The table below looks at the statistics for NumPy skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited NumPy over the 3 months to 25 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
25 Jul 2016
Same period 2015 Same period 2014
NumPy
Rank 827 904 926
Rank change year-on-year
+77 +22
Permanent jobs citing NumPy 71 56 39
As % of all permanent IT jobs located in England 0.077% 0.054% 0.036%
As % of the Libraries, Frameworks & Software Standards category 0.20% 0.14% 0.091%
Number of salaries quoted 65 48 37
Median salary £67,500 £63,750 £65,000
Median salary % change year-on-year
+5.88% -1.92%
90% offered a salary of more than £38,500 £47,500 £47,000
10% offered a salary of more than £112,500 £90,000 £95,000
UK excluding London median salary £45,000 £29,000 £42,500
% change year-on-year
+55.17% -31.76%
NumPy
UK

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 England region.

Libraries, Frameworks & Software Standards Category
England
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
35857 39124 42985
As % of all permanent IT jobs located in England 39.03% 38.02% 39.51%
Number of salaries quoted 31534 33677 36896
Median salary £46,500 £45,000 £44,000
Median salary % change year-on-year
+3.33% +2.27%
90% offered a salary of more than £31,500 £30,000 £30,000
10% offered a salary of more than £70,000 £65,000 £65,000
UK excluding London median salary £40,000 £40,000 £40,000

NumPy
Jobs Demand Trend in England

The demand trend of job ads across the England 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 England

NumPy
Salary Trend in England

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

NumPy Salary Trend in England

NumPy
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing NumPy across the England region over the 3 months to 25 July 2016.

NumPy Salary Histogram in England

NumPy
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the England region over the 3 months to 25 July 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
London +38 52 £80,000 +6.66% 13
South East +40 8 £27,500 -54.16% 2
East of England - 4 £45,000 -
Yorkshire - 3 £45,000 -
North East - 3 £45,000 -
North West - 1 £29,000 -
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 25 July 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 England region with a requirement for NumPy.

1 185 (93.43%) Python
2 116 (58.59%) Finance
3 113 (57.07%) Computer Science
4 106 (53.54%) Degree
5 97 (48.99%) C++
6 96 (48.48%) SciPy
7 86 (43.43%) Pandas
8 71 (35.86%) Mathematics
9 65 (32.83%) Algorithms
10 62 (31.31%) R
11 60 (30.30%) Machine Learning
11 60 (30.30%) Statistics
12 56 (28.28%) PhD
13 52 (26.26%) Linux
13 52 (26.26%) Analytical Skills
14 50 (25.25%) Software Engineering
15 45 (22.73%) TDD
15 45 (22.73%) NoSQL
15 45 (22.73%) Physics
16 41 (20.71%) Low Latency
17 40 (20.20%) Java
18 38 (19.19%) SQL
18 38 (19.19%) Git (software)
19 36 (18.18%) OO
20 35 (17.68%) Data Analysis
20 35 (17.68%) Agile Software Development
21 33 (16.67%) Web Services
21 33 (16.67%) Hedge funds
21 33 (16.67%) Analytics
22 32 (16.16%) MongoDB

NumPy
Top Related IT Skills in England 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 (5.05%) Apache Spark
1 10 (5.05%) SAS
2 7 (3.54%) Apache Pig
3 4 (2.02%) IPython
4 3 (1.52%) Elasticsearch
5 2 (1.01%) Apache
5 2 (1.01%) Jupyter
6 1 (0.51%) Confluence
Applications
1 9 (4.55%) SPSS
2 8 (4.04%) Mathematica
3 7 (3.54%) MS Excel
4 4 (2.02%) Weka
Cloud Services
1 19 (9.60%) Amazon AWS
2 13 (6.57%) Cloud Computing
3 8 (4.04%) GitHub
4 7 (3.54%) Google Cloud Platform
5 6 (3.03%) PaaS
6 4 (2.02%) Amazon EC2
6 4 (2.02%) Amazon S3
6 4 (2.02%) Heroku
6 4 (2.02%) Route 53
7 1 (0.51%) Google App Engine
7 1 (0.51%) Microsoft Azure
Communications & Networking
1 9 (4.55%) HTTP
2 4 (2.02%) TCP/IP
3 1 (0.51%) AMQP
3 1 (0.51%) Internet
3 1 (0.51%) IPv4
3 1 (0.51%) MQTT
3 1 (0.51%) Wi-Fi
Database & Business Intelligence
1 45 (22.73%) NoSQL
2 32 (16.16%) MongoDB
3 29 (14.65%) PostgreSQL
4 26 (13.13%) Big Data
5 19 (9.60%) Hadoop
6 18 (9.09%) SQL Server
7 17 (8.59%) MySQL
8 15 (7.58%) Data Mining
9 12 (6.06%) KDB
10 11 (5.56%) Apache Hive
11 9 (4.55%) Apache Cassandra
11 9 (4.55%) Data Warehouse
11 9 (4.55%) Redis
12 7 (3.54%) Relational Database
13 6 (3.03%) HBase
13 6 (3.03%) HDInsight
14 5 (2.53%) Impala
14 5 (2.53%) QlikView
15 4 (2.02%) Amazon Redshift
16 2 (1.01%) Oracle Database
Development Applications
1 38 (19.19%) Git (software)
2 11 (5.56%) Maven
3 4 (2.02%) GDB
3 4 (2.02%) Valgrind
4 1 (0.51%) Bitbucket
4 1 (0.51%) Cucumber
4 1 (0.51%) JIRA
4 1 (0.51%) Selenium
4 1 (0.51%) WebDriver
General
1 116 (58.59%) Finance
2 25 (12.63%) Front Office
3 10 (5.05%) Banking
4 7 (3.54%) Marketing
5 4 (2.02%) Telecoms
6 2 (1.01%) Advertising
6 2 (1.01%) Investment Banking
7 1 (0.51%) Back Office
7 1 (0.51%) Billing
7 1 (0.51%) Financial Institution
7 1 (0.51%) Games
Job Titles
1 130 (65.66%) Developer
2 86 (43.43%) Python Developer
3 52 (26.26%) C++ Developer
4 31 (15.66%) Quantitative Developer
5 28 (14.14%) Data Scientist
6 14 (7.07%) Senior Developer
7 13 (6.57%) C++ Quantitative Developer
8 11 (5.56%) Linux Developer
9 10 (5.05%) Data Engineer
9 10 (5.05%) Junior
10 9 (4.55%) Senior Data Scientist
10 9 (4.55%) Software Engineer
11 8 (4.04%) Java Developer
11 8 (4.04%) Machine Learning Developer
11 8 (4.04%) Machine Learning Scientist
11 8 (4.04%) Senior Python Developer
11 8 (4.04%) Software Developer
12 7 (3.54%) Django Developer
12 7 (3.54%) Python/Django Developer
13 6 (3.03%) Python Programmer
Libraries, Frameworks & Software Standards
1 96 (48.48%) SciPy
2 86 (43.43%) Pandas
3 33 (16.67%) Web Services
4 32 (16.16%) Celery
5 24 (12.12%) RESTful
6 23 (11.62%) SQLAlchemy
7 21 (10.61%) Django
8 16 (8.08%) Matplotlib
9 14 (7.07%) scikit-learn
10 13 (6.57%) Boost C++ Libraries
10 13 (6.57%) Flask
10 13 (6.57%) REST
10 13 (6.57%) STL
11 11 (5.56%) AngularJS
11 11 (5.56%) Esper
11 11 (5.56%) JSON
11 11 (5.56%) Pyramid
12 9 (4.55%) HTML
12 9 (4.55%) WSGI
13 8 (4.04%) D3.js
Miscellaneous
1 113 (57.07%) Computer Science
2 71 (35.86%) Mathematics
3 65 (32.83%) Algorithms
4 60 (30.30%) Statistics
5 52 (26.26%) Analytical Skills
6 45 (22.73%) Physics
7 33 (16.67%) Hedge funds
8 32 (16.16%) Visualisation
9 27 (13.64%) Fintech
10 14 (7.07%) Artificial Intelligence
11 11 (5.56%) Equities
12 10 (5.05%) Client/Server
12 10 (5.05%) Derivative
12 10 (5.05%) Neural Network
13 8 (4.04%) CUDA
13 8 (4.04%) Fixed Income
14 7 (3.54%) Foreign Exchange (FX)
15 6 (3.03%) Biology
15 6 (3.03%) Market Risk
16 4 (2.02%) Economics
Operating Systems
1 52 (26.26%) Linux
2 16 (8.08%) Unix
3 2 (1.01%) Android
3 2 (1.01%) Apple iOS
Processes & Methodologies
1 60 (30.30%) Machine Learning
2 50 (25.25%) Software Engineering
3 45 (22.73%) TDD
4 41 (20.71%) Low Latency
5 36 (18.18%) OO
6 35 (17.68%) Agile Software Development
6 35 (17.68%) Data Analysis
7 33 (16.67%) Analytics
8 26 (13.13%) Unit Testing
9 25 (12.63%) OOD
10 24 (12.12%) Continuous Integration
11 22 (11.11%) Performance Optimisation
11 22 (11.11%) Risk Management
12 20 (10.10%) DevOps
12 20 (10.10%) Open Source
13 18 (9.09%) Algorithmic Trading
14 17 (8.59%) Multithreading
15 13 (6.57%) Data Acquisition
16 12 (6.06%) Deep Learning
16 12 (6.06%) Refactoring
Programming Languages
1 185 (93.43%) Python
2 97 (48.99%) C++
3 62 (31.31%) R
4 40 (20.20%) Java
5 38 (19.19%) SQL
6 31 (15.66%) Cython
7 26 (13.13%) C
7 26 (13.13%) Ruby
8 25 (12.63%) MATLAB
9 19 (9.60%) JavaScript
10 12 (6.06%) C#
11 10 (5.05%) Scala
12 4 (2.02%) PHP
13 2 (1.01%) Clojure
13 2 (1.01%) Haskell
13 2 (1.01%) Perl
14 1 (0.51%) Bash Shell
14 1 (0.51%) Lua
Qualifications
1 106 (53.54%) Degree
2 56 (28.28%) PhD
Quality Assurance & Compliance
1 6 (3.03%) ISO/IEC 27001
1 6 (3.03%) QA
System Software
1 16 (8.08%) Docker
2 5 (2.53%) Apache Flume
2 5 (2.53%) HDFS
Systems Management
1 13 (6.57%) Ansible
Vendors
1 20 (10.10%) Oracle
2 12 (6.06%) Tableau
3 8 (4.04%) Google
4 7 (3.54%) Hortonworks
5 5 (2.53%) Cloudera
5 5 (2.53%) Facebook
5 5 (2.53%) MapR
6 2 (1.01%) Greenplum
6 2 (1.01%) Sybase
7 1 (0.51%) Microsoft
London
McGregor Boyall
Salary: £60000.00 - £75000.00 per annum + Equity, Life Insurance, etc.
Posted: 7 hours ago
City, London
Harrington Starr
Salary: £60000 - £120000 per annum + Bonus and Benefits and Training
Posted: 5 hours ago
London
Oliver Bernard
Salary: £45000 - £75000 per annum + bonus and benefits
Posted: 6 hours ago
City, London
TEKsystems
Salary: £65000 - £180000 per annum + Exceptional bonus and benefits
Posted: Yesterday
City, London
TEKsystems
Salary: £75000 - £120000 per annum
Posted: 2 days ago
London
Harrington Starr
Salary: £50000 - £100000 per annum + Bonus + Benefits
Posted: 2 days ago
City, London
Client Server
Salary: £75k to £150k + bonus + benefits
Posted: 6 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 6 days ago
London
Burns Sheehan
Salary: £75000.00 - £90000.00 per annum + package
Posted: 5 days ago
City, London
Venturi
Salary: £60000 - £75000 per annum + bonus + bens
Posted: 4 days ago
City, London
Quant Capital
Salary: Up to £45,000 per annum + benefits
Posted: 6 days ago
Bagshot, Surrey
Stafford-Sharp Associates
Salary: £70000 per annum + Share options
Posted: 5 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 13 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 20 days ago