 1 (1.56%) Flask
12 1 (1.56%) STL
Miscellaneous
1 31 (48.44%) Hedge funds
2 25 (39.06%) Open Source
3 23 (35.94%) Visualisation
3 23 (35.94%) Statistics
4 22 (34.38%) Algorithms
5 13 (20.31%) Computer Science
6 9 (14.06%) Mathematics
7 7 (10.94%) Analytical Skills
8 4 (6.25%) Physics
9 2 (3.13%) Grid Computing
9 2 (3.13%) Equities
9 2 (3.13%) GPGPU
10 1 (1.56%) Artificial Intelligence
10 1 (1.56%) Neural Network
10 1 (1.56%) Derivative
10 1 (1.56%) BBC
Operating Systems
1 37 (57.81%) Linux
2 17 (26.56%) Windows
3 2 (3.13%) Ubuntu
3 2 (3.13%) Mac OS X
4 1 (1.56%) Debian
Processes & Methodologies
1 24 (37.50%) OO
2 22 (34.38%) Agile Software Development
3 18 (28.13%) Systematic Trading
4 14 (21.88%) Analytics
5 12 (18.75%) Software Engineering
5 12 (18.75%) TDD
6 10 (15.63%) Unit Testing
6 10 (15.63%) Continuous Integration
7 9 (14.06%) Statistical Modelling
7 9 (14.06%) Web Development
7 9 (14.06%) Refactoring
8 8 (12.50%) Numerical Analysis
8 8 (12.50%) Risk Management
8 8 (12.50%) Automated Testing
9 7 (10.94%) BDD
10 6 (9.38%) Portfolio Management
11 4 (6.25%) Machine Learning
11 4 (6.25%) Kalman Filter
12 3 (4.69%) Continuous Improvement
12 3 (4.69%) Data Analysis
Programming Languages
1 64 (100.00%) Python
2 26 (40.63%) C++
3 20 (31.25%) Java
4 17 (26.56%) C
5 15 (23.44%) JavaScript
6 14 (21.88%) R
7 12 (18.75%) SQL
8 11 (17.19%) MATLAB
9 5 (7.81%) Ruby
10 3 (4.69%) C#
11 2 (3.13%) Bash Shell
11 2 (3.13%) Perl
12 1 (1.56%) IronPython
12 1 (1.56%) Erlang
12 1 (1.56%) Clojure
Qualifications
1 10 (15.63%) PhD
2 9 (14.06%) Degree
3 2 (3.13%) Postgraduate
Quality Assurance & Compliance
1 2 (3.13%) SLA
System Software
1 1 (1.56%) Docker
Systems Management
1 1 (1.56%) HAProxy
Vendors
1 4 (6.25%) Oracle
2 2 (3.13%) Intel
Cambridge, Cambridgeshire
ECM Selection
Salary: to £60,000 DOE + Benefits
Posted: 3 days ago
London
Westbourne Partners
Salary: From £40,000 to £80,000 per annum salary dependant on experience (mult
Posted: 4 days ago
City of London
Harrington Starr
Salary: £70000 per annum + Bonus + benefits + training
Posted: 6 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to £highly competitive + benefits
Posted: 22 days ago
City of London
Quantica Technology - London
Salary: £40000 - £45000 per annum + inc 20% bonus, 10 % pension
Posted: 23 days ago