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 25 June 2016 with a comparison to the same period over the previous 2 years.

3 months to
25 Jun 2016
Same period 2015 Same period 2014
NumPy
Rank 547 617 659
Rank change year-on-year
+70 +42
Permanent jobs citing NumPy 81 53 46
As % of all permanent IT jobs located in London 0.21% 0.12% 0.091%
As % of the Libraries, Frameworks & Software Standards category 0.51% 0.31% 0.23%
Number of salaries quoted 79 46 45
Median salary £72,500 £75,000 £65,000
Median salary % change year-on-year
-3.33% +15.38%
90% offered a salary of more than £47,500 £47,500 £42,500
10% offered a salary of more than £115,000 £90,000 £83,000
UK excluding London median salary £45,000 £29,000 £42,500
% change year-on-year
+55.17% -31.76%
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
15880 16941 19958
As % of all permanent IT jobs located in London 40.28% 37.91% 39.60%
Number of salaries quoted 14024 14600 17153
Median salary £55,000 £55,000 £52,500
Median salary % change year-on-year
- +4.76%
90% offered a salary of more than £38,000 £35,000 £35,000
10% offered a salary of more than £77,500 £72,500 £75,000
UK excluding London median salary £40,000 £40,000 £40,000

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 25 June 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 25 June 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 +36 10 £72,500 -3.33% 5
Hammersmith - 1 £40,000 -
NumPy
England

NumPy
Top 30 Related IT Skills in London

For the 6 months to 25 June 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.

1 180 (96.26%) Python
2 118 (63.10%) Finance
3 116 (62.03%) Computer Science
4 108 (57.75%) SciPy
5 95 (50.80%) Degree
5 95 (50.80%) C++
6 78 (41.71%) Pandas
7 74 (39.57%) Mathematics
8 60 (32.09%) Algorithms
9 59 (31.55%) Statistics
10 57 (30.48%) PhD
11 55 (29.41%) R
12 51 (27.27%) Analytical Skills
13 50 (26.74%) Machine Learning
14 48 (25.67%) Physics
14 48 (25.67%) Linux
15 43 (22.99%) NoSQL
16 42 (22.46%) Low Latency
17 41 (21.93%) SQL
18 39 (20.86%) Software Engineering
19 37 (19.79%) TDD
20 35 (18.72%) Analytics
20 35 (18.72%) Hedge funds
21 33 (17.65%) Cython
21 33 (17.65%) PostgreSQL
22 32 (17.11%) Java
22 32 (17.11%) OO
23 30 (16.04%) Front Office
23 30 (16.04%) Visualisation
24 28 (14.97%) MongoDB

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 10 (5.35%) SAS
2 8 (4.28%) Apache Spark
3 4 (2.14%) Apache
4 3 (1.60%) Apache Pig
4 3 (1.60%) Elasticsearch
5 2 (1.07%) IPython
5 2 (1.07%) Jupyter
6 1 (0.53%) Confluence
Applications
1 9 (4.81%) Mathematica
1 9 (4.81%) SPSS
2 7 (3.74%) MS Excel
3 4 (2.14%) Weka
Cloud Services
1 24 (12.83%) Amazon AWS
2 13 (6.95%) Cloud Computing
3 7 (3.74%) Google Cloud Platform
4 6 (3.21%) GitHub
5 4 (2.14%) Amazon EC2
5 4 (2.14%) Amazon S3
5 4 (2.14%) Heroku
5 4 (2.14%) Route 53
6 1 (0.53%) Google App Engine
6 1 (0.53%) Microsoft Azure
6 1 (0.53%) SaaS
Communications & Networking
1 9 (4.81%) HTTP
2 4 (2.14%) TCP/IP
3 1 (0.53%) AMQP
3 1 (0.53%) Internet
3 1 (0.53%) IPv4
3 1 (0.53%) MQTT
3 1 (0.53%) Wi-Fi
Database & Business Intelligence
1 43 (22.99%) NoSQL
2 33 (17.65%) PostgreSQL
3 28 (14.97%) MongoDB
4 19 (10.16%) SQL Server
5 18 (9.63%) Big Data
6 17 (9.09%) MySQL
7 13 (6.95%) Data Mining
8 11 (5.88%) KDB
8 11 (5.88%) Redis
9 10 (5.35%) Hadoop
10 9 (4.81%) Amazon Redshift
11 8 (4.28%) Apache Hive
12 6 (3.21%) Relational Database
13 3 (1.60%) Apache Cassandra
13 3 (1.60%) Data Warehouse
14 2 (1.07%) CouchDB
14 2 (1.07%) Oracle Database
Development Applications
1 25 (13.37%) Git (software)
2 12 (6.42%) Maven
3 4 (2.14%) GDB
3 4 (2.14%) Valgrind
4 1 (0.53%) Bitbucket
4 1 (0.53%) Cucumber
4 1 (0.53%) JIRA
4 1 (0.53%) Selenium
4 1 (0.53%) WebDriver
General
1 118 (63.10%) Finance
2 30 (16.04%) Front Office
3 8 (4.28%) Banking
4 6 (3.21%) Marketing
5 4 (2.14%) Advertising
6 2 (1.07%) Investment Banking
6 2 (1.07%) Telecoms
7 1 (0.53%) Back Office
7 1 (0.53%) Financial Institution
7 1 (0.53%) Games
Job Titles
1 135 (72.19%) Developer
2 93 (49.73%) Python Developer
3 54 (28.88%) C++ Developer
4 35 (18.72%) Quantitative Developer
5 23 (12.30%) Data Scientist
6 16 (8.56%) Senior Developer
7 15 (8.02%) C++ Quantitative Developer
7 15 (8.02%) Linux Developer
8 12 (6.42%) Junior
9 10 (5.35%) Java Developer
9 10 (5.35%) Machine Learning Developer
10 9 (4.81%) Analyst
10 9 (4.81%) Machine Learning Scientist
11 8 (4.28%) Junior Developer
11 8 (4.28%) Senior C++ Developer
11 8 (4.28%) Senior Data Scientist
11 8 (4.28%) Senior Python Developer
12 7 (3.74%) Python/Django Developer
12 7 (3.74%) Senior Analyst
12 7 (3.74%) Senior Quantitative Developer
Libraries, Frameworks & Software Standards
1 108 (57.75%) SciPy
2 78 (41.71%) Pandas
3 26 (13.90%) Celery
4 25 (13.37%) Web Services
5 23 (12.30%) SQLAlchemy
6 22 (11.76%) RESTful
7 14 (7.49%) Matplotlib
7 14 (7.49%) scikit-learn
8 13 (6.95%) Boost C++ Libraries
8 13 (6.95%) Django
8 13 (6.95%) STL
9 12 (6.42%) AngularJS
10 11 (5.88%) Esper
10 11 (5.88%) JSON
10 11 (5.88%) Pyramid
10 11 (5.88%) REST
11 10 (5.35%) Flask
12 9 (4.81%) WSGI
13 7 (3.74%) D3.js
14 6 (3.21%) OpenCL
Miscellaneous
1 116 (62.03%) Computer Science
2 74 (39.57%) Mathematics
3 60 (32.09%) Algorithms
4 59 (31.55%) Statistics
5 51 (27.27%) Analytical Skills
6 48 (25.67%) Physics
7 35 (18.72%) Hedge funds
8 30 (16.04%) Visualisation
9 27 (14.44%) Fintech
10 13 (6.95%) Artificial Intelligence
11 11 (5.88%) Client/Server
12 10 (5.35%) Derivative
12 10 (5.35%) Equities
13 9 (4.81%) Neural Network
14 8 (4.28%) Fixed Income
15 6 (3.21%) Blog
15 6 (3.21%) CUDA
15 6 (3.21%) Foreign Exchange (FX)
15 6 (3.21%) Market Risk
16 4 (2.14%) Data Structures
Operating Systems
1 48 (25.67%) Linux
2 12 (6.42%) Unix
3 2 (1.07%) Android
3 2 (1.07%) Apple iOS
Processes & Methodologies
1 50 (26.74%) Machine Learning
2 42 (22.46%) Low Latency
3 39 (20.86%) Software Engineering
4 37 (19.79%) TDD
5 35 (18.72%) Analytics
6 32 (17.11%) OO
7 24 (12.83%) Continuous Integration
8 23 (12.30%) Agile Software Development
9 22 (11.76%) Algorithmic Trading
10 21 (11.23%) Performance Optimisation
10 21 (11.23%) Risk Management
11 19 (10.16%) OOD
11 19 (10.16%) Unit Testing
12 18 (9.63%) Data Analysis
13 17 (9.09%) Open Source
14 15 (8.02%) DevOps
15 14 (7.49%) Systematic Trading
16 13 (6.95%) Data Acquisition
16 13 (6.95%) Multithreading
16 13 (6.95%) Quantitative Trading
Programming Languages
1 180 (96.26%) Python
2 95 (50.80%) C++
3 55 (29.41%) R
4 41 (21.93%) SQL
5 33 (17.65%) Cython
6 32 (17.11%) Java
7 28 (14.97%) C
8 25 (13.37%) Ruby
9 16 (8.56%) MATLAB
10 10 (5.35%) C#
10 10 (5.35%) Scala
11 9 (4.81%) JavaScript
12 3 (1.60%) Clojure
12 3 (1.60%) Haskell
12 3 (1.60%) Perl
13 1 (0.53%) Bash Shell
13 1 (0.53%) Lua
Qualifications
1 95 (50.80%) Degree
2 57 (30.48%) PhD
Quality Assurance & Compliance
1 6 (3.21%) QA
System Software
1 16 (8.56%) Docker
Systems Management
1 13 (6.95%) Ansible
Vendors
1 19 (10.16%) Oracle
2 10 (5.35%) Facebook
2 10 (5.35%) Tableau
3 8 (4.28%) Google
4 3 (1.60%) Microsoft
5 2 (1.07%) Greenplum
5 2 (1.07%) Hortonworks
5 2 (1.07%) Sybase
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: Yesterday
City, London
Harrington Starr
Salary: £60000 - £120000 per annum + Bonus and Benefits and Training
Posted: Yesterday
London
Harrington Starr
Salary: £100000 - £120000 per annum + Benefits + Bonus
Posted: 2 days ago
London
Harrington Starr
Salary: £75000 - £90000 per annum + Benefits + Bonus
Posted: 2 days ago
London
Harrington Starr
Salary: £45000 - £60000 per annum + Benefits + Bonus
Posted: 2 days ago
City, London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 5 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 5 days ago
City of London
Huxley
Salary: competitive
Posted: 19 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 12 days ago
London
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Salary: £40k to £45k + options
Posted: 18 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 22 days ago