The table below looks at the statistics for NumPy skills in IT jobs advertised for the City of London region. Included is a guide to the salaries offered in IT jobs that have cited NumPy over the 3 months to 29 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
29 May 2016
Same period 2015 Same period 2014
NumPy
Rank 238 306 355
Rank change year-on-year
+68 +49
Permanent jobs citing NumPy 20 15 6
As % of all permanent IT jobs located in the City of London 0.31% 0.15% 0.047%
As % of the Libraries, Frameworks & Software Standards category 0.77% 0.43% 0.12%
Number of salaries quoted 20 8 6
Median salary £65,000 £57,500 £58,250
Median salary % change year-on-year
+13.04% -1.28%
90% offered a salary of more than £49,500 £51,950 £36,500
10% offered a salary of more than £80,250 £101,000 £82,500
UK excluding London median salary £45,000 £29,000 £37,500
% change year-on-year
+55.17% -22.66%
NumPy
London

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 City of London region.

Libraries, Frameworks & Software Standards Category
City of London
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
2610 3516 4867
As % of all permanent IT jobs located in the City of London 39.99% 34.16% 37.80%
Number of salaries quoted 2357 3055 4201
Median salary £57,500 £55,000 £54,000
Median salary % change year-on-year
+4.54% +1.85%
90% offered a salary of more than £39,863 £37,500 £35,000
10% offered a salary of more than £77,500 £75,000 £75,000
UK excluding London median salary £41,500 £40,000 £40,000
% change year-on-year
+3.75% -

NumPy
Jobs Demand Trend in the City of London

The demand trend of job ads across the City of London region citing NumPy as a proportion of all IT jobs with a match in the Libraries, Frameworks & Software Standards category.

NumPy Jobs Demand Trend in the City of London

NumPy
Salary Trend in the City of London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing NumPy across the City of London region.

NumPy Salary Trend in the City of London

NumPy
Salary Histogram in the City of London

This chart provides a salary histogram for IT jobs citing NumPy across the City of London region over the 3 months to 29 May 2016.

NumPy Salary Histogram in the City of London

NumPy
Top 30 Related IT Skills in the City of London

For the 6 months to 29 May 2016, IT jobs citing NumPy also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the City of London region with a requirement for NumPy.

1 23 (88.46%) Python
2 14 (53.85%) C++
2 14 (53.85%) Pandas
3 12 (46.15%) Finance
3 12 (46.15%) Computer Science
4 11 (42.31%) Mathematics
4 11 (42.31%) Algorithms
5 9 (34.62%) SciPy
5 9 (34.62%) Hedge funds
5 9 (34.62%) Machine Learning
6 8 (30.77%) Matplotlib
6 8 (30.77%) Deep Learning
6 8 (30.77%) PhD
7 7 (26.92%) Equities
7 7 (26.92%) Linux
7 7 (26.92%) Statistics
7 7 (26.92%) Degree
7 7 (26.92%) Analytics
8 5 (19.23%) Java
9 4 (15.38%) Artificial Intelligence
9 4 (15.38%) Neural Network
9 4 (15.38%) Physics
9 4 (15.38%) Git (software)
9 4 (15.38%) SQL Server
9 4 (15.38%) MS Excel
9 4 (15.38%) Data Mining
9 4 (15.38%) TCP/IP
9 4 (15.38%) Market Making
9 4 (15.38%) TensorFlow
9 4 (15.38%) Data Analytics

NumPy
Top Related IT Skills in the City of London by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Applications
1 4 (15.38%) MS Excel
2 3 (11.54%) Mathematica
Cloud Services
1 4 (15.38%) GitHub
2 1 (3.85%) Amazon AWS
2 1 (3.85%) Google App Engine
2 1 (3.85%) Heroku
2 1 (3.85%) Microsoft Azure
Communications & Networking
1 4 (15.38%) TCP/IP
Database & Business Intelligence
1 4 (15.38%) Data Mining
1 4 (15.38%) MongoDB
1 4 (15.38%) SQL Server
2 3 (11.54%) MySQL
3 2 (7.69%) KDB
4 1 (3.85%) Hadoop
4 1 (3.85%) NoSQL
Development Applications
1 4 (15.38%) GDB
1 4 (15.38%) Git (software)
1 4 (15.38%) Valgrind
2 2 (7.69%) Maven
General
1 12 (46.15%) Finance
2 3 (11.54%) Banking
3 1 (3.85%) Front Office
Job Titles
1 15 (57.69%) Developer
2 6 (23.08%) Junior
3 5 (19.23%) Quantitative Developer
4 4 (15.38%) Junior Developer
4 4 (15.38%) Junior Quantitative Developer
4 4 (15.38%) Software Developer
5 3 (11.54%) Core Java Developer
5 3 (11.54%) Java Developer
5 3 (11.54%) Programmer
5 3 (11.54%) Python Developer
5 3 (11.54%) Python Programmer
6 1 (3.85%) Django Developer
6 1 (3.85%) Python Software Engineer
6 1 (3.85%) Python/Django Developer
6 1 (3.85%) Software Engineer
Libraries, Frameworks & Software Standards
1 14 (53.85%) Pandas
2 9 (34.62%) SciPy
3 8 (30.77%) Matplotlib
4 4 (15.38%) OpenCL
4 4 (15.38%) TensorFlow
4 4 (15.38%) Theano
5 3 (11.54%) Apache Flex
5 3 (11.54%) Django
5 3 (11.54%) Hibernate
5 3 (11.54%) JDBC
5 3 (11.54%) JMS
5 3 (11.54%) Spring
6 2 (7.69%) AngularJS
6 2 (7.69%) CherryPy
6 2 (7.69%) Esper
6 2 (7.69%) Flask
6 2 (7.69%) Pyramid
7 1 (3.85%) PyQt
7 1 (3.85%) REST
7 1 (3.85%) RESTful
Miscellaneous
1 12 (46.15%) Computer Science
2 11 (42.31%) Algorithms
2 11 (42.31%) Mathematics
3 9 (34.62%) Hedge funds
4 7 (26.92%) Equities
4 7 (26.92%) Statistics
5 4 (15.38%) Artificial Intelligence
5 4 (15.38%) CUDA
5 4 (15.38%) Neural Network
5 4 (15.38%) Physics
6 3 (11.54%) Derivative
6 3 (11.54%) Fixed Income
6 3 (11.54%) Foreign Exchange (FX)
6 3 (11.54%) Market Risk
7 2 (7.69%) Fintech
7 2 (7.69%) Visualisation
Operating Systems
1 7 (26.92%) Linux
2 2 (7.69%) Unix
3 1 (3.85%) Android
3 1 (3.85%) Apple iOS
Processes & Methodologies
1 9 (34.62%) Machine Learning
2 8 (30.77%) Deep Learning
3 7 (26.92%) Analytics
4 4 (15.38%) Data Analytics
4 4 (15.38%) Market Making
5 3 (11.54%) Data Analysis
5 3 (11.54%) Functional Programming
5 3 (11.54%) Software Engineering
6 2 (7.69%) Agile Software Development
6 2 (7.69%) Continuous Integration
6 2 (7.69%) Data Acquisition
6 2 (7.69%) OO
6 2 (7.69%) Open Source
6 2 (7.69%) Quantitative Trading
6 2 (7.69%) Refactoring
6 2 (7.69%) Systematic Trading
6 2 (7.69%) Unit Testing
7 1 (3.85%) DevOps
7 1 (3.85%) Front End Development
7 1 (3.85%) Web Development
Programming Languages
1 23 (88.46%) Python
2 14 (53.85%) C++
3 5 (19.23%) Java
4 3 (11.54%) MATLAB
4 3 (11.54%) R
4 3 (11.54%) Scala
5 2 (7.69%) C
6 1 (3.85%) Bash Shell
6 1 (3.85%) JavaScript
6 1 (3.85%) SQL
Qualifications
1 8 (30.77%) PhD
2 7 (26.92%) Degree
Quality Assurance & Compliance
1 1 (3.85%) QA
Vendors
1 2 (7.69%) Oracle
City, London
Client Server
Salary: £85k to £100k + bonus + benefits
Posted: 3 days ago
City, London
Client Server
Salary: £75k to £150k + bonus + benefits
Posted: 3 days ago
City, London
Harrington Starr
Salary: £60000 - £120000 per annum + Bonus and Benefits and Training
Posted: 6 days ago