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

3 months to
27 Feb 2017
Same period 2016 Same period 2015
NumPy
UK / England
Rank 737 811 915
Rank change year-on-year
+74 +104
Permanent jobs citing NumPy 96 109 32
As % of all permanent IT jobs located in England 0.12% 0.12% 0.032%
As % of the Libraries, Frameworks & Software Standards category 0.31% 0.30% 0.085%
Number of salaries quoted 82 100 29
Median salary £75,000 £62,500 £70,000
Median salary % change year-on-year
+20.00% -10.71%
90% offered a salary of more than £34,000 £39,750 £47,500
10% offered a salary of more than £110,000 £101,250 £115,000
UK excluding London median salary £36,250 £45,000 £51,250
% change year-on-year
-19.44% -12.19%

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
31446 36387 37516
As % of all permanent IT jobs located in England 39.62% 38.53% 37.52%
Number of salaries quoted 27176 31644 32294
Median salary £45,000 £45,000 £44,000
Median salary % change year-on-year
- +2.27%
90% offered a salary of more than £32,500 £31,500 £30,000
10% offered a salary of more than £70,000 £65,000 £67,500
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year
- +6.25%

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 February 2017.

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 February 2017. 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 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 +45 84 £81,500 +16.42% 16
South East +51 4 £25,000 -60.00%
South West +22 4 £47,500 +48.43%
East of England +14 2 £57,500 - 1
Yorkshire - 2 £25,000 -
NumPy
UK

NumPy
Top 30 Related IT Skills in England

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

1 172 (97.18%) Python
2 108 (61.02%) Pandas
3 93 (52.54%) Finance
4 85 (48.02%) Computer Science
5 76 (42.94%) Degree
5 76 (42.94%) SQL
6 74 (41.81%) C++
6 74 (41.81%) SciPy
7 70 (39.55%) Machine Learning
8 66 (37.29%) Mathematics
9 54 (30.51%) Agile Software Development
10 51 (28.81%) Algorithms
11 50 (28.25%) Linux
12 46 (25.99%) TDD
13 44 (24.86%) NoSQL
14 43 (24.29%) Software Engineering
15 40 (22.60%) R
15 40 (22.60%) Hedge funds
16 37 (20.90%) MongoDB
16 37 (20.90%) OO
17 35 (19.77%) Git (software)
17 35 (19.77%) Matplotlib
18 34 (19.21%) scikit-learn
19 33 (18.64%) Analytics
20 32 (18.08%) PhD
21 29 (16.38%) Windows
21 29 (16.38%) Analytical Skills
22 28 (15.82%) Java
22 28 (15.82%) Visualisation
23 27 (15.25%) Continuous Integration

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 18 (10.17%) IPython
2 15 (8.47%) Apache Spark
3 8 (4.52%) SAS
4 6 (3.39%) Apache
4 6 (3.39%) Tornado
5 3 (1.69%) Elasticsearch
6 2 (1.13%) Apache Airflow
6 2 (1.13%) Luigi
6 2 (1.13%) uWSGI
7 1 (0.56%) Jupyter
7 1 (0.56%) Zope
Applications
1 6 (3.39%) GNU Octave
1 6 (3.39%) SPSS
2 5 (2.82%) Stata
3 2 (1.13%) MS Excel
3 2 (1.13%) Weka
Business Applications
1 1 (0.56%) Front Arena
Cloud Services
1 18 (10.17%) GitHub
2 12 (6.78%) Amazon AWS
3 9 (5.08%) Cloud Computing
4 8 (4.52%) Google Cloud Platform
5 4 (2.26%) Amazon EC2
5 4 (2.26%) Amazon EMR
5 4 (2.26%) Amazon S3
5 4 (2.26%) SaaS
6 3 (1.69%) AWS Data Pipeline
7 2 (1.13%) AWS Lambda
7 2 (1.13%) Microsoft Azure
7 2 (1.13%) PaaS
8 1 (0.56%) Google Analytics
Communications & Networking
1 1 (0.56%) HTTP
Database & Business Intelligence
1 44 (24.86%) NoSQL
2 37 (20.90%) MongoDB
3 24 (13.56%) Data Mining
4 18 (10.17%) Hadoop
5 15 (8.47%) Big Data
6 14 (7.91%) SQL Server
7 10 (5.65%) Apache Hive
8 9 (5.08%) Relational Database
9 8 (4.52%) Apache Cassandra
10 6 (3.39%) MySQL
11 5 (2.82%) HBase
12 4 (2.26%) Amazon Redshift
12 4 (2.26%) KDB
13 3 (1.69%) Amazon RDS
13 3 (1.69%) PostgreSQL
13 3 (1.69%) Redis
14 2 (1.13%) Data Warehouse
14 2 (1.13%) GIS
14 2 (1.13%) Neo4j
14 2 (1.13%) Sqoop
Development Applications
1 35 (19.77%) Git (software)
2 15 (8.47%) Mercurial
3 10 (5.65%) Maven
4 6 (3.39%) Subversion
5 4 (2.26%) Ant
5 4 (2.26%) Jenkins
5 4 (2.26%) JUnit
5 4 (2.26%) MSBuild
5 4 (2.26%) TeamCity
6 3 (1.69%) Team Foundation Server
7 2 (1.13%) JIRA
7 2 (1.13%) Moq
7 2 (1.13%) MSTest
7 2 (1.13%) NUnit
7 2 (1.13%) Rhino Mocks
7 2 (1.13%) Selenium
7 2 (1.13%) WebDriver
8 1 (0.56%) PyUnit
General
1 93 (52.54%) Finance
2 6 (3.39%) Banking
2 6 (3.39%) Front Office
2 6 (3.39%) Games
3 4 (2.26%) Telecoms
4 3 (1.69%) Billing
4 3 (1.69%) Financial Institution
5 2 (1.13%) Marketing
6 1 (0.56%) Aerospace
6 1 (0.56%) Back Office
6 1 (0.56%) Music Industry
Job Titles
1 94 (53.11%) Developer
2 82 (46.33%) Python Developer
3 43 (24.29%) Data Scientist
4 31 (17.51%) C++ Developer
5 16 (9.04%) Quantitative Developer
6 11 (6.21%) C++ Quantitative Developer
7 9 (5.08%) Software Engineer
8 8 (4.52%) Algorithmic Trading Developer
8 8 (4.52%) Junior
9 7 (3.95%) C++ Developer - Algorithmic Trading
9 7 (3.95%) Data Engineer
10 6 (3.39%) Junior Developer
10 6 (3.39%) Junior Python Developer
10 6 (3.39%) Machine Learning Scientist
10 6 (3.39%) Senior Data Scientist
10 6 (3.39%) Senior Developer
10 6 (3.39%) Software Developer
11 5 (2.82%) DevOps Engineer
12 4 (2.26%) Senior Quantitative Developer
12 4 (2.26%) Technical Leader
Libraries, Frameworks & Software Standards
1 108 (61.02%) Pandas
2 74 (41.81%) SciPy
3 35 (19.77%) Matplotlib
4 34 (19.21%) scikit-learn
5 23 (12.99%) Pyramid
6 22 (12.43%) Django
7 21 (11.86%) D3.js
8 19 (10.73%) Boost C++ Libraries
8 19 (10.73%) STL
9 17 (9.60%) Flask
10 16 (9.04%) Highcharts JS
11 15 (8.47%) OpenGL
12 12 (6.78%) Celery
12 12 (6.78%) Web Services
13 10 (5.65%) AngularJS
13 10 (5.65%) REST
14 9 (5.08%) SQLAlchemy
15 8 (4.52%) scikit-cuda
16 6 (3.39%) .NET
17 5 (2.82%) Esper
Miscellaneous
1 85 (48.02%) Computer Science
2 51 (28.81%) Algorithms
3 40 (22.60%) Hedge funds
4 29 (16.38%) Analytical Skills
5 19 (10.73%) Data Structures
6 17 (9.60%) Fintech
7 15 (8.47%) CUDA
8 8 (4.52%) Field-Programmable Gate Array
9 5 (2.82%) Client/Server
9 5 (2.82%) User Experience
10 3 (1.69%) Derivative
10 3 (1.69%) Social Network
11 2 (1.13%) Augmented Reality
11 2 (1.13%) Clustering
11 2 (1.13%) EPoS
11 2 (1.13%) PMI
12 1 (0.56%) Biotechnology
12 1 (0.56%) Credit Risk
12 1 (0.56%) Digital Media
12 1 (0.56%) Social Media
Operating Systems
1 50 (28.25%) Linux
2 29 (16.38%) Windows
3 19 (10.73%) Unix
4 1 (0.56%) CentOS
4 1 (0.56%) Debian
4 1 (0.56%) Red Hat Enterprise Linux
4 1 (0.56%) Ubuntu
Processes & Methodologies
1 70 (39.55%) Machine Learning
2 66 (37.29%) Mathematics
3 54 (30.51%) Agile Software Development
4 46 (25.99%) TDD
5 43 (24.29%) Software Engineering
6 37 (20.90%) OO
7 33 (18.64%) Analytics
8 28 (15.82%) Visualisation
9 27 (15.25%) Continuous Integration
10 25 (14.12%) Statistics
11 24 (13.56%) Low Latency
11 24 (13.56%) Unit Testing
12 23 (12.99%) Multithreading
13 22 (12.43%) Web Development
14 21 (11.86%) BDD
15 20 (11.30%) Physics
15 20 (11.30%) Refactoring
16 17 (9.60%) Risk Management
17 16 (9.04%) Data Analysis
18 15 (8.47%) Investment Management
Programming Languages
1 172 (97.18%) Python
2 76 (42.94%) SQL
3 74 (41.81%) C++
4 40 (22.60%) R
5 28 (15.82%) Java
6 19 (10.73%) JavaScript
7 16 (9.04%) C
8 14 (7.91%) Ruby
9 13 (7.34%) C#
10 12 (6.78%) MATLAB
11 9 (5.08%) Scala
12 7 (3.95%) Bash Shell
13 4 (2.26%) Cython
14 1 (0.56%) Erlang
14 1 (0.56%) ES6
14 1 (0.56%) Haskell
Qualifications
1 76 (42.94%) Degree
2 32 (18.08%) PhD
3 2 (1.13%) PMI Certification
4 1 (0.56%) CFA
Quality Assurance & Compliance
1 6 (3.39%) QA
2 2 (1.13%) SDET
3 1 (0.56%) Data Quality
System Software
1 9 (5.08%) Docker
2 2 (1.13%) Apache Flume
Systems Management
1 6 (3.39%) Opscode Chef
2 3 (1.69%) Ansible
3 2 (1.13%) Puppet
4 1 (0.56%) Kibana
4 1 (0.56%) logstash
4 1 (0.56%) StatsD
Vendors
1 18 (10.17%) Oracle
2 9 (5.08%) Google
3 4 (2.26%) Rackspace
3 4 (2.26%) Tableau
3 4 (2.26%) VocaLink
4 3 (1.69%) Red Hat
4 3 (1.69%) Salesforce.com
5 2 (1.13%) Bloomberg
5 2 (1.13%) Cloudera
5 2 (1.13%) Hortonworks
London
Durlston Partners
Salary: From £60,000 to £120,000 per annum + Bonus + Benefits
Posted: 3 days ago
London
UBS
Posted: 2 days ago
City, London
Client Server
Salary: £75k to £150k + bonus + benefits
Posted: 4 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 4 days ago
Central London / West End
Mayson Hunt
Salary: From £50,000 to £60,000 per annum
Posted: 4 days ago
Central London / West End
Client Server
Salary: £30k to £40k + benefits
Posted: 5 days ago
London
G2 Recruitment Solutions
Salary: £NEG
Posted: 6 days ago
Central London / West End
Mayson Hunt
Salary: From £60,000 to £70,000 per annum
Posted: 4 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to £competitive + benefits
Posted: 5 days ago
London
Pioneer Search
Salary: £55000.00 - £70000.00 per annum
Posted: 6 days ago
London
CPS Group Limited
Salary: £45000 - £60000 per annum
Posted: 13 days ago
London
Hays London City Cheapside
Salary: £60000.00 - £70000.00 per annum
Posted: 26 days ago
London
Ascential Plc
Salary: Competitive
Posted: 13 days ago
London
Adteq
Salary: From £50,000 to £65,000 per annum good salary, good benefits and bonus
Posted: 6 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 24 days ago