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 17 April 2015 with a comparison to the same period in the previous 2 years.

Location
3 months to
17 Apr 2015
Same period 2014 Same period 2013
NumPy
Rank 824 857 867
Rank change year-on-year
+33 +10
Permanent jobs citing NumPy 51 50 5
As % of all permanent IT jobs located in England 0.049% 0.044% 0.005%
As % of the Libraries, Frameworks & Software Standards category 0.13% 0.11% 0.012%
Number of salaries quoted 40 48 1
Average salary £70,000 £55,000 £50,000
Average salary % change year-on-year
+27.27% +10.00%
UK excluding London average salary £29,000 £35,000 -
% change year-on-year
-17.14% -
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
38985 45588 42887
As % of all permanent IT jobs located in England 37.72% 40.53% 40.50%
Number of salaries quoted 33500 38522 37717
Average salary £45,000 £42,500 £40,000
Average salary % change year-on-year
+5.88% +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 £65,000
UK excluding London average salary £40,000 £40,000 £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 17 April 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 17 April 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 +12 50 £70,000 +27.27% 9
South West - 1 £29,000 -
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 17 April 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 67 (87.01%) Python
2 59 (76.62%) Pandas
3 58 (75.32%) SciPy
4 55 (71.43%) Finance
5 44 (57.14%) Analytics
6 39 (50.65%) Agile Software Development
7 38 (49.35%) SQL
7 38 (49.35%) Hedge funds
8 32 (41.56%) Matplotlib
8 32 (41.56%) C++
9 31 (40.26%) Computer Science
10 30 (38.96%) D3.js
10 30 (38.96%) JavaScript
10 30 (38.96%) PhD
11 29 (37.66%) Java
11 29 (37.66%) R
12 26 (33.77%) Web Development
13 23 (29.87%) Software Engineering
13 23 (29.87%) Visualisation
13 23 (29.87%) Linux
13 23 (29.87%) TDD
14 22 (28.57%) Windows
14 22 (28.57%) BDD
15 21 (27.27%) Continuous Integration
16 20 (25.97%) Refactoring
16 20 (25.97%) Unit Testing
16 20 (25.97%) Highcharts JS
17 18 (23.38%) Git (software)
18 17 (22.08%) Oracle
18 17 (22.08%) OO

NumPy
Top Related IT Skills in England by Category

For the 6 months to 17 April 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.

Application Platforms
1 1 (1.30%) Apache Solr
1 1 (1.30%) Elasticsearch
Applications
1 6 (7.79%) Mathematica
Cloud Services
1 2 (2.60%) Amazon AWS
1 2 (2.60%) Heroku
2 1 (1.30%) GitHub
Database & Business Intelligence
1 14 (18.18%) MongoDB
1 14 (18.18%) NoSQL
2 10 (12.99%) Spotfire
2 10 (12.99%) QlikView
3 8 (10.39%) Data Mining
3 8 (10.39%) Big Data
4 6 (7.79%) SQL Server Analysis Services
5 4 (5.19%) OLAP
6 2 (2.60%) Apache Cassandra
7 1 (1.30%) Data Warehouse
7 1 (1.30%) PostgreSQL
7 1 (1.30%) Sybase IQ
7 1 (1.30%) MySQL
7 1 (1.30%) SQLite
Development Applications
1 18 (23.38%) Git (software)
2 13 (16.88%) Mercurial
General
1 55 (71.43%) Finance
2 16 (20.78%) Marketing
3 13 (16.88%) Front Office
3 13 (16.88%) Back Office
4 4 (5.19%) Retail
4 4 (5.19%) Manufacturing
4 4 (5.19%) Advertising
5 3 (3.90%) Banking
5 3 (3.90%) Investment Banking
Job Titles
1 55 (71.43%) Developer
2 37 (48.05%) Python Developer
3 16 (20.78%) Analyst
4 10 (12.99%) Senior Analyst
4 10 (12.99%) Business Intelligence Analyst
5 9 (11.69%) Senior Business Intelligence Analyst
6 8 (10.39%) Quantitative Developer
7 6 (7.79%) Data Analyst
7 6 (7.79%) Java Developer
7 6 (7.79%) AWS Developer
8 4 (5.19%) Business Analyst
9 3 (3.90%) Junior
9 3 (3.90%) Senior Business Analyst
9 3 (3.90%) Junior Developer
9 3 (3.90%) Junior Python Developer
10 2 (2.60%) Python/Django Developer
10 2 (2.60%) Chief Technology Officer
10 2 (2.60%) Technical Leader
10 2 (2.60%) Software Developer
11 1 (1.30%) Senior Data Analyst
Libraries, Frameworks & Software Standards
1 59 (76.62%) Pandas
2 58 (75.32%) SciPy
3 32 (41.56%) Matplotlib
4 30 (38.96%) D3.js
5 20 (25.97%) Highcharts JS
6 14 (18.18%) Pyramid
7 6 (7.79%) .NET
8 5 (6.49%) HTML
9 4 (5.19%) CSS
10 3 (3.90%) Ruby on Rails
10 3 (3.90%) REST
10 3 (3.90%) scikit-learn
11 2 (2.60%) Akka
11 2 (2.60%) Flask
11 2 (2.60%) Django
11 2 (2.60%) Boost C++ Libraries
11 2 (2.60%) SQLAlchemy
12 1 (1.30%) HTML5
12 1 (1.30%) Memcached
12 1 (1.30%) STL
Miscellaneous
1 38 (49.35%) Hedge funds
2 31 (40.26%) Computer Science
3 23 (29.87%) Visualisation
4 12 (15.58%) Equities
5 7 (9.09%) Market Risk
5 7 (9.09%) Analytical Skills
6 6 (7.79%) Fixed Income
6 6 (7.79%) Foreign Exchange (FX)
6 6 (7.79%) Derivative
6 6 (7.79%) Statistics
7 5 (6.49%) Mathematics
7 5 (6.49%) Algorithms
8 4 (5.19%) Mobile App
8 4 (5.19%) Physics
9 1 (1.30%) Biotechnology
9 1 (1.30%) Management Information System
9 1 (1.30%) Open Source
9 1 (1.30%) Data Structures
Operating Systems
1 23 (29.87%) Linux
2 22 (28.57%) Windows
3 4 (5.19%) Android
3 4 (5.19%) Apple iOS
4 2 (2.60%) Ubuntu
5 1 (1.30%) Solaris
5 1 (1.30%) Debian
Processes & Methodologies
1 44 (57.14%) Analytics
2 39 (50.65%) Agile Software Development
3 26 (33.77%) Web Development
4 23 (29.87%) TDD
4 23 (29.87%) Software Engineering
5 22 (28.57%) BDD
6 21 (27.27%) Continuous Integration
7 20 (25.97%) Unit Testing
7 20 (25.97%) Refactoring
8 17 (22.08%) OO
9 11 (14.29%) Business Intelligence
9 11 (14.29%) Digital Marketing
10 8 (10.39%) Data Analysis
11 7 (9.09%) Portfolio Management
11 7 (9.09%) Big Data Analytics
12 6 (7.79%) Data Analytics
12 6 (7.79%) Functional Programming
12 6 (7.79%) Machine Learning
12 6 (7.79%) Statistical Analysis
12 6 (7.79%) Extreme Programming
Programming Languages
1 67 (87.01%) Python
2 38 (49.35%) SQL
3 32 (41.56%) C++
4 30 (38.96%) JavaScript
5 29 (37.66%) R
5 29 (37.66%) Java
6 14 (18.18%) MATLAB
7 11 (14.29%) C#
7 11 (14.29%) VBA
8 8 (10.39%) Scala
9 3 (3.90%) Ruby
10 2 (2.60%) C
10 2 (2.60%) Cython
11 1 (1.30%) Golang
11 1 (1.30%) IPython
11 1 (1.30%) Haskell
Qualifications
1 30 (38.96%) PhD
2 9 (11.69%) Degree
System Software
1 1 (1.30%) Varnish
1 1 (1.30%) Docker
Systems Management
1 1 (1.30%) HAProxy
Vendors
1 17 (22.08%) Oracle
2 11 (14.29%) Tableau
3 4 (5.19%) Adobe
3 4 (5.19%) Omniture
4 1 (1.30%) Sybase
4 1 (1.30%) IBM
Cambridge, Cambridgeshire
Cooper Lomaz Recruitment Ltd
Salary: £50k - 60k per year
Posted: 2 days ago
London
Salt
Salary: £50000 - £65000 per annum + Equity!
Posted: 4 days ago
City of London
Harrington Starr
Salary: £75000 - £90000 per annum + Bonus + benefits + training
Posted: 4 days ago
London
Harrington Starr
Salary: £35000 - £50000 per annum + Bonus
Posted: 5 days ago
London
Westbourne Partners
Salary: From £40,000 to £80,000 per annum salary dependant on experience (mult
Posted: 6 days ago
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: 6 days ago