The following table provides summary statistics for permanent job vacancies advertised in London 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 24 June 2017 with a comparison to the same period in the previous 2 years.

NumPy
England / London
3 months to
24 Jun 2017
Same period 2016 Same period 2015
Rank 542 562 626
Rank change year-on-year +20 +64  
Permanent jobs citing NumPy 74 82 53
As % of all permanent IT jobs advertised in London 0.20% 0.20% 0.12%
As % of the Libraries, Frameworks & Software Standards category 0.51% 0.51% 0.31%
Number of salaries quoted 53 80 46
Median salary £85,000 £72,500 £75,000
Median salary % change year-on-year +17.24% -3.33%  
90% offered a salary of more than £50,000 £47,500 £47,500
10% offered a salary of more than £110,000 £113,750 £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 London with a requirement for industry standards, technical specifications and software library and framework skills.

Software Library & Framework Skills
London
Permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills 14635 16186 17074
As % of all permanent IT job vacancies advertised in London 40.39% 40.40% 38.02%
Number of salaries quoted 12104 14301 14709
Median salary £57,500 £55,000 £55,000
Median salary % change year-on-year +4.54% -  
90% offered a salary of more than £40,000 £38,500 £35,000
10% offered a salary of more than £80,000 £75,000 £77,500
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year +6.25% -  

NumPy
Job Vacancy Trend in London

The job posting trend of jobs advertised in London 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 London

NumPy
Salary Trend in London

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

Salary trend for NumPy in London

NumPy
Salary Histogram in London

The salary distribution of IT jobs citing NumPy in London over the 3 months to 24 June 2017.

Salary histogram for NumPy in London

NumPy
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the London region over the 3 months to 24 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
City of London +22 6 £75,000 +3.44% 1
NumPy
England

For the 6 months to 24 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 London region with a requirement for NumPy.

1 150 (99.34%) Python
2 106 (70.20%) Pandas
3 84 (55.63%) Finance
4 81 (53.64%) SQL
5 73 (48.34%) SciPy
6 65 (43.05%) C++
7 64 (42.38%) Computer Science
8 51 (33.77%) Software Engineering
9 48 (31.79%) Java
10 47 (31.13%) Machine Learning
11 45 (29.80%) Agile Software Development
12 44 (29.14%) OO
13 42 (27.81%) Analytics
14 41 (27.15%) Linux
15 39 (25.83%) Degree
16 38 (25.17%) Hedge funds
17 37 (24.50%) Git (software)
17 37 (24.50%) Mathematics
18 36 (23.84%) R
19 35 (23.18%) TDD
20 34 (22.52%) Big Data
21 33 (21.85%) MongoDB
22 32 (21.19%) NoSQL
23 31 (20.53%) Apache Spark
24 30 (19.87%) Hadoop
24 30 (19.87%) PhD
25 29 (19.21%) Flask
26 28 (18.54%) Algorithms
26 28 (18.54%) Web Development
27 26 (17.22%) Matplotlib

NumPy
Co-occurring IT Skills in London 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 31 (20.53%) Apache Spark
2 13 (8.61%) Tornado
3 9 (5.96%) Elasticsearch
4 7 (4.64%) IPython
5 5 (3.31%) Confluence
6 2 (1.32%) Apache Airflow
6 2 (1.32%) Luigi
6 2 (1.32%) SAS
6 2 (1.32%) uWSGI
7 1 (0.66%) Apache
7 1 (0.66%) Apache Pig
7 1 (0.66%) CMS
7 1 (0.66%) Jupyter
Applications
1 9 (5.96%) Stata
2 3 (1.99%) GNU Octave
3 2 (1.32%) Microsoft Excel
4 1 (0.66%) SPSS
4 1 (0.66%) Weka
Cloud Services
1 15 (9.93%) Amazon AWS
2 7 (4.64%) GitHub
3 5 (3.31%) Google Cloud Platform
4 3 (1.99%) SaaS
4 3 (1.99%) Slack
5 2 (1.32%) AWS Lambda
5 2 (1.32%) Google Analytics
5 2 (1.32%) Microsoft Azure
6 1 (0.66%) Cloud Computing
Database & Business Intelligence
1 34 (22.52%) Big Data
2 33 (21.85%) MongoDB
3 32 (21.19%) NoSQL
4 30 (19.87%) Hadoop
5 20 (13.25%) Relational Database
6 17 (11.26%) Apache Cassandra
7 14 (9.27%) Data Mining
8 9 (5.96%) Apache Hive
9 7 (4.64%) Data Warehouse
9 7 (4.64%) Redis
9 7 (4.64%) SQL Server
10 6 (3.97%) Amazon Redshift
11 5 (3.31%) PostgreSQL
11 5 (3.31%) RDBMS
12 4 (2.65%) KDB
13 3 (1.99%) GIS
13 3 (1.99%) MySQL
14 2 (1.32%) Neo4j
14 2 (1.32%) SQL Server Integration Services
14 2 (1.32%) SQL Server Reporting Services
Development Applications
1 37 (24.50%) Git (software)
2 17 (11.26%) Mercurial
3 5 (3.31%) JIRA
4 4 (2.65%) Jenkins
5 2 (1.32%) Maven
5 2 (1.32%) Moq
5 2 (1.32%) MSTest
5 2 (1.32%) NUnit
5 2 (1.32%) Rhino Mocks
6 1 (0.66%) Bower
6 1 (0.66%) Team Foundation Server
General
1 84 (55.63%) Finance
2 15 (9.93%) Banking
2 15 (9.93%) Front Office
3 13 (8.61%) Retail
4 12 (7.95%) Investment Banking
4 12 (7.95%) Retail Banking
5 9 (5.96%) Games
5 9 (5.96%) Marketing
6 6 (3.97%) Advertising
6 6 (3.97%) Billing
7 2 (1.32%) Back Office
7 2 (1.32%) Telecoms
8 1 (0.66%) Financial Institution
Job Titles
1 72 (47.68%) Developer
2 65 (43.05%) Python Developer
3 21 (13.91%) Data Scientist
4 20 (13.25%) Analyst
5 14 (9.27%) Risk Analyst
6 12 (7.95%) Data Analyst
6 12 (7.95%) Software Engineer
7 11 (7.28%) Data Engineer
7 11 (7.28%) Technical Analyst
8 10 (6.62%) Senior Developer
9 9 (5.96%) C++ Developer
10 8 (5.30%) Asset Management Analyst
10 8 (5.30%) Equity Analyst
10 8 (5.30%) Finance Manager
10 8 (5.30%) Financial Analyst
10 8 (5.30%) Risk Manager
10 8 (5.30%) Senior Data Scientist
11 7 (4.64%) Algorithmic Trading Developer
11 7 (4.64%) Senior Python Developer
12 6 (3.97%) Quantitative Developer
Libraries, Frameworks & Software Standards
1 106 (70.20%) Pandas
2 73 (48.34%) SciPy
3 29 (19.21%) Flask
4 26 (17.22%) Matplotlib
5 25 (16.56%) D3.js
5 25 (16.56%) scikit-learn
6 21 (13.91%) Django
6 21 (13.91%) Pyramid
7 18 (11.92%) Highcharts JS
8 14 (9.27%) Kafka
9 9 (5.96%) Celery
10 7 (4.64%) Boost C++ Libraries
10 7 (4.64%) REST
10 7 (4.64%) STL
11 6 (3.97%) OpenGL
11 6 (3.97%) Seaborn
12 5 (3.31%) React
12 5 (3.31%) TensorFlow
13 4 (2.65%) SQLAlchemy
13 4 (2.65%) Theano
Miscellaneous
1 64 (42.38%) Computer Science
2 38 (25.17%) Hedge funds
3 28 (18.54%) Algorithms
4 22 (14.57%) Derivative
5 14 (9.27%) Data Structures
6 13 (8.61%) Analytical Skills
7 12 (7.95%) Fintech
7 12 (7.95%) Foreign Exchange (FX)
8 10 (6.62%) User Experience
9 8 (5.30%) Equities
9 8 (5.30%) Equity Derivative
9 8 (5.30%) Equity Risk
9 8 (5.30%) Greenfield Project
9 8 (5.30%) Market Risk
10 6 (3.97%) CUDA
10 6 (3.97%) Field-Programmable Gate Array
10 6 (3.97%) Management Information System
10 6 (3.97%) Social Network
11 3 (1.99%) Social Media
12 2 (1.32%) Fixed Income
Operating Systems
1 41 (27.15%) Linux
2 25 (16.56%) Windows
3 7 (4.64%) Unix
Processes & Methodologies
1 51 (33.77%) Software Engineering
2 47 (31.13%) Machine Learning
3 45 (29.80%) Agile Software Development
4 44 (29.14%) OO
5 42 (27.81%) Analytics
6 37 (24.50%) Mathematics
7 35 (23.18%) TDD
8 28 (18.54%) Web Development
9 25 (16.56%) BDD
9 25 (16.56%) Unit Testing
9 25 (16.56%) Visualisation
10 22 (14.57%) Asset Management
11 21 (13.91%) Continuous Integration
11 21 (13.91%) Refactoring
12 17 (11.26%) SDLC
13 16 (10.60%) Data Analytics
13 16 (10.60%) Microservices
13 16 (10.60%) Statistics
14 14 (9.27%) Time Series Analysis
15 13 (8.61%) ETL
Programming Languages
1 150 (99.34%) Python
2 81 (53.64%) SQL
3 65 (43.05%) C++
4 48 (31.79%) Java
5 36 (23.84%) R
6 20 (13.25%) C#
6 20 (13.25%) JavaScript
7 14 (9.27%) Scala
8 12 (7.95%) MATLAB
9 5 (3.31%) C
9 5 (3.31%) Ruby
10 3 (1.99%) Bash Shell
10 3 (1.99%) PHP
11 1 (0.66%) Cython
11 1 (0.66%) ES6
11 1 (0.66%) F#
11 1 (0.66%) TypeScript
Qualifications
1 39 (25.83%) Degree
2 30 (19.87%) PhD
3 23 (15.23%) Computer Science Degree
4 5 (3.31%) Master's Degree
5 2 (1.32%) Numerate Degree
6 1 (0.66%) CFA
Quality Assurance & Compliance
1 12 (7.95%) Data Quality
2 5 (3.31%) QA
System Software
1 13 (8.61%) Docker
Systems Management
1 5 (3.31%) Opscode Chef
2 4 (2.65%) Kubernetes
3 3 (1.99%) Kibana
4 2 (1.32%) logstash
4 2 (1.32%) Puppet
5 1 (0.66%) Ansible
5 1 (0.66%) StatsD
Vendors
1 18 (11.92%) Oracle
2 10 (6.62%) Google
3 6 (3.97%) Tableau
4 5 (3.31%) Salesforce.com
5 3 (1.99%) Facebook
5 3 (1.99%) Twitter
6 2 (1.32%) Bloomberg
6 2 (1.32%) Microsoft
London
ARC IT Recruitment Ltd
Salary: £40000 - £60000 per annum + Benefits
Posted: 23 hours ago
West London
Franklin Bates
Salary: From £35,000 to £65,000 per annum
Posted: Yesterday
City, London
Harrington Starr
Salary: £50000 - £70000 per annum + Bonus
Posted: 4 days ago
London
Harrington Starr
Salary: £50000 - £65000 per annum + Benefits + Bonus
Posted: 4 days ago
North London
Quant Capital
Salary: Up to £33,000 per annum
Posted: 4 days ago
London
Harrington Starr
Salary: £50000 - £70000 per annum + Benefits + Bonus
Posted: 6 days ago
London
Harrington Starr
Salary: £65000 - £85000 per annum + Bonus + Benefits
Posted: 6 days ago
South East London
RICHARD WHEELER ASSOCIATES
Salary: From £63,000 to £70,000 per annum Negotiable (+ High equity)
Posted: 4 days ago
London
TDA Group
Salary: £80000 - £90000 per annum + Bonus + Benefits
Posted: 17 days ago
London
TDA Group
Salary: £70000 - £90000 per annum + bonus and benefits
Posted: 17 days ago
London
CPS Group Limited
Salary: £30000 - £60000 per annum
Posted: 25 days ago