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 3 July 2015 with a comparison to the same period in the previous 2 years.

Location
3 months to
3 Jul 2015
Same period 2014 Same period 2013
NumPy
Rank 817 855 847
Rank change year-on-year
+38 -8
Permanent jobs citing NumPy 61 46 8
As % of all permanent IT jobs located in England 0.059% 0.042% 0.008%
As % of the Libraries, Frameworks & Software Standards category 0.16% 0.11% 0.019%
Number of salaries quoted 53 44 3
Average salary £65,000 £61,250 £100,000
Average salary % change year-on-year
+6.12% -38.75%
UK excluding London average salary £29,000 £42,500 -
% change year-on-year
-31.76% -
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
39212 43484 41190
As % of all permanent IT jobs located in England 37.99% 39.40% 40.51%
Number of salaries quoted 33880 37477 36127
Average salary £45,000 £43,500 £40,000
Average salary % change year-on-year
+3.44% +8.75%
90% offered a salary of more than £30,000 £30,000 £28,000
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 3 July 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 3 July 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 +36 56 £75,000 +15.38% 12
South West - 5 £29,000 -
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 3 July 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 88 (83.81%) Python
2 75 (71.43%) SciPy
3 68 (64.76%) Pandas
4 67 (63.81%) Finance
5 54 (51.43%) C++
6 50 (47.62%) Java
7 49 (46.67%) Hedge funds
8 48 (45.71%) Analytics
9 45 (42.86%) Computer Science
9 45 (42.86%) SQL
10 42 (40.00%) Agile Software Development
11 41 (39.05%) Linux
12 37 (35.24%) Software Engineering
13 36 (34.29%) Degree
13 36 (34.29%) PhD
13 36 (34.29%) R
14 34 (32.38%) Matplotlib
14 34 (32.38%) D3.js
14 34 (32.38%) Oracle
15 30 (28.57%) MongoDB
16 29 (27.62%) JavaScript
17 28 (26.67%) OO
17 28 (26.67%) Pyramid
18 27 (25.71%) Algorithms
18 27 (25.71%) Visualisation
19 26 (24.76%) Web Development
19 26 (24.76%) Windows
20 25 (23.81%) TDD
20 25 (23.81%) BDD
20 25 (23.81%) Continuous Integration

NumPy
Top Related IT Skills in England by Category

For the 6 months to 3 July 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 2 (1.90%) Apache Spark
2 1 (0.95%) IPython
2 1 (0.95%) Apache
2 1 (0.95%) Apache Solr
2 1 (0.95%) Apache Pig
2 1 (0.95%) Elasticsearch
Applications
1 14 (13.33%) Mathematica
Cloud Services
1 3 (2.86%) Amazon AWS
2 2 (1.90%) Heroku
3 1 (0.95%) GitHub
3 1 (0.95%) Cloud Computing
Database & Business Intelligence
1 30 (28.57%) MongoDB
2 25 (23.81%) NoSQL
3 16 (15.24%) Big Data
4 10 (9.52%) Spotfire
4 10 (9.52%) QlikView
5 7 (6.67%) Data Mining
6 6 (5.71%) SQL Server Analysis Services
6 6 (5.71%) KDB
7 5 (4.76%) RDBMS
7 5 (4.76%) Apache Cassandra
7 5 (4.76%) Relational Database
8 4 (3.81%) OLAP
9 3 (2.86%) MySQL
10 2 (1.90%) Hadoop
11 1 (0.95%) Apache Hive
11 1 (0.95%) Data Warehouse
11 1 (0.95%) Sybase IQ
11 1 (0.95%) SQLite
Development Applications
1 23 (21.90%) Git (software)
2 22 (20.95%) Mercurial
3 6 (5.71%) Maven
General
1 67 (63.81%) Finance
2 15 (14.29%) Marketing
3 14 (13.33%) Front Office
4 7 (6.67%) Back Office
4 7 (6.67%) Banking
5 5 (4.76%) Investment Banking
6 4 (3.81%) Retail
6 4 (3.81%) Manufacturing
6 4 (3.81%) Advertising
Job Titles
1 75 (71.43%) Developer
2 46 (43.81%) Python Developer
3 20 (19.05%) Analyst
4 13 (12.38%) Java Developer
5 12 (11.43%) C++ Developer
5 12 (11.43%) Senior Developer
6 10 (9.52%) Senior Analyst
6 10 (9.52%) Data Analyst
6 10 (9.52%) Business Intelligence Analyst
7 9 (8.57%) Senior Business Intelligence Analyst
8 8 (7.62%) Senior Python Developer
9 4 (3.81%) Business Analyst
10 3 (2.86%) Senior Business Analyst
10 3 (2.86%) Quantitative Developer
10 3 (2.86%) Senior C++ Developer
10 3 (2.86%) Chief Technology Officer
10 3 (2.86%) Technical Leader
11 2 (1.90%) Java/J2EE Developer
11 2 (1.90%) Junior C++ Developer
11 2 (1.90%) Software Developer
Libraries, Frameworks & Software Standards
1 75 (71.43%) SciPy
2 68 (64.76%) Pandas
3 34 (32.38%) Matplotlib
3 34 (32.38%) D3.js
4 28 (26.67%) Pyramid
5 23 (21.90%) Highcharts JS
6 13 (12.38%) Boost C++ Libraries
7 11 (10.48%) .NET
8 10 (9.52%) htmlwidgets
9 7 (6.67%) STL
9 7 (6.67%) AngularJS
10 5 (4.76%) Akka
11 3 (2.86%) scikit-learn
11 3 (2.86%) ASP.NET
12 2 (1.90%) J2EE
12 2 (1.90%) Esper
12 2 (1.90%) SQLAlchemy
12 2 (1.90%) Java EE
12 2 (1.90%) Flask
13 1 (0.95%) HTML
Miscellaneous
1 49 (46.67%) Hedge funds
2 45 (42.86%) Computer Science
3 27 (25.71%) Visualisation
3 27 (25.71%) Algorithms
4 19 (18.10%) Analytical Skills
5 14 (13.33%) Equities
5 14 (13.33%) Mathematics
6 13 (12.38%) Derivative
6 13 (12.38%) Foreign Exchange (FX)
6 13 (12.38%) Fixed Income
6 13 (12.38%) Market Risk
7 10 (9.52%) Statistics
8 5 (4.76%) Physics
9 4 (3.81%) Data Structures
9 4 (3.81%) Mobile App
10 1 (0.95%) Biotechnology
10 1 (0.95%) Management Information System
10 1 (0.95%) Artificial Intelligence
Operating Systems
1 41 (39.05%) Linux
2 26 (24.76%) Windows
3 6 (5.71%) UNIX
4 4 (3.81%) Android
4 4 (3.81%) Apple iOS
5 1 (0.95%) Solaris
Processes & Methodologies
1 48 (45.71%) Analytics
2 42 (40.00%) Agile Software Development
3 37 (35.24%) Software Engineering
4 28 (26.67%) OO
5 26 (24.76%) Web Development
6 25 (23.81%) TDD
6 25 (23.81%) Continuous Integration
6 25 (23.81%) BDD
7 24 (22.86%) Unit Testing
8 23 (21.90%) Refactoring
9 13 (12.38%) Functional Programming
10 12 (11.43%) Statistical Analysis
11 11 (10.48%) Business Intelligence
11 11 (10.48%) Digital Marketing
12 10 (9.52%) Big Data Analytics
13 9 (8.57%) Systematic Trading
14 8 (7.62%) Data Analysis
15 6 (5.71%) Data Analytics
15 6 (5.71%) Open Source
15 6 (5.71%) Low Latency
Programming Languages
1 88 (83.81%) Python
2 54 (51.43%) C++
3 50 (47.62%) Java
4 45 (42.86%) SQL
5 36 (34.29%) R
6 29 (27.62%) JavaScript
7 23 (21.90%) MATLAB
8 18 (17.14%) Scala
9 11 (10.48%) VBA
9 11 (10.48%) C#
10 4 (3.81%) C
11 2 (1.90%) Cython
11 2 (1.90%) Ruby
12 1 (0.95%) Haskell
12 1 (0.95%) Go
12 1 (0.95%) Perl
Qualifications
1 36 (34.29%) PhD
1 36 (34.29%) Degree
System Software
1 1 (0.95%) Varnish
Vendors
1 34 (32.38%) Oracle
2 11 (10.48%) Tableau
3 4 (3.81%) Adobe
3 4 (3.81%) Omniture
4 1 (0.95%) Sybase
4 1 (0.95%) IBM
London
Client Server
Salary: bonus + benefits
Posted: 18 hours ago
City of London
Harrington Starr
Salary: £6500 - £70000 per annum + bonus and benefits
Posted: Yesterday
Cambridge, Cambridgeshire
Cooper Lomaz Recruitment Ltd
Salary: Negotiable
Posted: 3 days ago
London
Nicoll Curtin
Salary: £80000.00 - £120000.00 per annum + bonus + benefits
Posted: 4 days ago
Central London / West End
Client Server
Salary: £45k to £60k + bonus + benefits
Posted: 4 days ago
Cambridge
Interquest - IQ Telecom
Salary: £40000 - £50000 per annum + Bonus, Options, Pension
Posted: 8 days ago
London
TRG
Salary: 50000-70000 Per Annum Benefits
Posted: 12 days ago
Cambridge
Real Staffing
Salary: £40000 - £60000 per annum + competitive
Posted: 19 days ago
City of London
iKonnect
Salary: £80000 per annum + Negotiable depending on experience
Posted: 23 days ago