The following table provides summary statistics for permanent job vacancies advertised in England 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 22 June 2017 with a comparison to the same period in the previous 2 years.

NumPy
UK / England
3 months to
22 Jun 2017
Same period 2016 Same period 2015
Rank 773 803 897
Rank change year-on-year +30 +94  
Permanent jobs citing NumPy 82 104 59
As % of all permanent IT jobs advertised in England 0.098% 0.11% 0.057%
As % of the Libraries, Frameworks & Software Standards category 0.24% 0.29% 0.15%
Number of salaries quoted 61 94 50
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 £42,500 £40,750 £38,600
10% offered a salary of more than £110,000 £112,500 £90,000
UK excluding London median salary £42,500 £45,000 £29,000
% change year-on-year -5.55% +55.17%  

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 advertised in England with a requirement for industry standards, technical specifications and software library and framework skills.

Software Library & Framework Skills
England
Permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills 34277 36378 40067
As % of all permanent IT job vacancies advertised in England 41.06% 39.26% 38.53%
Number of salaries quoted 28980 32009 34621
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 in England

The job posting trend of jobs advertised in England 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 England

NumPy
Salary Trend in England

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

Salary trend for NumPy in England

NumPy
Salary Histogram in England

The salary distribution of IT jobs citing NumPy in England over the 3 months to 22 June 2017.

Salary histogram for NumPy 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 22 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
London +20 71 £82,500 +13.79% 14
South East +40 6 £38,750 +40.90% 1
South West - 4 £46,250 - 1
North West - 1 £34,500 - 1
NumPy
UK

For the 6 months to 22 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 across the England region with a requirement for NumPy.

1 170 (99.42%) Python
2 116 (67.84%) Pandas
3 88 (51.46%) SQL
4 84 (49.12%) Finance
5 77 (45.03%) SciPy
6 70 (40.94%) Computer Science
7 64 (37.43%) C++
8 55 (32.16%) Agile Software Development
9 54 (31.58%) Machine Learning
10 52 (30.41%) Software Engineering
11 51 (29.82%) Java
12 48 (28.07%) Degree
13 47 (27.49%) OO
13 47 (27.49%) Analytics
14 45 (26.32%) Git (software)
15 44 (25.73%) TDD
16 42 (24.56%) Mathematics
16 42 (24.56%) Linux
17 41 (23.98%) Big Data
18 37 (21.64%) R
18 37 (21.64%) Hedge funds
19 36 (21.05%) Algorithms
20 34 (19.88%) Apache Spark
21 33 (19.30%) MongoDB
22 32 (18.71%) Hadoop
22 32 (18.71%) Visualisation
23 31 (18.13%) Django
23 31 (18.13%) NoSQL
24 30 (17.54%) Flask
24 30 (17.54%) PhD

NumPy
Co-occurring 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 34 (19.88%) Apache Spark
2 13 (7.60%) Tornado
3 12 (7.02%) Elasticsearch
4 8 (4.68%) IPython
5 4 (2.34%) Confluence
6 2 (1.17%) Apache
6 2 (1.17%) Apache Airflow
6 2 (1.17%) Luigi
6 2 (1.17%) SAS
6 2 (1.17%) uWSGI
7 1 (0.58%) Apache Pig
7 1 (0.58%) CMS
7 1 (0.58%) Jupyter
Applications
1 8 (4.68%) Stata
2 3 (1.75%) GNU Octave
3 2 (1.17%) Microsoft Excel
3 2 (1.17%) Weka
4 1 (0.58%) SPSS
Cloud Services
1 20 (11.70%) Amazon AWS
2 10 (5.85%) GitHub
3 7 (4.09%) SaaS
4 5 (2.92%) Cloud Computing
4 5 (2.92%) Google Cloud Platform
5 4 (2.34%) Microsoft Azure
6 3 (1.75%) Heroku
6 3 (1.75%) Slack
7 2 (1.17%) AWS Lambda
7 2 (1.17%) Google Analytics
Database & Business Intelligence
1 41 (23.98%) Big Data
2 33 (19.30%) MongoDB
3 32 (18.71%) Hadoop
4 31 (18.13%) NoSQL
5 19 (11.11%) Relational Database
6 17 (9.94%) Apache Cassandra
7 15 (8.77%) Data Mining
8 9 (5.26%) Apache Hive
8 9 (5.26%) PostgreSQL
9 7 (4.09%) Data Warehouse
9 7 (4.09%) Redis
9 7 (4.09%) SQL Server
10 6 (3.51%) Amazon Redshift
11 4 (2.34%) KDB
11 4 (2.34%) RDBMS
12 3 (1.75%) GIS
12 3 (1.75%) MySQL
13 2 (1.17%) Neo4j
13 2 (1.17%) SQL Server Integration Services
13 2 (1.17%) SQL Server Reporting Services
Development Applications
1 45 (26.32%) Git (software)
2 16 (9.36%) Mercurial
3 6 (3.51%) Jenkins
3 6 (3.51%) Maven
4 4 (2.34%) Ant
4 4 (2.34%) JIRA
4 4 (2.34%) JUnit
4 4 (2.34%) Subversion
5 2 (1.17%) Atlassian Bamboo
5 2 (1.17%) Moq
5 2 (1.17%) MSTest
5 2 (1.17%) NUnit
5 2 (1.17%) Rhino Mocks
5 2 (1.17%) Team Foundation Server
5 2 (1.17%) Travis CI
6 1 (0.58%) Bitbucket
6 1 (0.58%) Bower
General
1 84 (49.12%) Finance
2 15 (8.77%) Banking
2 15 (8.77%) Front Office
3 14 (8.19%) Retail
4 12 (7.02%) Investment Banking
4 12 (7.02%) Retail Banking
5 9 (5.26%) Games
5 9 (5.26%) Marketing
6 6 (3.51%) Advertising
6 6 (3.51%) Billing
7 2 (1.17%) Back Office
7 2 (1.17%) Financial Institution
7 2 (1.17%) Telecoms
Job Titles
1 87 (50.88%) Developer
2 75 (43.86%) Python Developer
3 25 (14.62%) Data Scientist
4 19 (11.11%) Analyst
5 13 (7.60%) Risk Analyst
6 12 (7.02%) Data Analyst
6 12 (7.02%) Software Engineer
7 11 (6.43%) Data Engineer
7 11 (6.43%) Technical Analyst
8 10 (5.85%) C++ Developer
8 10 (5.85%) Senior Developer
9 8 (4.68%) Algorithmic Trading Developer
9 8 (4.68%) Senior Data Scientist
10 7 (4.09%) Asset Management Analyst
10 7 (4.09%) Equity Analyst
10 7 (4.09%) Finance Manager
10 7 (4.09%) Financial Analyst
10 7 (4.09%) Quantitative Developer
10 7 (4.09%) Risk Manager
10 7 (4.09%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 116 (67.84%) Pandas
2 77 (45.03%) SciPy
3 31 (18.13%) Django
4 30 (17.54%) Flask
5 29 (16.96%) Matplotlib
6 26 (15.20%) scikit-learn
7 25 (14.62%) D3.js
8 20 (11.70%) Pyramid
9 17 (9.94%) Highcharts JS
10 15 (8.77%) Kafka
11 14 (8.19%) Celery
12 9 (5.26%) REST
13 8 (4.68%) Boost C++ Libraries
13 8 (4.68%) STL
14 7 (4.09%) OpenGL
14 7 (4.09%) Seaborn
15 6 (3.51%) AngularJS
15 6 (3.51%) SQLAlchemy
16 5 (2.92%) RabbitMQ
16 5 (2.92%) React
Miscellaneous
1 70 (40.94%) Computer Science
2 37 (21.64%) Hedge funds
3 36 (21.05%) Algorithms
4 21 (12.28%) Derivative
5 18 (10.53%) Analytical Skills
6 16 (9.36%) Data Structures
7 13 (7.60%) Fintech
8 12 (7.02%) Foreign Exchange (FX)
9 11 (6.43%) User Experience
10 9 (5.26%) Greenfield Project
11 7 (4.09%) CUDA
11 7 (4.09%) Equities
11 7 (4.09%) Equity Derivative
11 7 (4.09%) Equity Risk
11 7 (4.09%) Field-Programmable Gate Array
11 7 (4.09%) Market Risk
12 6 (3.51%) Management Information System
12 6 (3.51%) Social Network
13 3 (1.75%) Social Media
14 2 (1.17%) Augmented Reality
Operating Systems
1 42 (24.56%) Linux
2 24 (14.04%) Windows
3 8 (4.68%) Unix
Processes & Methodologies
1 55 (32.16%) Agile Software Development
2 54 (31.58%) Machine Learning
3 52 (30.41%) Software Engineering
4 47 (27.49%) Analytics
4 47 (27.49%) OO
5 44 (25.73%) TDD
6 42 (24.56%) Mathematics
7 32 (18.71%) Visualisation
8 26 (15.20%) Web Development
9 24 (14.04%) BDD
9 24 (14.04%) Unit Testing
10 23 (13.45%) Continuous Integration
11 21 (12.28%) Asset Management
12 20 (11.70%) Data Analytics
12 20 (11.70%) Microservices
12 20 (11.70%) Refactoring
13 19 (11.11%) Statistics
14 18 (10.53%) SDLC
15 15 (8.77%) Open Source
15 15 (8.77%) Time Series Analysis
Programming Languages
1 170 (99.42%) Python
2 88 (51.46%) SQL
3 64 (37.43%) C++
4 51 (29.82%) Java
5 37 (21.64%) R
6 22 (12.87%) JavaScript
7 20 (11.70%) C#
8 14 (8.19%) MATLAB
8 14 (8.19%) Scala
9 5 (2.92%) C
9 5 (2.92%) Ruby
10 3 (1.75%) Bash Shell
10 3 (1.75%) PHP
11 1 (0.58%) Cython
11 1 (0.58%) ES6
11 1 (0.58%) F#
11 1 (0.58%) TypeScript
Qualifications
1 48 (28.07%) Degree
2 30 (17.54%) PhD
3 24 (14.04%) Computer Science Degree
4 5 (2.92%) Master's Degree
5 2 (1.17%) Numerate Degree
6 1 (0.58%) CFA
Quality Assurance & Compliance
1 12 (7.02%) Data Quality
2 5 (2.92%) QA
System Software
1 15 (8.77%) Docker
Systems Management
1 5 (2.92%) Opscode Chef
2 4 (2.34%) Kubernetes
3 3 (1.75%) Kibana
4 2 (1.17%) logstash
4 2 (1.17%) Marathon
4 2 (1.17%) Puppet
5 1 (0.58%) Ansible
5 1 (0.58%) StatsD
Vendors
1 17 (9.94%) Oracle
2 13 (7.60%) Google
3 6 (3.51%) Tableau
4 5 (2.92%) Salesforce.com
5 3 (1.75%) Facebook
5 3 (1.75%) Twitter
6 2 (1.17%) Bloomberg
6 2 (1.17%) Microsoft
London
Westbourne Partners Ltd
Posted: Yesterday
City, London
Harrington Starr
Salary: £50000 - £70000 per annum + Bonus
Posted: 2 days ago
Exeter
Computer Futures
Salary: competitive
Posted: 3 days ago
London
Harrington Starr
Salary: £50000 - £65000 per annum + Benefits + Bonus
Posted: 3 days ago
North London
Quant Capital
Salary: Up to £33,000 per annum
Posted: 2 days ago
London
Harrington Starr
Salary: £50000 - £70000 per annum + Benefits + Bonus
Posted: 4 days ago
London
Harrington Starr
Salary: £65000 - £85000 per annum + Bonus + Benefits
Posted: 4 days ago
South East London
RICHARD WHEELER ASSOCIATES
Salary: From £63,000 to £70,000 per annum Negot (+ High equity)
Posted: 3 days ago
London
ARC IT Recruitment Ltd
Salary: £40000 - £60000 per annum + Benefits
Posted: 6 days ago
Oxford, Oxfordshire
ENTERPRISE RECRUITMENT LTD
Salary: £28000 - £35000 per annum
Posted: 3 days ago
West London
Franklin Bates
Salary: From £35,000 to £65,000 per annum
Posted: 6 days ago
London
TDA Group
Salary: £80000 - £90000 per annum + Bonus + Benefits
Posted: 16 days ago
London
TDA Group
Salary: £70000 - £90000 per annum + bonus and benefits
Posted: 16 days ago
London
Joseph Harry Ltd
Salary: £100000 - £120000 per annum + 50% Bonus + 15% Pension + LTI
Posted: 6 days ago
London
CPS Group Limited
Salary: £30000 - £60000 per annum
Posted: 24 days ago
Manchester
Cathcart Associates
Salary: £27000 - £42000 per annum
Posted: 16 days ago