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

3 months to
27 Jun 2016
Same period 2015 Same period 2014
NumPy
Rank 798 878 937
Rank change year-on-year
+80 +59
Permanent jobs citing NumPy 101 59 52
As % of all permanent IT jobs located in England 0.11% 0.058% 0.046%
As % of the Libraries, Frameworks & Software Standards category 0.28% 0.15% 0.12%
Number of salaries quoted 91 51 50
Median salary £65,000 £75,000 £63,750
Median salary % change year-on-year
-13.33% +17.64%
90% offered a salary of more than £40,000 £39,000 £42,500
10% offered a salary of more than £112,500 £90,000 £80,500
UK excluding London median salary £37,000 £29,000 £42,500
% change year-on-year
+27.58% -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
36046 39191 44816
As % of all permanent IT jobs located in England 39.11% 38.40% 39.69%
Number of salaries quoted 31725 33854 38652
Median salary £45,000 £45,000 £44,000
Median salary % change year-on-year
- +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 27 June 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 27 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
London +57 81 £75,000 - 13
South East - 8 £27,500 - 4
East of England - 6 £45,000 -
Yorkshire - 5 - - 2
North West - 1 £29,000 -
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 27 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 England region with a requirement for NumPy.

1 205 (94.91%) Python
2 125 (57.87%) Computer Science
3 124 (57.41%) Finance
4 119 (55.09%) SciPy
5 111 (51.39%) Degree
6 103 (47.69%) C++
7 95 (43.98%) Pandas
8 78 (36.11%) Mathematics
9 70 (32.41%) Algorithms
10 65 (30.09%) R
11 64 (29.63%) PhD
12 62 (28.70%) Statistics
13 60 (27.78%) Machine Learning
14 56 (25.93%) Linux
15 55 (25.46%) Analytical Skills
16 52 (24.07%) Physics
17 50 (23.15%) Software Engineering
18 47 (21.76%) NoSQL
19 46 (21.30%) Java
19 46 (21.30%) SQL
20 44 (20.37%) TDD
21 43 (19.91%) Low Latency
22 40 (18.52%) Analytics
23 39 (18.06%) Git (software)
24 38 (17.59%) Visualisation
24 38 (17.59%) Agile Software Development
24 38 (17.59%) OO
25 37 (17.13%) PostgreSQL
25 37 (17.13%) Hedge funds
26 35 (16.20%) Data Analysis

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 13 (6.02%) Apache Spark
2 10 (4.63%) SAS
3 8 (3.70%) Apache Pig
4 4 (1.85%) Apache
4 4 (1.85%) Elasticsearch
5 3 (1.39%) IPython
6 2 (0.93%) Jupyter
7 1 (0.46%) CloudStack
7 1 (0.46%) Confluence
Applications
1 9 (4.17%) Mathematica
1 9 (4.17%) SPSS
2 7 (3.24%) MS Excel
3 4 (1.85%) Weka
Cloud Services
1 24 (11.11%) Amazon AWS
2 13 (6.02%) Cloud Computing
3 7 (3.24%) Google Cloud Platform
4 6 (2.78%) GitHub
5 4 (1.85%) Amazon EC2
5 4 (1.85%) Amazon S3
5 4 (1.85%) Heroku
5 4 (1.85%) Route 53
6 3 (1.39%) PaaS
7 1 (0.46%) Google App Engine
7 1 (0.46%) Microsoft Azure
7 1 (0.46%) SaaS
Communications & Networking
1 9 (4.17%) HTTP
2 4 (1.85%) TCP/IP
3 1 (0.46%) AMQP
3 1 (0.46%) Internet
3 1 (0.46%) IPv4
3 1 (0.46%) MQTT
3 1 (0.46%) Wi-Fi
Database & Business Intelligence
1 47 (21.76%) NoSQL
2 37 (17.13%) PostgreSQL
3 34 (15.74%) MongoDB
4 29 (13.43%) Big Data
5 20 (9.26%) SQL Server
6 18 (8.33%) Hadoop
6 18 (8.33%) MySQL
7 15 (6.94%) Data Mining
8 13 (6.02%) Apache Hive
8 13 (6.02%) KDB
9 11 (5.09%) Redis
10 9 (4.17%) Amazon Redshift
11 7 (3.24%) Relational Database
12 6 (2.78%) Apache Cassandra
12 6 (2.78%) Data Warehouse
13 5 (2.31%) Impala
13 5 (2.31%) QlikView
14 3 (1.39%) HBase
14 3 (1.39%) HDInsight
15 2 (0.93%) CouchDB
Development Applications
1 39 (18.06%) Git (software)
2 14 (6.48%) Maven
3 4 (1.85%) GDB
3 4 (1.85%) Valgrind
4 1 (0.46%) Bitbucket
4 1 (0.46%) Cucumber
4 1 (0.46%) JIRA
4 1 (0.46%) Selenium
4 1 (0.46%) WebDriver
General
1 124 (57.41%) Finance
2 30 (13.89%) Front Office
3 10 (4.63%) Banking
4 6 (2.78%) Marketing
5 5 (2.31%) Advertising
6 4 (1.85%) Telecoms
7 2 (0.93%) Games
7 2 (0.93%) Investment Banking
8 1 (0.46%) Back Office
8 1 (0.46%) Financial Institution
8 1 (0.46%) Retail
Job Titles
1 143 (66.20%) Developer
2 95 (43.98%) Python Developer
3 55 (25.46%) C++ Developer
4 34 (15.74%) Quantitative Developer
5 28 (12.96%) Data Scientist
6 16 (7.41%) Senior Developer
7 15 (6.94%) C++ Quantitative Developer
7 15 (6.94%) Junior
7 15 (6.94%) Linux Developer
8 10 (4.63%) Java Developer
8 10 (4.63%) Junior Developer
8 10 (4.63%) Machine Learning Developer
8 10 (4.63%) Machine Learning Scientist
8 10 (4.63%) Software Developer
9 9 (4.17%) Analyst
9 9 (4.17%) Data Engineer
9 9 (4.17%) Senior Data Scientist
10 8 (3.70%) Senior C++ Developer
10 8 (3.70%) Senior Python Developer
10 8 (3.70%) Software Engineer
Libraries, Frameworks & Software Standards
1 119 (55.09%) SciPy
2 95 (43.98%) Pandas
3 33 (15.28%) Web Services
4 32 (14.81%) Celery
5 24 (11.11%) RESTful
6 23 (10.65%) SQLAlchemy
7 21 (9.72%) Django
8 15 (6.94%) scikit-learn
9 14 (6.48%) AngularJS
9 14 (6.48%) Flask
9 14 (6.48%) Matplotlib
10 13 (6.02%) Boost C++ Libraries
10 13 (6.02%) Esper
10 13 (6.02%) Pyramid
10 13 (6.02%) REST
10 13 (6.02%) STL
11 12 (5.56%) D3.js
12 11 (5.09%) JSON
13 10 (4.63%) HTML
14 9 (4.17%) WSGI
Miscellaneous
1 125 (57.87%) Computer Science
2 78 (36.11%) Mathematics
3 70 (32.41%) Algorithms
4 62 (28.70%) Statistics
5 55 (25.46%) Analytical Skills
6 52 (24.07%) Physics
7 38 (17.59%) Visualisation
8 37 (17.13%) Hedge funds
9 28 (12.96%) Fintech
10 14 (6.48%) Artificial Intelligence
11 11 (5.09%) Client/Server
12 10 (4.63%) Derivative
12 10 (4.63%) Equities
13 9 (4.17%) Neural Network
14 8 (3.70%) Fixed Income
15 6 (2.78%) Biology
15 6 (2.78%) Blog
15 6 (2.78%) CUDA
15 6 (2.78%) Foreign Exchange (FX)
15 6 (2.78%) Market Risk
Operating Systems
1 56 (25.93%) Linux
2 13 (6.02%) Unix
3 2 (0.93%) Android
3 2 (0.93%) Apple iOS
Processes & Methodologies
1 60 (27.78%) Machine Learning
2 50 (23.15%) Software Engineering
3 44 (20.37%) TDD
4 43 (19.91%) Low Latency
5 40 (18.52%) Analytics
6 38 (17.59%) Agile Software Development
6 38 (17.59%) OO
7 35 (16.20%) Data Analysis
8 29 (13.43%) Unit Testing
9 26 (12.04%) Continuous Integration
10 24 (11.11%) OOD
11 23 (10.65%) Open Source
12 22 (10.19%) Algorithmic Trading
12 22 (10.19%) Performance Optimisation
12 22 (10.19%) Risk Management
13 21 (9.72%) DevOps
14 15 (6.94%) Data Acquisition
15 14 (6.48%) Multithreading
16 13 (6.02%) Systematic Trading
17 12 (5.56%) Quantitative Trading
Programming Languages
1 205 (94.91%) Python
2 103 (47.69%) C++
3 65 (30.09%) R
4 46 (21.30%) Java
4 46 (21.30%) SQL
5 33 (15.28%) Cython
6 31 (14.35%) C
7 26 (12.04%) MATLAB
7 26 (12.04%) Ruby
8 21 (9.72%) JavaScript
9 14 (6.48%) C#
10 12 (5.56%) Scala
11 4 (1.85%) PHP
12 3 (1.39%) Clojure
12 3 (1.39%) Haskell
12 3 (1.39%) Perl
13 1 (0.46%) Bash Shell
13 1 (0.46%) Lua
Qualifications
1 111 (51.39%) Degree
2 64 (29.63%) PhD
Quality Assurance & Compliance
1 6 (2.78%) ISO/IEC 27001
1 6 (2.78%) QA
System Software
1 16 (7.41%) Docker
2 5 (2.31%) Apache Flume
2 5 (2.31%) HDFS
Systems Management
1 13 (6.02%) Ansible
Vendors
1 22 (10.19%) Oracle
2 15 (6.94%) Tableau
3 10 (4.63%) Facebook
4 8 (3.70%) Google
5 7 (3.24%) Hortonworks
6 5 (2.31%) Cloudera
6 5 (2.31%) MapR
7 3 (1.39%) Microsoft
8 2 (0.93%) Greenplum
8 2 (0.93%) Sybase
City, London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 16 hours ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 17 hours ago
Middlesbrough, Cleveland
Harvey Nash plc
Salary: £40000 - £50000 per annum
Posted: 6 hours ago
Stockton-On-Tees, Cleveland
Harvey Nash plc
Salary: £40000 - £50000 per annum
Posted: 6 hours ago
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: 3 days ago
London
Harrington Starr
Salary: £100000 - £120000 per annum + Benefits + Bonus
Posted: 4 days ago
City, London
Harrington Starr
Salary: £60000 - £120000 per annum + Bonus and Benefits and Training
Posted: 3 days ago
London
Harrington Starr
Salary: £75000 - £90000 per annum + Benefits + Bonus
Posted: 4 days ago
London
Harrington Starr
Salary: £45000 - £60000 per annum + Benefits + Bonus
Posted: 4 days ago
Bagshot, Surrey
Stafford-Sharp Associates
Salary: £60000 - £70000 per annum + Share options
Posted: 3 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 7 days ago
Oxford, Oxfordshire
Opus Recruitment Solutions Ltd
Salary: £36000 per annum, Benefits 12 Months Fixed Term Contract
Posted: 6 days ago
City of London
Huxley
Salary: competitive
Posted: 21 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 14 days ago
London
Client Server
Salary: £40k to £45k + options
Posted: 20 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 24 days ago