The table below looks at the statistics for NumPy skills in IT jobs advertised across the UK. 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
UK
Rank 758 836 923
Rank change year-on-year
+78 +87
Permanent jobs citing NumPy 95 111 26
As % of all permanent IT jobs located in the UK 0.11% 0.11% 0.025%
As % of the Libraries, Frameworks & Software Standards category 0.29% 0.29% 0.067%
Number of salaries quoted 74 94 24
Median salary £81,500 £65,000 £65,000
Median salary % change year-on-year
+25.38% -
90% offered a salary of more than £32,500 £32,500 £44,000
10% offered a salary of more than £112,500 £108,000 £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 across the UK.

Libraries, Frameworks & Software Standards Category
UK
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
32797 38272 39058
As % of all permanent IT jobs located in the UK 39.51% 38.13% 37.27%
Number of salaries quoted 28327 32955 33682
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year
- +5.88%
90% offered a salary of more than £32,000 £31,500 £30,000
10% offered a salary of more than £70,000 £65,000 £67,500
UK excluding London median salary £42,500 £42,000 £40,000
% change year-on-year
+1.19% +5.00%

NumPy
Jobs Demand Trend

The demand trend of job ads citing NumPy as a proportion of all IT jobs with a match in the Libraries, Frameworks & Software Standards category.

NumPy Jobs Demand Trend in the UK

NumPy
Salary Trend

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

NumPy Salary Trend in the UK

NumPy
Salary Histogram

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

NumPy Salary Histogram in the UK

NumPy
Top 13 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 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
England +70 91 £81,500 +25.38% 19
London +54 84 £90,000 +28.57% 17
City of London +62 22 £75,000 -9.09% 4
South East +58 4 £25,000 -65.51% 1
Glasgow - 4 - -
Scotland - 4 - -
Milton Keynes - 4 £25,000 -
Buckinghamshire - 4 £25,000 -
Yorkshire - 2 £25,000 -
Leeds - 2 £25,000 -
West Yorkshire - 2 £25,000 -
South West +15 1 £45,000 +40.62%
Bristol - 1 £45,000 -

NumPy
Top 30 Related IT Skills

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 with a requirement for NumPy.

1 163 (96.45%) Python
2 96 (56.80%) Pandas
3 83 (49.11%) Finance
4 79 (46.75%) SciPy
5 76 (44.97%) Degree
6 74 (43.79%) C++
7 73 (43.20%) Computer Science
8 64 (37.87%) SQL
9 63 (37.28%) Machine Learning
10 52 (30.77%) Linux
11 48 (28.40%) Agile Software Development
12 45 (26.63%) Algorithms
13 41 (24.26%) R
14 40 (23.67%) Software Engineering
15 39 (23.08%) scikit-learn
16 38 (22.49%) MongoDB
16 38 (22.49%) NoSQL
16 38 (22.49%) Hedge funds
17 37 (21.89%) TDD
18 36 (21.30%) PhD
19 33 (19.53%) Matplotlib
20 30 (17.75%) Mathematics
20 30 (17.75%) Analytics
21 28 (16.57%) Continuous Integration
22 27 (15.98%) OO
22 27 (15.98%) Low Latency
23 26 (15.38%) Windows
23 26 (15.38%) Java
24 25 (14.79%) Unix
25 24 (14.20%) Statistics

NumPy
Top Related 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 22 (13.02%) IPython
2 13 (7.69%) Apache Spark
3 9 (5.33%) SAS
4 6 (3.55%) Apache
5 4 (2.37%) Apache Pig
6 1 (0.59%) Elasticsearch
6 1 (0.59%) Jupyter
6 1 (0.59%) Tornado
6 1 (0.59%) Zope
Applications
1 6 (3.55%) SPSS
2 5 (2.96%) GNU Octave
2 5 (2.96%) Stata
3 3 (1.78%) Chatbot
4 2 (1.18%) Weka
Business Applications
1 1 (0.59%) Front Arena
Cloud Services
1 18 (10.65%) GitHub
2 14 (8.28%) Amazon AWS
3 8 (4.73%) Amazon EC2
3 8 (4.73%) Amazon S3
4 7 (4.14%) PaaS
5 6 (3.55%) Google Cloud Platform
6 5 (2.96%) Cloud Computing
7 4 (2.37%) Amazon CloudWatch
7 4 (2.37%) Amazon EMR
7 4 (2.37%) IaaS
7 4 (2.37%) Microsoft Azure
8 3 (1.78%) AWS Data Pipeline
9 1 (0.59%) Google Analytics
Communications & Networking
1 1 (0.59%) HTTP
Database & Business Intelligence
1 38 (22.49%) MongoDB
1 38 (22.49%) NoSQL
2 23 (13.61%) Hadoop
3 21 (12.43%) Data Mining
4 20 (11.83%) Big Data
5 12 (7.10%) SQL Server
6 11 (6.51%) Apache Hive
7 10 (5.92%) MySQL
8 9 (5.33%) Apache Cassandra
8 9 (5.33%) PostgreSQL
9 7 (4.14%) Relational Database
10 6 (3.55%) HBase
11 5 (2.96%) KDB
12 4 (2.37%) Amazon Redshift
12 4 (2.37%) Flink
13 3 (1.78%) Amazon RDS
13 3 (1.78%) Data Warehouse
13 3 (1.78%) HDInsight
13 3 (1.78%) Redis
14 2 (1.18%) Sqoop
Development Applications
1 23 (13.61%) Git (software)
2 11 (6.51%) Mercurial
3 8 (4.73%) Jenkins
3 8 (4.73%) Maven
4 4 (2.37%) MSBuild
4 4 (2.37%) TeamCity
5 3 (1.78%) Team Foundation Server
6 2 (1.18%) JIRA
6 2 (1.18%) Selenium
6 2 (1.18%) Subversion
6 2 (1.18%) WebDriver
7 1 (0.59%) PyUnit
General
1 83 (49.11%) Finance
2 8 (4.73%) Front Office
3 5 (2.96%) Banking
4 4 (2.37%) Marketing
5 3 (1.78%) Financial Institution
5 3 (1.78%) Telecoms
6 2 (1.18%) Games
7 1 (0.59%) Aerospace
7 1 (0.59%) Back Office
7 1 (0.59%) Music Industry
Job Titles
1 89 (52.66%) Developer
2 83 (49.11%) Python Developer
3 45 (26.63%) Data Scientist
4 32 (18.93%) C++ Developer
5 18 (10.65%) Quantitative Developer
6 12 (7.10%) C++ Quantitative Developer
7 10 (5.92%) Machine Learning Scientist
8 5 (2.96%) Algorithmic Trading Developer
8 5 (2.96%) Data Engineer
8 5 (2.96%) Junior
8 5 (2.96%) R Developer
8 5 (2.96%) Senior C++ Developer
8 5 (2.96%) Senior C++ Quantitative Developer
8 5 (2.96%) Senior Data Scientist
8 5 (2.96%) Senior Developer
8 5 (2.96%) Senior Quantitative Developer
9 4 (2.37%) C++ Developer - Algorithmic Trading
9 4 (2.37%) Junior Developer
9 4 (2.37%) Software Engineer
9 4 (2.37%) Technical Leader
Libraries, Frameworks & Software Standards
1 96 (56.80%) Pandas
2 79 (46.75%) SciPy
3 39 (23.08%) scikit-learn
4 33 (19.53%) Matplotlib
5 19 (11.24%) Boost C++ Libraries
5 19 (11.24%) Django
5 19 (11.24%) Pyramid
5 19 (11.24%) STL
6 14 (8.28%) D3.js
7 12 (7.10%) AngularJS
7 12 (7.10%) Flask
7 12 (7.10%) Highcharts JS
7 12 (7.10%) OpenGL
8 10 (5.92%) Celery
8 10 (5.92%) REST
8 10 (5.92%) Web Services
9 8 (4.73%) scikit-cuda
9 8 (4.73%) Theano
10 7 (4.14%) Esper
10 7 (4.14%) SQLAlchemy
Miscellaneous
1 73 (43.20%) Computer Science
2 45 (26.63%) Algorithms
3 38 (22.49%) Hedge funds
4 30 (17.75%) Mathematics
5 24 (14.20%) Analytical Skills
5 24 (14.20%) Statistics
5 24 (14.20%) Visualisation
6 22 (13.02%) Physics
7 15 (8.88%) CUDA
7 15 (8.88%) Data Structures
8 13 (7.69%) Fintech
9 7 (4.14%) Neural Network
10 6 (3.55%) Artificial Intelligence
11 5 (2.96%) Field-Programmable Gate Array
12 4 (2.37%) Client/Server
12 4 (2.37%) Hybrid Cloud
12 4 (2.37%) Public Cloud
13 3 (1.78%) Clustering
13 3 (1.78%) PMI
14 2 (1.18%) Equities
Operating Systems
1 52 (30.77%) Linux
2 26 (15.38%) Windows
3 25 (14.79%) Unix
4 1 (0.59%) CentOS
4 1 (0.59%) Debian
4 1 (0.59%) Red Hat Enterprise Linux
4 1 (0.59%) Ubuntu
Processes & Methodologies
1 63 (37.28%) Machine Learning
2 48 (28.40%) Agile Software Development
3 40 (23.67%) Software Engineering
4 37 (21.89%) TDD
5 30 (17.75%) Analytics
6 28 (16.57%) Continuous Integration
7 27 (15.98%) Low Latency
7 27 (15.98%) OO
8 21 (12.43%) Multithreading
9 19 (11.24%) Unit Testing
10 18 (10.65%) Risk Management
11 17 (10.06%) Performance Optimisation
11 17 (10.06%) Refactoring
12 15 (8.88%) BDD
12 15 (8.88%) Web Development
13 13 (7.69%) Data Analysis
14 12 (7.10%) High Availability
14 12 (7.10%) Investment Management
14 12 (7.10%) Multithreaded Programming
14 12 (7.10%) Proprietary Trading
Programming Languages
1 163 (96.45%) Python
2 74 (43.79%) C++
3 64 (37.87%) SQL
4 41 (24.26%) R
5 26 (15.38%) Java
6 21 (12.43%) Ruby
7 19 (11.24%) C
8 16 (9.47%) JavaScript
9 15 (8.88%) MATLAB
10 10 (5.92%) C#
11 8 (4.73%) Scala
12 6 (3.55%) Bash Shell
13 4 (2.37%) Cython
13 4 (2.37%) Perl
14 1 (0.59%) Erlang
14 1 (0.59%) Haskell
Qualifications
1 76 (44.97%) Degree
2 36 (21.30%) PhD
3 3 (1.78%) PMI Certification
Quality Assurance & Compliance
1 4 (2.37%) QA
2 2 (1.18%) SDET
3 1 (0.59%) Data Quality
System Software
1 7 (4.14%) Docker
2 6 (3.55%) Apache Flume
3 4 (2.37%) HDFS
Systems Management
1 4 (2.37%) Kubernetes
1 4 (2.37%) Mesos
1 4 (2.37%) Opscode Chef
2 2 (1.18%) Ansible
Vendors
1 14 (8.28%) Oracle
2 7 (4.14%) Google
3 4 (2.37%) Rackspace
3 4 (2.37%) Splunk
3 4 (2.37%) VocaLink
4 3 (1.78%) Cloudera
4 3 (1.78%) Hortonworks
4 3 (1.78%) Red Hat
5 1 (0.59%) 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
Cambridge, Cambridgeshire
ECM Selection
Salary: to £65k + excellent benefits
Posted: 17 days ago