The table below looks at the statistics for NumPy skills in IT jobs advertised for the London region. Included is a guide to the salaries offered in IT jobs that have cited NumPy over the 3 months to 22 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
22 Jan 2017
Same period 2016 Same period 2015
NumPy
England / London
Rank 492 546 621
Rank change year-on-year
+54 +75
Permanent jobs citing NumPy 84 92 23
As % of all permanent IT jobs located in London 0.25% 0.23% 0.056%
As % of the Libraries, Frameworks & Software Standards category 0.64% 0.59% 0.16%
Number of salaries quoted 67 76 21
Median salary £90,000 £70,000 £65,000
Median salary % change year-on-year
+28.57% +7.69%
90% offered a salary of more than £58,000 £38,750 £42,500
10% offered a salary of more than £113,500 £112,500 £115,000
UK excluding London median salary £25,000 £52,500 £52,500
% change year-on-year
-52.38% -

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 London region.

Libraries, Frameworks & Software Standards Category
London
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
13172 15627 14763
As % of all permanent IT jobs located in London 39.88% 38.44% 35.90%
Number of salaries quoted 11486 13629 12635
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 £80,000
UK excluding London median salary £42,500 £42,000 £40,000
% change year-on-year
+1.19% +5.00%

NumPy
Jobs Demand Trend in London

The demand trend of job ads across the London 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 London

NumPy
Salary Trend in London

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

NumPy Salary Trend in London

NumPy
Salary Histogram in London

This chart provides a salary histogram for IT jobs citing NumPy across the London region over the 3 months to 22 January 2017.

NumPy Salary Histogram 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 22 January 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 +62 22 £75,000 -9.09% 4
NumPy
England

NumPy
Top 30 Related IT Skills in London

For the 6 months to 22 January 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.

1 151 (98.69%) Python
2 92 (60.13%) Pandas
3 78 (50.98%) Finance
4 73 (47.71%) SciPy
5 72 (47.06%) C++
6 70 (45.75%) Computer Science
7 64 (41.83%) Degree
8 60 (39.22%) SQL
8 60 (39.22%) Machine Learning
9 47 (30.72%) Linux
10 40 (26.14%) Agile Software Development
11 39 (25.49%) scikit-learn
12 38 (24.84%) Algorithms
12 38 (24.84%) Hedge funds
13 37 (24.18%) R
14 36 (23.53%) TDD
14 36 (23.53%) PhD
15 34 (22.22%) MongoDB
15 34 (22.22%) NoSQL
16 33 (21.57%) Matplotlib
17 30 (19.61%) Software Engineering
18 29 (18.95%) Mathematics
19 27 (17.65%) Low Latency
20 26 (16.99%) OO
21 24 (15.69%) Statistics
21 24 (15.69%) Continuous Integration
21 24 (15.69%) Visualisation
22 22 (14.38%) Physics
22 22 (14.38%) IPython
23 21 (13.73%) Analytical Skills

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 22 (14.38%) IPython
2 9 (5.88%) Apache Spark
2 9 (5.88%) SAS
3 6 (3.92%) Apache
4 1 (0.65%) Elasticsearch
4 1 (0.65%) Jupyter
4 1 (0.65%) Tornado
4 1 (0.65%) Zope
Applications
1 6 (3.92%) SPSS
2 5 (3.27%) GNU Octave
2 5 (3.27%) Stata
3 3 (1.96%) Chatbot
4 2 (1.31%) Weka
Business Applications
1 1 (0.65%) Front Arena
Cloud Services
1 18 (11.76%) GitHub
2 10 (6.54%) Amazon AWS
3 6 (3.92%) Google Cloud Platform
4 5 (3.27%) Cloud Computing
5 4 (2.61%) Amazon EC2
5 4 (2.61%) Amazon EMR
5 4 (2.61%) Amazon S3
6 3 (1.96%) AWS Data Pipeline
7 1 (0.65%) Google Analytics
Communications & Networking
1 1 (0.65%) HTTP
Database & Business Intelligence
1 34 (22.22%) MongoDB
1 34 (22.22%) NoSQL
2 21 (13.73%) Data Mining
3 15 (9.80%) Hadoop
4 13 (8.50%) Big Data
5 10 (6.54%) SQL Server
6 9 (5.88%) PostgreSQL
7 8 (5.23%) MySQL
8 7 (4.58%) Apache Hive
9 6 (3.92%) Relational Database
10 5 (3.27%) Apache Cassandra
10 5 (3.27%) KDB
11 4 (2.61%) Amazon Redshift
12 3 (1.96%) Amazon RDS
12 3 (1.96%) Redis
13 2 (1.31%) HBase
13 2 (1.31%) Sqoop
Development Applications
1 18 (11.76%) Git (software)
2 11 (7.19%) Mercurial
3 8 (5.23%) Maven
4 4 (2.61%) Jenkins
4 4 (2.61%) MSBuild
4 4 (2.61%) TeamCity
5 3 (1.96%) Team Foundation Server
6 1 (0.65%) Subversion
General
1 78 (50.98%) Finance
2 8 (5.23%) Front Office
3 5 (3.27%) Banking
4 4 (2.61%) Marketing
5 3 (1.96%) Financial Institution
5 3 (1.96%) Telecoms
6 2 (1.31%) Games
7 1 (0.65%) Back Office
7 1 (0.65%) Music Industry
Job Titles
1 85 (55.56%) Developer
2 79 (51.63%) Python Developer
3 43 (28.10%) Data Scientist
4 32 (20.92%) C++ Developer
5 18 (11.76%) Quantitative Developer
6 12 (7.84%) C++ Quantitative Developer
7 10 (6.54%) Machine Learning Scientist
8 5 (3.27%) Algorithmic Trading Developer
8 5 (3.27%) Data Engineer
8 5 (3.27%) R Developer
8 5 (3.27%) Senior C++ Developer
8 5 (3.27%) Senior C++ Quantitative Developer
8 5 (3.27%) Senior Data Scientist
8 5 (3.27%) Senior Developer
8 5 (3.27%) Senior Quantitative Developer
9 4 (2.61%) C++ Developer - Algorithmic Trading
9 4 (2.61%) Technical Leader
10 3 (1.96%) DevOps Engineer
10 3 (1.96%) Linux DevOps Engineer
10 3 (1.96%) Machine Learning Developer
Libraries, Frameworks & Software Standards
1 92 (60.13%) Pandas
2 73 (47.71%) SciPy
3 39 (25.49%) scikit-learn
4 33 (21.57%) Matplotlib
5 19 (12.42%) Boost C++ Libraries
5 19 (12.42%) Pyramid
5 19 (12.42%) STL
6 15 (9.80%) Django
7 14 (9.15%) D3.js
8 12 (7.84%) AngularJS
8 12 (7.84%) Flask
8 12 (7.84%) Highcharts JS
8 12 (7.84%) OpenGL
9 10 (6.54%) Web Services
10 8 (5.23%) scikit-cuda
10 8 (5.23%) Theano
11 7 (4.58%) Esper
11 7 (4.58%) SQLAlchemy
12 6 (3.92%) Celery
13 5 (3.27%) MLlib
Miscellaneous
1 70 (45.75%) Computer Science
2 38 (24.84%) Algorithms
2 38 (24.84%) Hedge funds
3 29 (18.95%) Mathematics
4 24 (15.69%) Statistics
4 24 (15.69%) Visualisation
5 22 (14.38%) Physics
6 21 (13.73%) Analytical Skills
7 15 (9.80%) CUDA
7 15 (9.80%) Data Structures
8 13 (8.50%) Fintech
9 7 (4.58%) Neural Network
10 6 (3.92%) Artificial Intelligence
11 5 (3.27%) Field-Programmable Gate Array
12 4 (2.61%) Client/Server
13 3 (1.96%) Clustering
13 3 (1.96%) PMI
14 2 (1.31%) Biometrics
14 2 (1.31%) Equities
14 2 (1.31%) Foreign Exchange (FX)
Operating Systems
1 47 (30.72%) Linux
2 21 (13.73%) Windows
3 20 (13.07%) Unix
4 1 (0.65%) CentOS
4 1 (0.65%) Debian
4 1 (0.65%) Red Hat Enterprise Linux
4 1 (0.65%) Ubuntu
Processes & Methodologies
1 60 (39.22%) Machine Learning
2 40 (26.14%) Agile Software Development
3 36 (23.53%) TDD
4 30 (19.61%) Software Engineering
5 27 (17.65%) Low Latency
6 26 (16.99%) OO
7 24 (15.69%) Continuous Integration
8 21 (13.73%) Analytics
8 21 (13.73%) Multithreading
9 19 (12.42%) Unit Testing
10 18 (11.76%) Risk Management
11 17 (11.11%) Performance Optimisation
11 17 (11.11%) Refactoring
12 15 (9.80%) BDD
12 15 (9.80%) Web Development
13 12 (7.84%) High Availability
13 12 (7.84%) Multithreaded Programming
13 12 (7.84%) Proprietary Trading
14 11 (7.19%) DevOps
14 11 (7.19%) Investment Management
Programming Languages
1 151 (98.69%) Python
2 72 (47.06%) C++
3 60 (39.22%) SQL
4 37 (24.18%) R
5 21 (13.73%) Java
6 19 (12.42%) C
7 17 (11.11%) Ruby
8 16 (10.46%) JavaScript
9 11 (7.19%) MATLAB
10 10 (6.54%) C#
11 8 (5.23%) Scala
12 5 (3.27%) Bash Shell
13 4 (2.61%) Cython
14 1 (0.65%) Erlang
14 1 (0.65%) Haskell
Qualifications
1 64 (41.83%) Degree
2 36 (23.53%) PhD
3 3 (1.96%) PMI Certification
Quality Assurance & Compliance
1 2 (1.31%) QA
2 1 (0.65%) Data Quality
System Software
1 4 (2.61%) HDFS
2 3 (1.96%) Docker
3 2 (1.31%) Apache Flume
Systems Management
1 4 (2.61%) Opscode Chef
2 2 (1.31%) Ansible
Vendors
1 12 (7.84%) Oracle
2 7 (4.58%) Google
3 4 (2.61%) Rackspace
3 4 (2.61%) VocaLink
4 3 (1.96%) Cloudera
4 3 (1.96%) Hortonworks
4 3 (1.96%) Red Hat
5 1 (0.65%) Tableau
London
Durlston Partners
Salary: From £60,000 to £120,000 per annum + Bonus + Benefits
Posted: Yesterday
Central London / West End
Client Server
Salary: £25k to £35k + benefits
Posted: 2 days ago
Central London / West End
Pimlico Banks Recruitment
Salary: From £65,000 to £85,000 per annum + Excellent Benefits
Posted: 3 days ago
City, London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 3 days ago
London
Reco Group
Salary: £65,000 - £85,000 per year
Posted: 2 days ago
London
Oliver Bernard
Salary: £80000 - £100000 per annum + bonus, shares
Posted: 4 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 3 days ago
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: 4 days ago
City, London
Quant Capital
Salary: Up to £80,000 per annum + benefits
Posted: 4 days ago
London
CPS Group UK
Salary: £45000 - £60000 per annum
Posted: 4 days ago
London
OHO Group Ltd.
Salary: £55000 - £65000 per annum
Posted: 9 days ago
London
Data Inc UK Ltd
Salary: Competitive
Posted: 6 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 10 days ago
London
OHO Group Ltd.
Salary: £45000 - £65000 per annum, Benefits: Share Options
Posted: 12 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 17 days ago