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 7 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
7 Dec 2016
Same period 2015 Same period 2014
NumPy
Rank 210 262 317
Rank change year-on-year
+52 +55
Permanent jobs citing NumPy 23 5 15
As % of all permanent IT jobs located in the City of London 0.43% 0.072% 0.14%
As % of the Libraries, Frameworks & Software Standards category 1.05% 0.20% 0.38%
Number of salaries quoted 21 2 15
Median salary £80,000 £108,750 £65,000
Median salary % change year-on-year
-26.43% +67.30%
90% offered a salary of more than £67,500 £87,750 £42,500
10% offered a salary of more than £100,000 £129,750 £75,000
UK excluding London median salary £60,000 £62,500 £50,000
% change year-on-year
-4.00% +25.00%
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
2196 2469 3909
As % of all permanent IT jobs located in the City of London 40.91% 35.70% 35.59%
Number of salaries quoted 2017 2223 3457
Median salary £57,500 £57,500 £55,000
Median salary % change year-on-year
- +4.54%
90% offered a salary of more than £40,000 £38,000 £35,000
10% offered a salary of more than £85,000 £72,500 £80,000
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 7 December 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 7 December 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 39 (100.00%) Python
2 26 (66.67%) Degree
3 22 (56.41%) Pandas
4 21 (53.85%) SciPy
4 21 (53.85%) C++
5 19 (48.72%) Machine Learning
5 19 (48.72%) Finance
6 17 (43.59%) Computer Science
7 15 (38.46%) PhD
7 15 (38.46%) scikit-learn
8 13 (33.33%) IPython
8 13 (33.33%) Algorithms
9 12 (30.77%) Statistics
10 11 (28.21%) Hedge funds
10 11 (28.21%) Linux
10 11 (28.21%) Data Mining
10 11 (28.21%) SQL
11 10 (25.64%) C
12 9 (23.08%) Unix
12 9 (23.08%) Neural Network
12 9 (23.08%) High Availability
12 9 (23.08%) Multithreading
12 9 (23.08%) Multithreaded Programming
13 8 (20.51%) Visualisation
13 8 (20.51%) Boost C++ Libraries
13 8 (20.51%) CUDA
13 8 (20.51%) Mathematics
13 8 (20.51%) GitHub
13 8 (20.51%) STL
14 7 (17.95%) High-Frequency Trading

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 13 (33.33%) IPython
2 3 (7.69%) SAS
Applications
1 5 (12.82%) Chatbot
2 3 (7.69%) GNU Octave
Business Applications
1 1 (2.56%) Front Arena
Cloud Services
1 8 (20.51%) GitHub
Database & Business Intelligence
1 11 (28.21%) Data Mining
2 4 (10.26%) Big Data
2 4 (10.26%) NoSQL
3 3 (7.69%) Hadoop
3 3 (7.69%) Relational Database
3 3 (7.69%) SQL Server
Development Applications
1 1 (2.56%) Maven
General
1 19 (48.72%) Finance
2 6 (15.38%) Marketing
3 5 (12.82%) Front Office
4 1 (2.56%) Back Office
Job Titles
1 20 (51.28%) Developer
1 20 (51.28%) Python Developer
2 11 (28.21%) Data Scientist
3 5 (12.82%) Quantitative Developer
3 5 (12.82%) Senior Data Scientist
4 3 (7.69%) C++ Developer
4 3 (7.69%) C++ Quantitative Developer
4 3 (7.69%) Programmer
4 3 (7.69%) Python Programmer
5 2 (5.13%) DevOps Engineer
5 2 (5.13%) Linux DevOps Engineer
5 2 (5.13%) Linux Engineer
5 2 (5.13%) Linux/Unix DevOps
6 1 (2.56%) Algorithmic Trading Developer
6 1 (2.56%) Architect
6 1 (2.56%) Data Architect
6 1 (2.56%) Front Arena Developer
6 1 (2.56%) Systems Engineer
Libraries, Frameworks & Software Standards
1 22 (56.41%) Pandas
2 21 (53.85%) SciPy
3 15 (38.46%) scikit-learn
4 8 (20.51%) Boost C++ Libraries
4 8 (20.51%) STL
5 7 (17.95%) Matplotlib
6 5 (12.82%) OpenCL
6 5 (12.82%) TensorFlow
6 5 (12.82%) Theano
6 5 (12.82%) Torch
7 3 (7.69%) Celery
7 3 (7.69%) OpenGL
7 3 (7.69%) scikit-cuda
8 2 (5.13%) Django
Miscellaneous
1 17 (43.59%) Computer Science
2 13 (33.33%) Algorithms
3 12 (30.77%) Statistics
4 11 (28.21%) Hedge funds
5 9 (23.08%) Neural Network
6 8 (20.51%) CUDA
6 8 (20.51%) Mathematics
6 8 (20.51%) Visualisation
7 5 (12.82%) Artificial Intelligence
8 4 (10.26%) Fintech
9 3 (7.69%) Clustering
9 3 (7.69%) PMI
10 2 (5.13%) Physics
11 1 (2.56%) Data Structures
11 1 (2.56%) Social Media
Operating Systems
1 11 (28.21%) Linux
2 9 (23.08%) Unix
3 3 (7.69%) Windows
Processes & Methodologies
1 19 (48.72%) Machine Learning
2 9 (23.08%) High Availability
2 9 (23.08%) Multithreaded Programming
2 9 (23.08%) Multithreading
3 7 (17.95%) Analytics
3 7 (17.95%) High-Frequency Trading
3 7 (17.95%) Low Latency
4 5 (12.82%) Data Visualisation
4 5 (12.82%) Deep Learning
5 4 (10.26%) Data Cleansing
5 4 (10.26%) Performance Tuning
5 4 (10.26%) Systematic Trading
6 3 (7.69%) Business Intelligence
6 3 (7.69%) Data Analysis
6 3 (7.69%) Data Modelling
6 3 (7.69%) DevOps
6 3 (7.69%) Investment Management
6 3 (7.69%) Quantitative Trading
7 2 (5.13%) Change Control
7 2 (5.13%) Signal Processing
Programming Languages
1 39 (100.00%) Python
2 21 (53.85%) C++
3 11 (28.21%) SQL
4 10 (25.64%) C
5 4 (10.26%) R
6 3 (7.69%) Bash Shell
6 3 (7.69%) C#
6 3 (7.69%) Java
7 2 (5.13%) MATLAB
8 1 (2.56%) Cython
Qualifications
1 26 (66.67%) Degree
2 15 (38.46%) PhD
3 3 (7.69%) PMI Certification
Vendors
1 3 (7.69%) Cloudera
1 3 (7.69%) Hortonworks
2 2 (5.13%) Red Hat
City, London
E-synergy Solutions
Salary: £60000 - £80000 per annum + benefits
Posted: 20 hours ago
City, London
ANSON MCCADE
Salary: £35,000 - £45,000 + extensive benefits package
Posted: 2 days ago
City, London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 6 days ago
City, London
Eames Consulting
Salary: £50000 - £70000 per annum + Benefits
Posted: 5 days ago