The table below looks at the statistics for NumPy skills in IT jobs advertised for the London region. Included is a guide to the salaries offered in IT jobs that have cited NumPy over the 3 months to 6 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
6 Dec 2016
Same period 2015 Same period 2014
NumPy
Rank 515 593 633
Rank change year-on-year
+78 +40
Permanent jobs citing NumPy 77 63 32
As % of all permanent IT jobs located in London 0.21% 0.15% 0.071%
As % of the Libraries, Frameworks & Software Standards category 0.54% 0.38% 0.19%
Number of salaries quoted 68 51 31
Median salary £95,000 £70,000 £62,500
Median salary % change year-on-year
+35.71% +12.00%
90% offered a salary of more than £44,250 £32,500 £40,000
10% offered a salary of more than £114,750 £112,500 £80,000
UK excluding London median salary £60,000 £62,500 £50,000
% change year-on-year
-4.00% +25.00%
NumPy
England

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 London region.

Libraries, Frameworks & Software Standards Category
London
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
14223 16425 16415
As % of all permanent IT jobs located in London 39.48% 37.95% 36.60%
Number of salaries quoted 12414 14125 14160
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 £37,500 £37,500 £35,000
10% offered a salary of more than £80,000 £72,500 £77,500
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year
+6.25% -

NumPy
Jobs Demand Trend in London

The demand trend of job ads across the 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 London

NumPy
Salary Trend in London

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

NumPy Salary Trend in London

NumPy
Salary Histogram in London

This chart provides a salary histogram for IT jobs citing NumPy across the London region over the 3 months to 6 December 2016.

NumPy Salary Histogram in London

NumPy
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the London region over the 3 months to 6 December 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
City of London +43 23 £80,000 -3.03% 3
NumPy
England

NumPy
Top 30 Related IT Skills in London

For the 6 months to 6 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 London region with a requirement for NumPy.

1 126 (100.00%) Python
2 71 (56.35%) Pandas
3 67 (53.17%) C++
4 64 (50.79%) Finance
5 63 (50.00%) Degree
6 60 (47.62%) Computer Science
7 59 (46.83%) SciPy
8 54 (42.86%) Machine Learning
9 39 (30.95%) Linux
10 35 (27.78%) SQL
10 35 (27.78%) scikit-learn
11 33 (26.19%) Algorithms
12 32 (25.40%) PhD
13 31 (24.60%) R
14 30 (23.81%) Agile Software Development
15 29 (23.02%) Mathematics
15 29 (23.02%) Hedge funds
16 27 (21.43%) Low Latency
17 25 (19.84%) Statistics
17 25 (19.84%) TDD
18 23 (18.25%) Physics
18 23 (18.25%) MongoDB
19 22 (17.46%) Analytical Skills
20 21 (16.67%) Multithreading
20 21 (16.67%) Visualisation
21 20 (15.87%) Software Engineering
21 20 (15.87%) C
21 20 (15.87%) IPython
22 19 (15.08%) NoSQL
22 19 (15.08%) Matplotlib

NumPy
Top Related IT Skills in 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 20 (15.87%) IPython
2 7 (5.56%) SAS
3 6 (4.76%) Apache Spark
4 4 (3.17%) Apache
5 1 (0.79%) Confluence
5 1 (0.79%) Elasticsearch
5 1 (0.79%) Jupyter
5 1 (0.79%) Tornado
5 1 (0.79%) Zope
Applications
1 5 (3.97%) Chatbot
2 4 (3.17%) GNU Octave
2 4 (3.17%) SPSS
3 3 (2.38%) Stata
Business Applications
1 1 (0.79%) Front Arena
Cloud Services
1 15 (11.90%) GitHub
2 10 (7.94%) Amazon AWS
3 5 (3.97%) Cloud Computing
4 4 (3.17%) Amazon EC2
4 4 (3.17%) Amazon S3
4 4 (3.17%) Google Cloud Platform
5 3 (2.38%) Amazon EMR
5 3 (2.38%) AWS Data Pipeline
6 1 (0.79%) Route 53
Communications & Networking
1 1 (0.79%) AMQP
1 1 (0.79%) HTTP
1 1 (0.79%) Internet
1 1 (0.79%) IPv4
1 1 (0.79%) MQTT
1 1 (0.79%) Wi-Fi
Database & Business Intelligence
1 23 (18.25%) MongoDB
2 19 (15.08%) NoSQL
3 18 (14.29%) Data Mining
4 13 (10.32%) Hadoop
5 10 (7.94%) Big Data
6 9 (7.14%) PostgreSQL
7 8 (6.35%) SQL Server
8 6 (4.76%) Apache Hive
8 6 (4.76%) MySQL
9 4 (3.17%) KDB
9 4 (3.17%) Relational Database
10 3 (2.38%) Amazon RDS
10 3 (2.38%) Amazon Redshift
10 3 (2.38%) Redis
11 2 (1.59%) Apache Cassandra
11 2 (1.59%) Sqoop
Development Applications
1 12 (9.52%) Git (software)
2 8 (6.35%) Maven
3 4 (3.17%) Jenkins
3 4 (3.17%) Mercurial
3 4 (3.17%) MSBuild
3 4 (3.17%) TeamCity
4 1 (0.79%) Bitbucket
4 1 (0.79%) JIRA
4 1 (0.79%) Subversion
General
1 64 (50.79%) Finance
2 9 (7.14%) Front Office
3 7 (5.56%) Banking
4 6 (4.76%) Marketing
5 3 (2.38%) Telecoms
6 2 (1.59%) Investment Banking
7 1 (0.79%) Back Office
7 1 (0.79%) Music Industry
Job Titles
1 73 (57.94%) Developer
2 66 (52.38%) Python Developer
3 32 (25.40%) C++ Developer
3 32 (25.40%) Data Scientist
4 18 (14.29%) Quantitative Developer
5 15 (11.90%) C++ Quantitative Developer
6 11 (8.73%) Machine Learning Scientist
7 7 (5.56%) Senior Developer
8 6 (4.76%) Senior C++ Developer
8 6 (4.76%) Senior C++ Quantitative Developer
8 6 (4.76%) Senior Data Scientist
8 6 (4.76%) Senior Quantitative Developer
9 5 (3.97%) R Developer
10 4 (3.17%) Data Engineer
10 4 (3.17%) Programmer
10 4 (3.17%) Python Programmer
10 4 (3.17%) Technical Leader
11 3 (2.38%) Algorithmic Trading Developer
11 3 (2.38%) Machine Learning Developer
12 2 (1.59%) C++ Developer - Algorithmic Trading
Libraries, Frameworks & Software Standards
1 71 (56.35%) Pandas
2 59 (46.83%) SciPy
3 35 (27.78%) scikit-learn
4 19 (15.08%) Boost C++ Libraries
4 19 (15.08%) Matplotlib
4 19 (15.08%) STL
5 13 (10.32%) Django
6 12 (9.52%) AngularJS
6 12 (9.52%) Pyramid
7 10 (7.94%) OpenGL
7 10 (7.94%) Web Services
8 9 (7.14%) Flask
8 9 (7.14%) Theano
9 8 (6.35%) Celery
9 8 (6.35%) scikit-cuda
10 7 (5.56%) Esper
11 6 (4.76%) Node.js
12 5 (3.97%) OpenCL
12 5 (3.97%) TensorFlow
12 5 (3.97%) Torch
Miscellaneous
1 60 (47.62%) Computer Science
2 33 (26.19%) Algorithms
3 29 (23.02%) Hedge funds
3 29 (23.02%) Mathematics
4 25 (19.84%) Statistics
5 23 (18.25%) Physics
6 22 (17.46%) Analytical Skills
7 21 (16.67%) Visualisation
8 15 (11.90%) CUDA
9 12 (9.52%) Fintech
10 10 (7.94%) Neural Network
11 8 (6.35%) Data Structures
12 7 (5.56%) Artificial Intelligence
13 4 (3.17%) Client/Server
14 3 (2.38%) Clustering
14 3 (2.38%) Equities
14 3 (2.38%) Field-Programmable Gate Array
14 3 (2.38%) Foreign Exchange (FX)
14 3 (2.38%) PMI
15 2 (1.59%) Biometrics
Operating Systems
1 39 (30.95%) Linux
2 19 (15.08%) Unix
3 11 (8.73%) Windows
4 1 (0.79%) Android
4 1 (0.79%) Apple iOS
4 1 (0.79%) CentOS
4 1 (0.79%) Debian
4 1 (0.79%) Red Hat Enterprise Linux
4 1 (0.79%) Ubuntu
Processes & Methodologies
1 54 (42.86%) Machine Learning
2 30 (23.81%) Agile Software Development
3 27 (21.43%) Low Latency
4 25 (19.84%) TDD
5 21 (16.67%) Multithreading
6 20 (15.87%) Software Engineering
7 19 (15.08%) OO
7 19 (15.08%) Risk Management
8 18 (14.29%) Performance Optimisation
9 16 (12.70%) Continuous Integration
10 15 (11.90%) Analytics
11 13 (10.32%) Proprietary Trading
12 11 (8.73%) Deep Learning
12 11 (8.73%) Refactoring
12 11 (8.73%) Systematic Trading
12 11 (8.73%) Unit Testing
13 10 (7.94%) DevOps
13 10 (7.94%) High Availability
13 10 (7.94%) Multithreaded Programming
13 10 (7.94%) OOD
Programming Languages
1 126 (100.00%) Python
2 67 (53.17%) C++
3 35 (27.78%) SQL
4 31 (24.60%) R
5 20 (15.87%) C
6 18 (14.29%) Ruby
7 16 (12.70%) Java
8 11 (8.73%) JavaScript
9 9 (7.14%) C#
10 7 (5.56%) MATLAB
11 6 (4.76%) Scala
12 4 (3.17%) Bash Shell
13 3 (2.38%) Cython
14 2 (1.59%) Haskell
15 1 (0.79%) Clojure
15 1 (0.79%) Erlang
15 1 (0.79%) Lua
Qualifications
1 63 (50.00%) Degree
2 32 (25.40%) PhD
3 3 (2.38%) PMI Certification
System Software
1 4 (3.17%) HDFS
2 2 (1.59%) Apache Flume
2 2 (1.59%) Docker
Systems Management
1 4 (3.17%) Opscode Chef
2 2 (1.59%) Ansible
Vendors
1 4 (3.17%) Google
1 4 (3.17%) Oracle
1 4 (3.17%) Rackspace
2 3 (2.38%) Cloudera
2 3 (2.38%) Hortonworks
2 3 (2.38%) VocaLink
3 2 (1.59%) Red Hat
City, London
ANSON MCCADE
Salary: £35,000 - £45,000 + extensive benefits package
Posted: Yesterday
London
ARC IT Recruitment Ltd
Salary: £DOE
Posted: 3 days ago
London
Oho Group Ltd.
Salary: £45000 - £60000 per annum, Benefits Share options
Posted: 4 days ago
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: 3 days ago
London
Oho Group Ltd.
Salary: £45000 - £60000 per annum
Posted: 4 days ago
City, London
Client Server
Salary: £110k to £150k + bonus + benefits
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London
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Salary: £110k to £150k + bonus + benefits
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City, London
Eames Consulting
Salary: £50000 - £70000 per annum + Benefits
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London
SPS Resourcing
Salary: From £80,000 to £95,000 per annum including Excellent Bonus & Benefits
Posted: 6 days ago
London
Spencer Ogden
Salary: £90000 - £100000 per annum
Posted: 5 days ago
London
Client Server
Salary: £30k to £40k + benefits
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Salary: £70000 - £85000 per annum + Benefits + Bonus
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