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 23 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
23 Jul 2016
Same period 2015 Same period 2014
NumPy
Rank 236 298 338
Rank change year-on-year
+62 +40
Permanent jobs citing NumPy 11 24 4
As % of all permanent IT jobs located in the City of London 0.17% 0.23% 0.032%
As % of the Libraries, Frameworks & Software Standards category 0.43% 0.66% 0.086%
Number of salaries quoted 10 19 3
Median salary £80,000 £75,000 £80,000
Median salary % change year-on-year
+6.66% -6.25%
UK excluding London median salary £45,000 £29,000 £42,500
% change year-on-year
+55.17% -31.76%
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
2578 3639 4670
As % of all permanent IT jobs located in the City of London 41.00% 34.66% 37.92%
Number of salaries quoted 2353 3148 3999
Median salary £57,500 £55,000 £52,500
Median salary % change year-on-year
+4.54% +4.76%
90% offered a salary of more than £40,000 £37,500 £37,000
10% offered a salary of more than £77,500 £75,000 £75,000
UK excluding London median salary £40,000 £40,000 £40,000

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 23 July 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 23 July 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 25 (89.29%) Python
2 16 (57.14%) Computer Science
3 15 (53.57%) C++
4 14 (50.00%) Pandas
5 12 (42.86%) Machine Learning
5 12 (42.86%) Finance
5 12 (42.86%) Degree
6 11 (39.29%) Mathematics
6 11 (39.29%) PhD
6 11 (39.29%) Algorithms
7 10 (35.71%) Deep Learning
7 10 (35.71%) Matplotlib
7 10 (35.71%) Statistics
8 8 (28.57%) Hedge funds
8 8 (28.57%) SciPy
9 7 (25.00%) Analytics
9 7 (25.00%) Equities
9 7 (25.00%) Linux
10 6 (21.43%) Artificial Intelligence
10 6 (21.43%) Neural Network
10 6 (21.43%) CUDA
10 6 (21.43%) GitHub
10 6 (21.43%) OpenCL
10 6 (21.43%) TensorFlow
10 6 (21.43%) Theano
11 5 (17.86%) Data Mining
12 4 (14.29%) TCP/IP
12 4 (14.29%) MS Excel
12 4 (14.29%) SQL Server
12 4 (14.29%) Physics

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:

Application Platforms
1 2 (7.14%) IPython
Applications
1 4 (14.29%) MS Excel
2 3 (10.71%) Mathematica
Cloud Services
1 6 (21.43%) GitHub
2 1 (3.57%) Amazon AWS
2 1 (3.57%) Google App Engine
2 1 (3.57%) Heroku
2 1 (3.57%) Microsoft Azure
Communications & Networking
1 4 (14.29%) TCP/IP
Database & Business Intelligence
1 5 (17.86%) Data Mining
2 4 (14.29%) SQL Server
3 3 (10.71%) MySQL
4 2 (7.14%) MongoDB
5 1 (3.57%) Hadoop
5 1 (3.57%) NoSQL
Development Applications
1 4 (14.29%) GDB
1 4 (14.29%) Git (software)
1 4 (14.29%) Valgrind
General
1 12 (42.86%) Finance
2 3 (10.71%) Banking
3 2 (7.14%) Marketing
4 1 (3.57%) Front Office
Job Titles
1 16 (57.14%) Developer
2 6 (21.43%) Junior
3 5 (17.86%) Quantitative Developer
4 4 (14.29%) Junior Developer
4 4 (14.29%) Junior Quantitative Developer
4 4 (14.29%) Python Developer
4 4 (14.29%) Software Developer
5 3 (10.71%) Core Java Developer
5 3 (10.71%) Java Developer
5 3 (10.71%) Programmer
5 3 (10.71%) Python Programmer
6 1 (3.57%) Data Scientist
6 1 (3.57%) Django Developer
6 1 (3.57%) Python Software Engineer
6 1 (3.57%) Python/Django Developer
6 1 (3.57%) Senior Data Scientist
6 1 (3.57%) Software Engineer
Libraries, Frameworks & Software Standards
1 14 (50.00%) Pandas
2 10 (35.71%) Matplotlib
3 8 (28.57%) SciPy
4 6 (21.43%) OpenCL
4 6 (21.43%) TensorFlow
4 6 (21.43%) Theano
5 3 (10.71%) Apache Flex
5 3 (10.71%) Django
5 3 (10.71%) Hibernate
5 3 (10.71%) JDBC
5 3 (10.71%) JMS
5 3 (10.71%) Spring
6 2 (7.14%) CherryPy
6 2 (7.14%) Flask
7 1 (3.57%) Boost C++ Libraries
7 1 (3.57%) PyQt
7 1 (3.57%) REST
7 1 (3.57%) RESTful
7 1 (3.57%) scikit-learn
7 1 (3.57%) SVG
Miscellaneous
1 16 (57.14%) Computer Science
2 11 (39.29%) Algorithms
2 11 (39.29%) Mathematics
3 10 (35.71%) Statistics
4 8 (28.57%) Hedge funds
5 7 (25.00%) Equities
6 6 (21.43%) Artificial Intelligence
6 6 (21.43%) CUDA
6 6 (21.43%) Neural Network
7 4 (14.29%) Physics
8 3 (10.71%) Derivative
8 3 (10.71%) Fixed Income
8 3 (10.71%) Foreign Exchange (FX)
8 3 (10.71%) Market Risk
9 2 (7.14%) Fintech
10 1 (3.57%) Visualisation
Operating Systems
1 7 (25.00%) Linux
2 3 (10.71%) Unix
3 1 (3.57%) Android
3 1 (3.57%) Apple iOS
Processes & Methodologies
1 12 (42.86%) Machine Learning
2 10 (35.71%) Deep Learning
3 7 (25.00%) Analytics
4 4 (14.29%) Data Analytics
4 4 (14.29%) Market Making
5 3 (10.71%) Functional Programming
6 2 (7.14%) Data Analysis
7 1 (3.57%) Data Cleansing
7 1 (3.57%) Data Visualisation
7 1 (3.57%) DevOps
7 1 (3.57%) Front End Development
7 1 (3.57%) High Availability
7 1 (3.57%) Low Latency
7 1 (3.57%) Multithreading
7 1 (3.57%) Performance Tuning
7 1 (3.57%) Quantitative Trading
7 1 (3.57%) Refactoring
7 1 (3.57%) Software Engineering
7 1 (3.57%) Web Development
Programming Languages
1 25 (89.29%) Python
2 15 (53.57%) C++
3 3 (10.71%) Java
3 3 (10.71%) MATLAB
3 3 (10.71%) R
3 3 (10.71%) Scala
4 2 (7.14%) SQL
5 1 (3.57%) Bash Shell
5 1 (3.57%) C
5 1 (3.57%) JavaScript
Qualifications
1 12 (42.86%) Degree
2 11 (39.29%) PhD
Quality Assurance & Compliance
1 1 (3.57%) QA
City, London
TEKsystems
Salary: £75000 - £120000 per annum
Posted: 9 hours ago
City, London
Venturi
Salary: £60000 - £75000 per annum + bonus + bens
Posted: 2 days ago
City, London
Client Server
Salary: £75k to £150k + bonus + benefits
Posted: 4 days ago
City, London
Quant Capital
Salary: Up to £45,000 per annum + benefits
Posted: 4 days ago