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 6 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
6 May 2016
Same period 2015 Same period 2014
NumPy
Rank 243 309 333
Rank change year-on-year
+66 +24
Permanent jobs citing NumPy 18 13 7
As % of all permanent IT jobs located in the City of London 0.26% 0.12% 0.055%
As % of the Libraries, Frameworks & Software Standards category 0.66% 0.37% 0.15%
Number of salaries quoted 18 6 7
Median salary £66,250 £60,000 £36,500
Median salary % change year-on-year
+10.41% +64.38%
UK excluding London median salary £45,000 £29,000 £38,750
% change year-on-year
+55.17% -25.16%
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
2730 3502 4703
As % of all permanent IT jobs located in the City of London 39.22% 33.52% 37.27%
Number of salaries quoted 2438 3011 4072
Median salary £55,000 £55,000 £52,500
Median salary % change year-on-year
- +4.76%
90% offered a salary of more than £37,500 £37,500 £35,000
10% offered a salary of more than £75,000 £75,000 £72,500
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year
+6.25% -

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 6 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 6 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 20 (83.33%) Python
2 14 (58.33%) Finance
3 13 (54.17%) Pandas
4 11 (45.83%) C++
5 10 (41.67%) Mathematics
5 10 (41.67%) Computer Science
6 9 (37.50%) Algorithms
6 9 (37.50%) Hedge funds
6 9 (37.50%) SciPy
7 8 (33.33%) Equities
8 7 (29.17%) Linux
8 7 (29.17%) Analytics
9 6 (25.00%) Deep Learning
9 6 (25.00%) Machine Learning
9 6 (25.00%) Matplotlib
9 6 (25.00%) Java
9 6 (25.00%) PhD
10 5 (20.83%) Foreign Exchange (FX)
10 5 (20.83%) SQL Server
10 5 (20.83%) Fixed Income
10 5 (20.83%) Derivative
10 5 (20.83%) Statistics
10 5 (20.83%) Degree
10 5 (20.83%) MongoDB
11 4 (16.67%) GDB
11 4 (16.67%) R
11 4 (16.67%) Scala
11 4 (16.67%) Git (software)
11 4 (16.67%) Functional Programming
11 4 (16.67%) Valgrind

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 (16.67%) Mathematica
1 4 (16.67%) MS Excel
Cloud Services
1 2 (8.33%) GitHub
2 1 (4.17%) Amazon AWS
2 1 (4.17%) Google App Engine
2 1 (4.17%) Heroku
2 1 (4.17%) Microsoft Azure
Communications & Networking
1 4 (16.67%) TCP/IP
Database & Business Intelligence
1 5 (20.83%) MongoDB
1 5 (20.83%) SQL Server
2 3 (12.50%) Data Mining
2 3 (12.50%) MySQL
3 2 (8.33%) KDB
4 1 (4.17%) Hadoop
4 1 (4.17%) NoSQL
Development Applications
1 4 (16.67%) GDB
1 4 (16.67%) Git (software)
1 4 (16.67%) Valgrind
2 2 (8.33%) Maven
General
1 14 (58.33%) Finance
2 3 (12.50%) Banking
3 1 (4.17%) Front Office
Job Titles
1 14 (58.33%) Developer
2 4 (16.67%) Java Developer
2 4 (16.67%) Junior
2 4 (16.67%) Quantitative Developer
2 4 (16.67%) Software Developer
3 3 (12.50%) Core Java Developer
3 3 (12.50%) Junior Developer
3 3 (12.50%) Junior Quantitative Developer
3 3 (12.50%) Programmer
3 3 (12.50%) Python Developer
3 3 (12.50%) Python Programmer
4 1 (4.17%) Analyst
4 1 (4.17%) Django Developer
4 1 (4.17%) Python Software Engineer
4 1 (4.17%) Python/Django Developer
4 1 (4.17%) Software Engineer
4 1 (4.17%) Technical Analyst
Libraries, Frameworks & Software Standards
1 13 (54.17%) Pandas
2 9 (37.50%) SciPy
3 6 (25.00%) Matplotlib
4 3 (12.50%) Apache Flex
4 3 (12.50%) Hibernate
4 3 (12.50%) JDBC
4 3 (12.50%) JMS
4 3 (12.50%) Spring
5 2 (8.33%) AngularJS
5 2 (8.33%) CherryPy
5 2 (8.33%) Django
5 2 (8.33%) Esper
5 2 (8.33%) Flask
5 2 (8.33%) OpenCL
5 2 (8.33%) Pyramid
5 2 (8.33%) TensorFlow
5 2 (8.33%) Theano
6 1 (4.17%) PyQt
6 1 (4.17%) REST
6 1 (4.17%) RESTful
Miscellaneous
1 10 (41.67%) Computer Science
1 10 (41.67%) Mathematics
2 9 (37.50%) Algorithms
2 9 (37.50%) Hedge funds
3 8 (33.33%) Equities
4 5 (20.83%) Derivative
4 5 (20.83%) Fixed Income
4 5 (20.83%) Foreign Exchange (FX)
4 5 (20.83%) Statistics
5 4 (16.67%) Market Risk
5 4 (16.67%) Physics
6 2 (8.33%) Artificial Intelligence
6 2 (8.33%) CUDA
6 2 (8.33%) Fintech
6 2 (8.33%) Neural Network
6 2 (8.33%) Visualisation
Operating Systems
1 7 (29.17%) Linux
2 2 (8.33%) Unix
3 1 (4.17%) Android
3 1 (4.17%) Apple iOS
Processes & Methodologies
1 7 (29.17%) Analytics
2 6 (25.00%) Deep Learning
2 6 (25.00%) Machine Learning
3 4 (16.67%) Data Analysis
3 4 (16.67%) Functional Programming
4 3 (12.50%) Data Analytics
4 3 (12.50%) Market Making
4 3 (12.50%) Software Engineering
5 2 (8.33%) Agile Software Development
5 2 (8.33%) Continuous Integration
5 2 (8.33%) Data Acquisition
5 2 (8.33%) OO
5 2 (8.33%) Open Source
5 2 (8.33%) Quantitative Trading
5 2 (8.33%) Refactoring
5 2 (8.33%) Systematic Trading
5 2 (8.33%) Unit Testing
6 1 (4.17%) Front End Development
6 1 (4.17%) Numerical Analysis
6 1 (4.17%) Time Series Analysis
Programming Languages
1 20 (83.33%) Python
2 11 (45.83%) C++
3 6 (25.00%) Java
4 4 (16.67%) MATLAB
4 4 (16.67%) R
4 4 (16.67%) Scala
5 2 (8.33%) C
6 1 (4.17%) Bash Shell
6 1 (4.17%) C#
6 1 (4.17%) JavaScript
6 1 (4.17%) SQL
Qualifications
1 6 (25.00%) PhD
2 5 (20.83%) Degree
Vendors
1 2 (8.33%) Oracle
2 1 (4.17%) Bloomberg
2 1 (4.17%) Microsoft
2 1 (4.17%) NICE Systems
2 1 (4.17%) Reuters
City, London
Client Server
Salary: £85k to £100k + bonus + benefits
Posted: 3 days ago
City, London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 3 days ago