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 30 January 2015 with a comparison to the same period in the previous 2 years.

Location
3 months to
30 Jan 2015
Same period 2014 Same period 2013
NumPy
Rank 852 861 882
Rank change year-on-year
+9 +21
Permanent jobs citing NumPy 26 32 3
As % of all permanent IT jobs located in the UK 0.025% 0.031% 0.003%
As % of the Libraries, Frameworks & Software Standards category 0.066% 0.076% 0.007%
Number of salaries quoted 24 31 3
Average salary £65,000 £38,000 £35,000
Average salary % change year-on-year
+71.05% +8.57%
UK excluding London average salary £51,250 £30,500 £35,000
% change year-on-year
+68.03% -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
39276 42093 45889
As % of all permanent IT jobs located in the UK 37.09% 41.03% 41.94%
Number of salaries quoted 33876 35161 40804
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 £28,000
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

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 30 January 2015 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 30 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
England -6 26 £65,000 +23.80% 8
London -2 24 £65,000 +23.80% 7
City of London +5 11 £65,000 +113.11% 3
South East - 2 £51,250 -
Oxford - 2 £51,250 -
Oxfordshire - 2 £51,250 -

NumPy
Top 30 Related IT Skills

For the 6 months to 30 January 2015, 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 55 (100.00%) Python
2 47 (85.45%) SciPy
3 41 (74.55%) Pandas
4 33 (60.00%) Finance
5 32 (58.18%) Hedge funds
6 27 (49.09%) Linux
6 27 (49.09%) Agile Software Development
7 23 (41.82%) C++
8 18 (32.73%) JavaScript
8 18 (32.73%) OO
8 18 (32.73%) Statistics
8 18 (32.73%) Analytics
9 17 (30.91%) Computer Science
9 17 (30.91%) Visualisation
10 15 (27.27%) Algorithms
11 14 (25.45%) Software Engineering
11 14 (25.45%) Java
12 13 (23.64%) PhD
12 13 (23.64%) Web Development
12 13 (23.64%) Front Office
12 13 (23.64%) R
13 12 (21.82%) Open Source
13 12 (21.82%) Git (software)
13 12 (21.82%) TDD
13 12 (21.82%) Windows
14 11 (20.00%) HTML
14 11 (20.00%) C
14 11 (20.00%) MATLAB
14 11 (20.00%) Pyramid
14 11 (20.00%) Systematic Trading

NumPy
Top Related IT Skills by Category

For the 6 months to 30 January 2015, 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 (3.64%) Mathematica
Cloud Services
1 1 (1.82%) Amazon AWS
1 1 (1.82%) PaaS
1 1 (1.82%) Heroku
Database & Business Intelligence
1 3 (5.45%) MongoDB
2 2 (3.64%) Big Data
3 1 (1.82%) PostgreSQL
3 1 (1.82%) Data Mining
3 1 (1.82%) Relational Database
3 1 (1.82%) KDB
3 1 (1.82%) NoSQL
Development Applications
1 12 (21.82%) Git (software)
2 8 (14.55%) Maven
3 3 (5.45%) Mercurial
4 2 (3.64%) Trac
4 2 (3.64%) LabVIEW
4 2 (3.64%) Bugzilla
4 2 (3.64%) Subversion
General
1 33 (60.00%) Finance
2 13 (23.64%) Front Office
3 8 (14.55%) Back Office
4 2 (3.64%) Law
5 1 (1.82%) Retail
5 1 (1.82%) Marketing
Job Titles
1 49 (89.09%) Developer
2 36 (65.45%) Python Developer
3 13 (23.64%) Quantitative Developer
4 8 (14.55%) Junior Developer
4 8 (14.55%) Junior
5 7 (12.73%) Junior Python Developer
6 5 (9.09%) Junior Quantitative Developer
7 2 (3.64%) Research Engineer
7 2 (3.64%) Python/Django Developer
7 2 (3.64%) Software Engineer
7 2 (3.64%) Senior Developer
7 2 (3.64%) Programmer
7 2 (3.64%) Senior Python Developer
8 1 (1.82%) Quantitative Analyst
8 1 (1.82%) Analyst
8 1 (1.82%) Software Developer
8 1 (1.82%) Graduate
8 1 (1.82%) Data Scientist
Libraries, Frameworks & Software Standards
1 47 (85.45%) SciPy
2 41 (74.55%) Pandas
3 11 (20.00%) HTML
3 11 (20.00%) Pyramid
4 10 (18.18%) Matplotlib
5 9 (16.36%) D3.js
6 8 (14.55%) Highcharts JS
7 7 (12.73%) CSS
8 6 (10.91%) AngularJS
8 6 (10.91%) Ruby on Rails
9 5 (9.09%) REST
10 3 (5.45%) Django
10 3 (5.45%) Boost C++ Libraries
10 3 (5.45%) HTML5
10 3 (5.45%) CSS3
11 2 (3.64%) OpenCV
11 2 (3.64%) OpenMP
12 1 (1.82%) STL
12 1 (1.82%) RESTful
12 1 (1.82%) Twisted
Miscellaneous
1 32 (58.18%) Hedge funds
2 18 (32.73%) Statistics
3 17 (30.91%) Computer Science
3 17 (30.91%) Visualisation
4 15 (27.27%) Algorithms
5 12 (21.82%) Open Source
6 10 (18.18%) Mathematics
7 7 (12.73%) Equities
7 7 (12.73%) Analytical Skills
8 5 (9.09%) Physics
9 2 (3.64%) GPGPU
9 2 (3.64%) Grid Computing
10 1 (1.82%) Derivative
10 1 (1.82%) Management Information System
10 1 (1.82%) BBC
Operating Systems
1 27 (49.09%) Linux
2 12 (21.82%) Windows
3 2 (3.64%) Mac OS X
3 2 (3.64%) Ubuntu
4 1 (1.82%) Debian
Processes & Methodologies
1 27 (49.09%) Agile Software Development
2 18 (32.73%) OO
2 18 (32.73%) Analytics
3 14 (25.45%) Software Engineering
4 13 (23.64%) Web Development
5 12 (21.82%) TDD
6 11 (20.00%) Systematic Trading
7 9 (16.36%) Refactoring
7 9 (16.36%) BDD
7 9 (16.36%) Unit Testing
7 9 (16.36%) Continuous Integration
8 7 (12.73%) Extreme Programming
8 7 (12.73%) Portfolio Management
9 6 (10.91%) Pair Programming
10 5 (9.09%) Machine Learning
11 4 (7.27%) Algorithmic Trading
11 4 (7.27%) Kalman Filter
11 4 (7.27%) Data Analysis
12 3 (5.45%) Time Series Analysis
12 3 (5.45%) Continuous Improvement
Programming Languages
1 55 (100.00%) Python
2 23 (41.82%) C++
3 18 (32.73%) JavaScript
4 14 (25.45%) Java
5 13 (23.64%) R
6 11 (20.00%) C
6 11 (20.00%) MATLAB
7 8 (14.55%) SQL
8 7 (12.73%) Ruby
9 5 (9.09%) C#
10 2 (3.64%) Bash Shell
10 2 (3.64%) Perl
11 1 (1.82%) IronPython
Qualifications
1 13 (23.64%) PhD
2 7 (12.73%) Degree
3 2 (3.64%) Postgraduate
Quality Assurance & Compliance
1 2 (3.64%) SLA
System Software
1 1 (1.82%) Docker
Systems Management
1 1 (1.82%) HAProxy
Vendors
1 3 (5.45%) Oracle
2 2 (3.64%) Intel
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