The following table provides summary statistics for permanent job vacancies with a requirement for NumPy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited NumPy over the 3 months to 28 June 2017 with a comparison to the same period in the previous 2 years.

NumPy
UK
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 779 836 903
Rank change year-on-year +57 +67  
Permanent jobs citing NumPy 95 99 60
As % of all permanent IT jobs advertised in the UK 0.11% 0.10% 0.055%
As % of the Libraries, Frameworks & Software Standards category 0.26% 0.26% 0.14%
Number of salaries quoted 67 89 52
Median salary £72,500 £65,000 £75,000
Median salary % change year-on-year +11.53% -13.33%  
90% offered a salary of more than £41,500 £40,000 £39,100
10% offered a salary of more than £110,000 £115,000 £90,000
UK excluding London median salary £42,500 £37,000 £29,000
% change year-on-year +14.86% +27.58%  

NumPy is in the industry standards, technical specifications and software library and framework skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills.

Software Library & Framework Skills
UK
Permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills 36222 38335 41749
As % of all permanent IT job vacancies advertised in the UK 40.73% 38.96% 38.13%
Number of salaries quoted 30416 33328 35717
Median salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.55% -  
90% offered a salary of more than £32,500 £31,000 £30,000
10% offered a salary of more than £70,000 £65,000 £70,000
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year +6.25% -  

NumPy
Job Vacancy Trend

The job posting trend of jobs advertised citing NumPy as a proportion of all permanent or contract IT jobs with a match in the Libraries, Frameworks & Software Standards category.

Job vacancy trend for NumPy in the UK

NumPy
Salary Trend

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

Salary trend for NumPy in the UK

NumPy
Salary Histogram

The salary distribution of IT jobs citing NumPy over the 3 months to 28 June 2017.

Salary histogram for NumPy in the UK

NumPy
Top 19 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the UK over the 3 months to 28 June 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
England +35 85 £75,000 +15.38% 8
London +26 73 £80,000 +6.66% 6
Scotland - 9 £35,000 - 1
Edinburgh - 8 £36,250 - 1
South East +43 6 £38,750 +40.90%
City of London +23 5 £73,750 +1.72%
Hampshire +19 5 £37,500 +36.36%
Portsmouth - 5 £37,500 -
South West - 5 £45,000 - 1
Bristol - 3 £47,500 -
Devon - 2 £45,000 - 1
Manchester -31 1 £34,500 +18.96% 1
North West -35 1 £34,500 +18.96% 1
Wales - 1 £55,000 -
Glasgow - 1 £35,000 -
Surrey - 1 £45,000 -
Guildford - 1 £45,000 -
South Wales - 1 £55,000 -
Cardiff - 1 £55,000 -

For the 6 months to 28 June 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 with a requirement for NumPy.

1 179 (99.44%) Python
2 115 (63.89%) Pandas
3 92 (51.11%) SQL
4 85 (47.22%) Finance
4 85 (47.22%) SciPy
5 68 (37.78%) Computer Science
6 67 (37.22%) Agile Software Development
6 67 (37.22%) C++
7 61 (33.89%) Machine Learning
8 56 (31.11%) Java
9 55 (30.56%) Software Engineering
10 51 (28.33%) Degree
11 49 (27.22%) Mathematics
11 49 (27.22%) Analytics
12 48 (26.67%) OO
13 46 (25.56%) Linux
13 46 (25.56%) TDD
13 46 (25.56%) Git (software)
13 46 (25.56%) Big Data
14 42 (23.33%) Apache Spark
15 41 (22.78%) MongoDB
15 41 (22.78%) R
16 37 (20.56%) Hedge funds
17 36 (20.00%) Visualisation
18 35 (19.44%) Hadoop
19 34 (18.89%) Algorithms
20 33 (18.33%) Flask
20 33 (18.33%) Django
21 32 (17.78%) NoSQL
21 32 (17.78%) PhD

NumPy
Co-occurring IT Skills 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 42 (23.33%) Apache Spark
2 15 (8.33%) Tornado
3 12 (6.67%) Elasticsearch
4 7 (3.89%) IPython
5 5 (2.78%) Confluence
6 3 (1.67%) Apache
7 2 (1.11%) Apache Airflow
7 2 (1.11%) Apache Pig
7 2 (1.11%) Luigi
7 2 (1.11%) SAS
7 2 (1.11%) uWSGI
8 1 (0.56%) CMS
8 1 (0.56%) Jupyter
Applications
1 9 (5.00%) Stata
2 3 (1.67%) GNU Octave
3 2 (1.11%) Microsoft Excel
3 2 (1.11%) Weka
4 1 (0.56%) LaTeX
4 1 (0.56%) SPSS
Cloud Services
1 21 (11.67%) Amazon AWS
2 8 (4.44%) GitHub
3 7 (3.89%) SaaS
4 6 (3.33%) Cloud Computing
5 5 (2.78%) Google Cloud Platform
5 5 (2.78%) Microsoft Azure
6 3 (1.67%) Heroku
6 3 (1.67%) Slack
7 2 (1.11%) AWS Lambda
7 2 (1.11%) Google Analytics
8 1 (0.56%) Amazon CloudWatch
8 1 (0.56%) Amazon EC2
8 1 (0.56%) Amazon S3
8 1 (0.56%) IaaS
8 1 (0.56%) PaaS
Database & Business Intelligence
1 46 (25.56%) Big Data
2 41 (22.78%) MongoDB
3 35 (19.44%) Hadoop
4 32 (17.78%) NoSQL
5 20 (11.11%) Relational Database
6 17 (9.44%) Apache Cassandra
6 17 (9.44%) PostgreSQL
7 14 (7.78%) Data Mining
8 12 (6.67%) Data Warehouse
9 11 (6.11%) Apache Hive
10 7 (3.89%) Redis
10 7 (3.89%) SQL Server
11 6 (3.33%) Amazon Redshift
12 5 (2.78%) RDBMS
13 4 (2.22%) KDB
13 4 (2.22%) MySQL
14 3 (1.67%) GIS
14 3 (1.67%) Neo4j
15 2 (1.11%) SQL Server Integration Services
15 2 (1.11%) SQL Server Reporting Services
Development Applications
1 46 (25.56%) Git (software)
2 17 (9.44%) Mercurial
3 7 (3.89%) Jenkins
4 6 (3.33%) Maven
5 5 (2.78%) JIRA
6 4 (2.22%) Ant
6 4 (2.22%) JUnit
6 4 (2.22%) Subversion
7 2 (1.11%) Atlassian Bamboo
7 2 (1.11%) Moq
7 2 (1.11%) MSTest
7 2 (1.11%) NUnit
7 2 (1.11%) Rhino Mocks
7 2 (1.11%) Travis CI
8 1 (0.56%) Bitbucket
8 1 (0.56%) Bower
8 1 (0.56%) Team Foundation Server
General
1 85 (47.22%) Finance
2 16 (8.89%) Retail
3 15 (8.33%) Banking
3 15 (8.33%) Front Office
4 12 (6.67%) Investment Banking
4 12 (6.67%) Retail Banking
5 10 (5.56%) Games
6 9 (5.00%) Marketing
7 6 (3.33%) Advertising
7 6 (3.33%) Billing
8 2 (1.11%) Back Office
8 2 (1.11%) Telecoms
9 1 (0.56%) Financial Institution
Job Titles
1 88 (48.89%) Developer
2 74 (41.11%) Python Developer
3 31 (17.22%) Data Scientist
4 20 (11.11%) Analyst
5 14 (7.78%) Risk Analyst
6 12 (6.67%) Data Analyst
6 12 (6.67%) Software Engineer
7 11 (6.11%) Technical Analyst
8 10 (5.56%) Data Engineer
8 10 (5.56%) Senior Developer
9 9 (5.00%) C++ Developer
10 8 (4.44%) Asset Management Analyst
10 8 (4.44%) Equity Analyst
10 8 (4.44%) Finance Manager
10 8 (4.44%) Financial Analyst
10 8 (4.44%) Risk Manager
10 8 (4.44%) Senior Data Scientist
11 7 (3.89%) Algorithmic Trading Developer
11 7 (3.89%) Senior Python Developer
12 6 (3.33%) Information Risk Analyst
Libraries, Frameworks & Software Standards
1 115 (63.89%) Pandas
2 85 (47.22%) SciPy
3 33 (18.33%) Django
3 33 (18.33%) Flask
4 28 (15.56%) Matplotlib
5 26 (14.44%) D3.js
5 26 (14.44%) scikit-learn
6 21 (11.67%) Pyramid
7 18 (10.00%) Highcharts JS
8 17 (9.44%) Kafka
9 13 (7.22%) Celery
10 9 (5.00%) AngularJS
10 9 (5.00%) REST
11 7 (3.89%) Boost C++ Libraries
11 7 (3.89%) React
11 7 (3.89%) STL
12 6 (3.33%) MLlib
12 6 (3.33%) OpenGL
12 6 (3.33%) TensorFlow
13 5 (2.78%) Seaborn
Miscellaneous
1 68 (37.78%) Computer Science
2 37 (20.56%) Hedge funds
3 34 (18.89%) Algorithms
4 22 (12.22%) Derivative
5 18 (10.00%) Analytical Skills
6 15 (8.33%) Data Structures
7 14 (7.78%) Fintech
8 12 (6.67%) Foreign Exchange (FX)
9 11 (6.11%) User Experience
10 8 (4.44%) Equities
10 8 (4.44%) Equity Derivative
10 8 (4.44%) Equity Risk
10 8 (4.44%) Greenfield Project
10 8 (4.44%) Market Risk
11 6 (3.33%) CUDA
11 6 (3.33%) Field-Programmable Gate Array
11 6 (3.33%) Management Information System
11 6 (3.33%) Social Network
12 3 (1.67%) Social Media
13 2 (1.11%) Linux Command Line
Operating Systems
1 46 (25.56%) Linux
2 25 (13.89%) Windows
3 8 (4.44%) Unix
Processes & Methodologies
1 67 (37.22%) Agile Software Development
2 61 (33.89%) Machine Learning
3 55 (30.56%) Software Engineering
4 49 (27.22%) Analytics
4 49 (27.22%) Mathematics
5 48 (26.67%) OO
6 46 (25.56%) TDD
7 36 (20.00%) Visualisation
8 28 (15.56%) Web Development
9 26 (14.44%) Statistics
10 25 (13.89%) BDD
10 25 (13.89%) Unit Testing
11 24 (13.33%) Continuous Integration
12 22 (12.22%) Asset Management
12 22 (12.22%) Microservices
13 21 (11.67%) Refactoring
14 20 (11.11%) Data Analytics
15 18 (10.00%) ETL
15 18 (10.00%) Open Source
16 17 (9.44%) SDLC
Programming Languages
1 179 (99.44%) Python
2 92 (51.11%) SQL
3 67 (37.22%) C++
4 56 (31.11%) Java
5 41 (22.78%) R
6 25 (13.89%) JavaScript
7 20 (11.11%) C#
8 16 (8.89%) MATLAB
9 15 (8.33%) Scala
10 6 (3.33%) Ruby
11 5 (2.78%) C
12 3 (1.67%) Bash Shell
12 3 (1.67%) PHP
13 1 (0.56%) Cython
13 1 (0.56%) ES6
13 1 (0.56%) F#
13 1 (0.56%) Perl
13 1 (0.56%) T-SQL
13 1 (0.56%) TypeScript
Qualifications
1 51 (28.33%) Degree
2 32 (17.78%) PhD
3 23 (12.78%) Computer Science Degree
4 6 (3.33%) Master's Degree
5 2 (1.11%) Numerate Degree
6 1 (0.56%) CFA
Quality Assurance & Compliance
1 12 (6.67%) Data Quality
2 4 (2.22%) QA
System Software
1 16 (8.89%) Docker
2 1 (0.56%) Apache Flume
Systems Management
1 5 (2.78%) Kubernetes
1 5 (2.78%) Opscode Chef
2 3 (1.67%) Kibana
3 2 (1.11%) logstash
3 2 (1.11%) Marathon
3 2 (1.11%) Puppet
4 1 (0.56%) Ansible
4 1 (0.56%) Docker Swarm
4 1 (0.56%) Mesos
4 1 (0.56%) StatsD
Vendors
1 18 (10.00%) Oracle
2 13 (7.22%) Google
3 7 (3.89%) Tableau
4 5 (2.78%) Salesforce.com
5 4 (2.22%) Twitter
6 3 (1.67%) Facebook
7 2 (1.11%) Bloomberg
7 2 (1.11%) Microsoft
8 1 (0.56%) Splunk
North London
Quant Capital
Salary: Up to £33,000 per annum
Posted: 12 hours ago
London
TEKsystems
Salary: £60000 - £120000 per annum + bonus and pension
Posted: 3 days ago
London
ARC IT Recruitment Ltd
Salary: £40000 - £60000 per annum + Benefits
Posted: 4 days ago
West London
Franklin Bates
Salary: From £35,000 to £65,000 per annum
Posted: 4 days ago
Edinburgh, Midlothian
ClearCube Consulting
Salary: From £60,000 to £80,000 per annum
Posted: 5 days ago
Exeter
Computer Futures
Salary: competitive
Posted: 9 days ago
London
TDA Group
Salary: £80000 - £90000 per annum + Bonus + Benefits
Posted: 21 days ago
London
TDA Group
Salary: £70000 - £90000 per annum + bonus and benefits
Posted: 21 days ago
Manchester
Cathcart Associates
Salary: £27000 - £42000 per annum
Posted: 21 days ago