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 18 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
18 Jan 2017
Same period 2016 Same period 2015
NumPy
London / City of London
Rank 207 246 299
Rank change year-on-year
+39 +53
Permanent jobs citing NumPy 22 5 12
As % of all permanent IT jobs located in the City of London 0.44% 0.077% 0.12%
As % of the Libraries, Frameworks & Software Standards category 1.17% 0.23% 0.36%
Number of salaries quoted 20 3 12
Median salary £75,000 £82,500 £70,000
Median salary % change year-on-year
-9.09% +17.85%
90% offered a salary of more than £67,250 £76,500 £42,500
10% offered a salary of more than £95,500 £124,500 £75,000
UK excluding London median salary £25,000 £32,000 £52,500
% change year-on-year
-21.87% -39.04%

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
1884 2210 3354
As % of all permanent IT jobs located in the City of London 37.65% 34.24% 33.43%
Number of salaries quoted 1720 1994 2992
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 £40,000 £35,000
10% offered a salary of more than £85,000 £72,500 £80,000
UK excluding London median salary £42,500 £42,000 £40,000
% change year-on-year
+1.19% +5.00%

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 18 January 2017.

NumPy Salary Histogram in the City of London

NumPy
Top 30 Related IT Skills in the City of London

For the 6 months to 18 January 2017, 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 42 (100.00%) Python
2 27 (64.29%) Degree
3 26 (61.90%) SciPy
3 26 (61.90%) Pandas
4 23 (54.76%) Finance
5 21 (50.00%) C++
6 18 (42.86%) Computer Science
7 16 (38.10%) Machine Learning
8 14 (33.33%) Algorithms
9 13 (30.95%) IPython
9 13 (30.95%) SQL
10 12 (28.57%) Linux
10 12 (28.57%) PhD
10 12 (28.57%) scikit-learn
11 11 (26.19%) Hedge funds
11 11 (26.19%) C
12 10 (23.81%) Data Mining
13 9 (21.43%) High Availability
13 9 (21.43%) GitHub
13 9 (21.43%) Multithreaded Programming
13 9 (21.43%) Unix
13 9 (21.43%) Multithreading
13 9 (21.43%) Statistics
14 8 (19.05%) Visualisation
14 8 (19.05%) Boost C++ Libraries
14 8 (19.05%) STL
14 8 (19.05%) Analytics
14 8 (19.05%) Low Latency
15 7 (16.67%) High-Frequency Trading
15 7 (16.67%) Mathematics

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 (30.95%) IPython
2 3 (7.14%) SAS
Applications
1 4 (9.52%) GNU Octave
2 3 (7.14%) Chatbot
Business Applications
1 1 (2.38%) Front Arena
Cloud Services
1 9 (21.43%) GitHub
Database & Business Intelligence
1 10 (23.81%) Data Mining
2 5 (11.90%) NoSQL
3 4 (9.52%) Big Data
4 3 (7.14%) Hadoop
4 3 (7.14%) Relational Database
4 3 (7.14%) SQL Server
5 2 (4.76%) MongoDB
6 1 (2.38%) KDB
Development Applications
1 3 (7.14%) Team Foundation Server
2 2 (4.76%) Maven
General
1 23 (54.76%) Finance
2 6 (14.29%) Front Office
3 5 (11.90%) Marketing
4 3 (7.14%) Financial Institution
5 1 (2.38%) Back Office
5 1 (2.38%) Games
Job Titles
1 24 (57.14%) Developer
2 23 (54.76%) Python Developer
3 10 (23.81%) Data Scientist
4 5 (11.90%) Quantitative Developer
5 4 (9.52%) C++ Developer
5 4 (9.52%) Senior Data Scientist
6 3 (7.14%) C++ Quantitative Developer
6 3 (7.14%) DevOps Engineer
6 3 (7.14%) Linux DevOps Engineer
6 3 (7.14%) Linux Engineer
6 3 (7.14%) Linux/Unix DevOps
6 3 (7.14%) Programmer
6 3 (7.14%) Python Programmer
7 1 (2.38%) Algorithmic Trading Developer
7 1 (2.38%) C# Developer
7 1 (2.38%) C++/C# Developer
7 1 (2.38%) Data Architect
7 1 (2.38%) Data Engineer
7 1 (2.38%) Front Arena Developer
7 1 (2.38%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 26 (61.90%) Pandas
1 26 (61.90%) SciPy
2 12 (28.57%) scikit-learn
3 8 (19.05%) Boost C++ Libraries
3 8 (19.05%) STL
4 6 (14.29%) Matplotlib
5 5 (11.90%) Django
6 3 (7.14%) Celery
6 3 (7.14%) Flask
6 3 (7.14%) OpenCL
6 3 (7.14%) OpenGL
6 3 (7.14%) scikit-cuda
6 3 (7.14%) SQLAlchemy
6 3 (7.14%) TensorFlow
6 3 (7.14%) Theano
6 3 (7.14%) Torch
7 1 (2.38%) AngularJS
7 1 (2.38%) Esper
7 1 (2.38%) Pyramid
Miscellaneous
1 18 (42.86%) Computer Science
2 14 (33.33%) Algorithms
3 11 (26.19%) Hedge funds
4 9 (21.43%) Statistics
5 8 (19.05%) Visualisation
6 7 (16.67%) Mathematics
6 7 (16.67%) Neural Network
7 6 (14.29%) CUDA
8 4 (9.52%) Data Structures
8 4 (9.52%) Fintech
9 3 (7.14%) Artificial Intelligence
9 3 (7.14%) Clustering
9 3 (7.14%) PMI
10 2 (4.76%) Physics
11 1 (2.38%) Credit Risk
11 1 (2.38%) Social Media
Operating Systems
1 12 (28.57%) Linux
2 9 (21.43%) Unix
3 4 (9.52%) Windows
Processes & Methodologies
1 16 (38.10%) Machine Learning
2 9 (21.43%) High Availability
2 9 (21.43%) Multithreaded Programming
2 9 (21.43%) Multithreading
3 8 (19.05%) Analytics
3 8 (19.05%) Low Latency
4 7 (16.67%) High-Frequency Trading
5 6 (14.29%) Data Modelling
6 5 (11.90%) Data Visualisation
7 4 (9.52%) Data Analysis
7 4 (9.52%) DevOps
7 4 (9.52%) Systematic Trading
8 3 (7.14%) Business Intelligence
8 3 (7.14%) Continuous Integration
8 3 (7.14%) Data Cleansing
8 3 (7.14%) Deep Learning
8 3 (7.14%) Investment Management
8 3 (7.14%) Performance Tuning
8 3 (7.14%) SDLC
8 3 (7.14%) TDD
Programming Languages
1 42 (100.00%) Python
2 21 (50.00%) C++
3 13 (30.95%) SQL
4 11 (26.19%) C
5 5 (11.90%) C#
6 4 (9.52%) Bash Shell
6 4 (9.52%) Java
6 4 (9.52%) R
7 3 (7.14%) MATLAB
8 1 (2.38%) Cython
Qualifications
1 27 (64.29%) Degree
2 12 (28.57%) PhD
3 3 (7.14%) PMI Certification
Vendors
1 3 (7.14%) Cloudera
1 3 (7.14%) Hortonworks
1 3 (7.14%) Red Hat
2 1 (2.38%) Oracle
City, London
Quant Capital
Salary: Up to £80,000 per annum + benefits
Posted: 13 hours ago
City, London
TEKsystems
Salary: £50000 - £110000 per annum + Bonus and Benefits
Posted: 4 days ago
City, London
ANSON MCCADE
Salary: Up to £45,000, subsidised gym membership, Cycle2Work scheme, company h
Posted: 5 days ago
City, London
ANSON MCCADE
Salary: Up to £45,000 + Benefits
Posted: 5 days ago
City, London
Client Server
Salary: £75k to £150k + bonus + benefits
Posted: 6 days ago
City, London
TEKsystems
Salary: £70000 - £110000 per annum + extensive benefits
Posted: 5 days ago