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 26 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
26 Mar 2017
Same period 2016 Same period 2015
NumPy
England / London
Rank 499 550 616
Rank change year-on-year +51 +66  
Permanent jobs citing NumPy 78 106 40
As % of all permanent IT jobs advertised in London 0.23% 0.25% 0.095%
As % of the Libraries, Frameworks & Software Standards category 0.59% 0.63% 0.26%
Number of salaries quoted 69 105 31
Median salary £80,000 £67,500 £70,000
Median salary % change year-on-year +18.51% -3.57%  
90% offered a salary of more than £50,000 £46,500 £47,500
10% offered a salary of more than £110,000 £100,000 £115,000
UK excluding London median salary £47,500 £45,000 -
% change year-on-year +5.55% -  

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 13297 16747 15602
As % of all permanent IT job vacancies advertised in London 40.03% 39.93% 36.94%
Number of salaries quoted 11438 14622 13224
Median salary £57,500 £55,000 £54,000
Median salary % change year-on-year +4.54% +1.85%  
90% offered a salary of more than £37,500 £37,500 £35,000
10% offered a salary of more than £80,000 £72,500 £77,500
UK excluding London median salary £40,000 £42,500 £40,000
% change year-on-year -5.88% +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 26 March 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 26 March 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 +38 7 £70,000 +5.66% 3
West End of London - 1 £65,000 -
NumPy
England

NumPy
Top 30 Related IT Skills in London

For the 6 months to 26 March 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.

1 157 (98.74%) Python
2 103 (64.78%) Pandas
3 93 (58.49%) Finance
4 74 (46.54%) Computer Science
4 74 (46.54%) SciPy
5 72 (45.28%) SQL
6 70 (44.03%) C++
7 64 (40.25%) Machine Learning
8 60 (37.74%) Degree
9 52 (32.70%) Mathematics
10 43 (27.04%) Linux
10 43 (27.04%) Algorithms
11 42 (26.42%) Agile Software Development
12 38 (23.90%) Software Engineering
12 38 (23.90%) Hedge funds
13 35 (22.01%) Matplotlib
14 34 (21.38%) R
14 34 (21.38%) NoSQL
15 33 (20.75%) scikit-learn
16 32 (20.13%) TDD
17 31 (19.50%) PhD
18 30 (18.87%) OO
19 29 (18.24%) MongoDB
20 28 (17.61%) Windows
20 28 (17.61%) Git (software)
21 26 (16.35%) Statistics
21 26 (16.35%) Analytics
22 24 (15.09%) D3.js
22 24 (15.09%) Analytical Skills
22 24 (15.09%) Data Mining

NumPy
Top Related 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 16 (10.06%) Apache Spark
1 16 (10.06%) IPython
2 9 (5.66%) Tornado
3 6 (3.77%) SAS
4 5 (3.14%) Elasticsearch
5 4 (2.52%) Apache
6 2 (1.26%) Apache Airflow
6 2 (1.26%) Luigi
6 2 (1.26%) uWSGI
7 1 (0.63%) Jupyter
7 1 (0.63%) Zope
Applications
1 7 (4.40%) GNU Octave
2 4 (2.52%) SPSS
3 3 (1.89%) Stata
4 2 (1.26%) MS Excel
4 2 (1.26%) Weka
Cloud Services
1 17 (10.69%) GitHub
2 9 (5.66%) Amazon AWS
3 8 (5.03%) Google Cloud Platform
4 3 (1.89%) Cloud Computing
5 2 (1.26%) Amazon EC2
5 2 (1.26%) Amazon EMR
5 2 (1.26%) Amazon S3
5 2 (1.26%) AWS Lambda
5 2 (1.26%) Microsoft Azure
6 1 (0.63%) AWS Data Pipeline
6 1 (0.63%) Google Analytics
6 1 (0.63%) SaaS
6 1 (0.63%) Slack
Database & Business Intelligence
1 34 (21.38%) NoSQL
2 29 (18.24%) MongoDB
3 24 (15.09%) Data Mining
4 16 (10.06%) Hadoop
5 11 (6.92%) Apache Hive
5 11 (6.92%) Big Data
6 10 (6.29%) Relational Database
7 8 (5.03%) SQL Server
8 6 (3.77%) Apache Cassandra
9 3 (1.89%) MySQL
9 3 (1.89%) Redis
10 2 (1.26%) Amazon Redshift
10 2 (1.26%) GIS
10 2 (1.26%) HBase
10 2 (1.26%) KDB
10 2 (1.26%) Neo4j
10 2 (1.26%) Sqoop
11 1 (0.63%) Amazon RDS
11 1 (0.63%) Blockchain
11 1 (0.63%) PostgreSQL
Development Applications
1 28 (17.61%) Git (software)
2 15 (9.43%) Mercurial
3 4 (2.52%) Maven
4 3 (1.89%) Team Foundation Server
5 2 (1.26%) Moq
5 2 (1.26%) MSTest
5 2 (1.26%) NUnit
5 2 (1.26%) Rhino Mocks
6 1 (0.63%) Jenkins
6 1 (0.63%) Subversion
General
1 93 (58.49%) Finance
2 9 (5.66%) Games
3 6 (3.77%) Banking
3 6 (3.77%) Billing
3 6 (3.77%) Front Office
4 4 (2.52%) Telecoms
5 3 (1.89%) Financial Institution
6 2 (1.26%) Back Office
7 1 (0.63%) Music Industry
Job Titles
1 86 (54.09%) Developer
2 78 (49.06%) Python Developer
3 42 (26.42%) Data Scientist
4 29 (18.24%) C++ Developer
5 13 (8.18%) Quantitative Developer
6 11 (6.92%) Algorithmic Trading Developer
7 9 (5.66%) Senior Developer
8 8 (5.03%) C++ Developer - Algorithmic Trading
8 8 (5.03%) C++ Quantitative Developer
8 8 (5.03%) Software Engineer
9 7 (4.40%) Data Engineer
9 7 (4.40%) Senior Data Scientist
10 6 (3.77%) Machine Learning Scientist
11 5 (3.14%) C# Developer
11 5 (3.14%) DevOps Engineer
12 4 (2.52%) Junior
12 4 (2.52%) Linux Engineer
12 4 (2.52%) Senior C++ Developer
12 4 (2.52%) Senior C++ Quantitative Developer
12 4 (2.52%) Senior Quantitative Developer
Libraries, Frameworks & Software Standards
1 103 (64.78%) Pandas
2 74 (46.54%) SciPy
3 35 (22.01%) Matplotlib
4 33 (20.75%) scikit-learn
5 24 (15.09%) D3.js
6 21 (13.21%) Pyramid
7 20 (12.58%) Django
8 18 (11.32%) Boost C++ Libraries
8 18 (11.32%) STL
9 17 (10.69%) Flask
10 16 (10.06%) Highcharts JS
11 14 (8.81%) OpenGL
12 8 (5.03%) Celery
13 7 (4.40%) REST
13 7 (4.40%) SQLAlchemy
14 6 (3.77%) Web Services
15 5 (3.14%) scikit-cuda
16 4 (2.52%) AngularJS
16 4 (2.52%) RabbitMQ
17 3 (1.89%) Esper
Miscellaneous
1 74 (46.54%) Computer Science
2 43 (27.04%) Algorithms
3 38 (23.90%) Hedge funds
4 24 (15.09%) Analytical Skills
5 19 (11.95%) Fintech
6 18 (11.32%) Data Structures
7 14 (8.81%) CUDA
8 10 (6.29%) Field-Programmable Gate Array
8 10 (6.29%) User Experience
9 6 (3.77%) Social Network
10 5 (3.14%) Client/Server
11 3 (1.89%) Derivative
12 2 (1.26%) Clustering
12 2 (1.26%) EPoS
12 2 (1.26%) PMI
13 1 (0.63%) Biotechnology
13 1 (0.63%) Credit Risk
13 1 (0.63%) Digital Media
13 1 (0.63%) Fixed Income
13 1 (0.63%) Social Media
Operating Systems
1 43 (27.04%) Linux
2 28 (17.61%) Windows
3 17 (10.69%) Unix
4 1 (0.63%) CentOS
4 1 (0.63%) Debian
4 1 (0.63%) Red Hat Enterprise Linux
4 1 (0.63%) Ubuntu
Processes & Methodologies
1 64 (40.25%) Machine Learning
2 52 (32.70%) Mathematics
3 42 (26.42%) Agile Software Development
4 38 (23.90%) Software Engineering
5 32 (20.13%) TDD
6 30 (18.87%) OO
7 26 (16.35%) Analytics
7 26 (16.35%) Statistics
8 23 (14.47%) Low Latency
9 21 (13.21%) Continuous Integration
9 21 (13.21%) Unit Testing
9 21 (13.21%) Web Development
10 20 (12.58%) Visualisation
11 19 (11.95%) Physics
12 18 (11.32%) Data Analysis
12 18 (11.32%) Multithreading
12 18 (11.32%) Refactoring
13 17 (10.69%) BDD
13 17 (10.69%) Risk Management
14 16 (10.06%) Time Series Analysis
Programming Languages
1 157 (98.74%) Python
2 72 (45.28%) SQL
3 70 (44.03%) C++
4 34 (21.38%) R
5 22 (13.84%) Java
6 16 (10.06%) JavaScript
7 14 (8.81%) Ruby
8 13 (8.18%) C
8 13 (8.18%) C#
9 7 (4.40%) Bash Shell
9 7 (4.40%) Scala
10 6 (3.77%) MATLAB
11 2 (1.26%) Cython
12 1 (0.63%) Erlang
12 1 (0.63%) ES6
12 1 (0.63%) F#
12 1 (0.63%) Haskell
12 1 (0.63%) PHP
Qualifications
1 60 (37.74%) Degree
2 31 (19.50%) PhD
3 2 (1.26%) PMI Certification
4 1 (0.63%) CFA
Quality Assurance & Compliance
1 5 (3.14%) QA
2 1 (0.63%) Data Quality
System Software
1 10 (6.29%) Docker
2 2 (1.26%) Apache Flume
Systems Management
1 3 (1.89%) Opscode Chef
2 2 (1.26%) Ansible
2 2 (1.26%) Kibana
2 2 (1.26%) logstash
2 2 (1.26%) Puppet
3 1 (0.63%) StatsD
Vendors
1 16 (10.06%) Oracle
2 10 (6.29%) Google
3 4 (2.52%) Tableau
3 4 (2.52%) VocaLink
4 3 (1.89%) Red Hat
4 3 (1.89%) Salesforce.com
5 2 (1.26%) Bloomberg
5 2 (1.26%) Cloudera
5 2 (1.26%) Hortonworks
6 1 (0.63%) Facebook
6 1 (0.63%) Twitter
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