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 6 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
6 Dec 2016
Same period 2015 Same period 2014
NumPy
Rank 800 865 943
Rank change year-on-year
+65 +78
Permanent jobs citing NumPy 86 80 36
As % of all permanent IT jobs located in the UK 0.094% 0.075% 0.032%
As % of the Libraries, Frameworks & Software Standards category 0.24% 0.20% 0.086%
Number of salaries quoted 73 68 35
Median salary £85,000 £70,000 £60,000
Median salary % change year-on-year
+21.42% +16.66%
90% offered a salary of more than £45,000 £32,000 £41,000
10% offered a salary of more than £112,500 £94,000 £78,000
UK excluding London median salary £60,000 £62,500 £50,000
% change year-on-year
-4.00% +25.00%

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
35924 40771 41917
As % of all permanent IT jobs located in the UK 39.14% 38.35% 37.03%
Number of salaries quoted 31017 34974 36029
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year
- +5.88%
90% offered a salary of more than £31,500 £30,459 £30,000
10% offered a salary of more than £70,000 £62,500 £67,500
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year
+6.25% -

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 6 December 2016 within the UK.

NumPy Salary Histogram in the UK

NumPy
Top 17 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 6 December 2016. 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
(Click see detailed
statistics and trends)
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 +65 82 £85,000 +21.42% 20
London +78 77 £95,000 +35.71% 15
City of London +43 23 £80,000 -3.03% 3
Glasgow - 4 - -
Scotland - 4 - -
North East - 2 £53,750 -
Durham - 2 £53,750 -
South East +56 1 £60,000 -17.24% 1
Oxford +21 1 £60,000 -17.24%
Oxfordshire +17 1 £60,000 -17.24%
South West +3 1 £45,000 +57.89%
North Yorkshire - 1 £62,500 -
Bristol - 1 £45,000 -
Yorkshire - 1 £62,500 - 1
Darlington - 1 £60,000 -
Stockton-on-Tees - 1 £47,500 -
Middlesbrough - 1 £62,500 -

NumPy
Top 30 Related IT Skills

For the 6 months to 6 December 2016, 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.

1 134 (95.04%) Python
2 71 (50.35%) Pandas
3 70 (49.65%) Finance
4 69 (48.94%) C++
4 69 (48.94%) Degree
5 65 (46.10%) SciPy
6 62 (43.97%) Machine Learning
7 61 (43.26%) Computer Science
8 44 (31.21%) Linux
9 40 (28.37%) Algorithms
10 39 (27.66%) R
11 38 (26.95%) SQL
12 37 (26.24%) Agile Software Development
13 35 (24.82%) scikit-learn
14 32 (22.70%) PhD
15 31 (21.99%) MongoDB
16 30 (21.28%) Mathematics
17 29 (20.57%) Hedge funds
17 29 (20.57%) Analytical Skills
18 27 (19.15%) Low Latency
18 27 (19.15%) NoSQL
18 27 (19.15%) Software Engineering
19 26 (18.44%) TDD
20 25 (17.73%) Statistics
21 24 (17.02%) Unix
21 24 (17.02%) Hadoop
22 23 (16.31%) Java
22 23 (16.31%) Physics
23 22 (15.60%) Ruby
23 22 (15.60%) Big Data

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 20 (14.18%) IPython
2 10 (7.09%) Apache Spark
3 7 (4.96%) SAS
4 4 (2.84%) Apache
4 4 (2.84%) Apache Pig
5 2 (1.42%) Elasticsearch
6 1 (0.71%) Confluence
6 1 (0.71%) Jupyter
6 1 (0.71%) Tornado
6 1 (0.71%) Zope
Applications
1 5 (3.55%) Chatbot
2 4 (2.84%) GNU Octave
2 4 (2.84%) SPSS
3 3 (2.13%) Stata
Business Applications
1 1 (0.71%) Front Arena
Cloud Services
1 15 (10.64%) GitHub
2 14 (9.93%) Amazon AWS
3 10 (7.09%) PaaS
4 8 (5.67%) Amazon EC2
4 8 (5.67%) Amazon S3
5 5 (3.55%) Cloud Computing
6 4 (2.84%) Amazon CloudWatch
6 4 (2.84%) Google Cloud Platform
6 4 (2.84%) IaaS
6 4 (2.84%) Microsoft Azure
7 3 (2.13%) Amazon EMR
7 3 (2.13%) AWS Data Pipeline
8 1 (0.71%) Route 53
Communications & Networking
1 1 (0.71%) AMQP
1 1 (0.71%) HTTP
1 1 (0.71%) Internet
1 1 (0.71%) IPv4
1 1 (0.71%) MQTT
1 1 (0.71%) Wi-Fi
Database & Business Intelligence
1 31 (21.99%) MongoDB
2 27 (19.15%) NoSQL
3 24 (17.02%) Hadoop
4 22 (15.60%) Big Data
5 18 (12.77%) Data Mining
6 10 (7.09%) Apache Hive
6 10 (7.09%) SQL Server
7 9 (6.38%) Apache Cassandra
7 9 (6.38%) PostgreSQL
8 8 (5.67%) MySQL
9 7 (4.96%) HBase
10 6 (4.26%) Data Warehouse
10 6 (4.26%) HDInsight
11 5 (3.55%) Relational Database
12 4 (2.84%) Flink
12 4 (2.84%) KDB
13 3 (2.13%) Amazon RDS
13 3 (2.13%) Amazon Redshift
13 3 (2.13%) Redis
14 2 (1.42%) Sqoop
Development Applications
1 13 (9.22%) Git (software)
2 8 (5.67%) Jenkins
2 8 (5.67%) Maven
3 4 (2.84%) Mercurial
3 4 (2.84%) MSBuild
3 4 (2.84%) TeamCity
4 2 (1.42%) Subversion
5 1 (0.71%) Bitbucket
5 1 (0.71%) JIRA
5 1 (0.71%) PyUnit
General
1 70 (49.65%) Finance
2 9 (6.38%) Front Office
3 7 (4.96%) Banking
3 7 (4.96%) Marketing
4 3 (2.13%) Telecoms
5 2 (1.42%) Investment Banking
6 1 (0.71%) Aerospace
6 1 (0.71%) Back Office
6 1 (0.71%) Billing
6 1 (0.71%) Music Industry
Job Titles
1 73 (51.77%) Developer
2 66 (46.81%) Python Developer
3 38 (26.95%) Data Scientist
4 32 (22.70%) C++ Developer
5 18 (12.77%) Quantitative Developer
6 15 (10.64%) C++ Quantitative Developer
7 11 (7.80%) Machine Learning Scientist
8 7 (4.96%) Senior Developer
9 6 (4.26%) Senior C++ Developer
9 6 (4.26%) Senior C++ Quantitative Developer
9 6 (4.26%) Senior Data Scientist
9 6 (4.26%) Senior Quantitative Developer
10 5 (3.55%) R Developer
11 4 (2.84%) Data Engineer
11 4 (2.84%) Programmer
11 4 (2.84%) Python Programmer
11 4 (2.84%) Technical Leader
12 3 (2.13%) Algorithmic Trading Developer
12 3 (2.13%) Machine Learning Developer
13 2 (1.42%) DevOps Engineer
Libraries, Frameworks & Software Standards
1 71 (50.35%) Pandas
2 65 (46.10%) SciPy
3 35 (24.82%) scikit-learn
4 19 (13.48%) Boost C++ Libraries
4 19 (13.48%) Matplotlib
4 19 (13.48%) STL
5 13 (9.22%) Django
6 12 (8.51%) AngularJS
6 12 (8.51%) Pyramid
7 10 (7.09%) OpenGL
7 10 (7.09%) Web Services
8 9 (6.38%) Flask
8 9 (6.38%) Theano
9 8 (5.67%) Celery
9 8 (5.67%) scikit-cuda
10 7 (4.96%) Esper
11 6 (4.26%) Node.js
11 6 (4.26%) REST
12 5 (3.55%) .NET
12 5 (3.55%) OpenCL
Miscellaneous
1 61 (43.26%) Computer Science
2 40 (28.37%) Algorithms
3 30 (21.28%) Mathematics
4 29 (20.57%) Analytical Skills
4 29 (20.57%) Hedge funds
5 25 (17.73%) Statistics
6 23 (16.31%) Physics
7 21 (14.89%) Visualisation
8 15 (10.64%) CUDA
9 13 (9.22%) Fintech
10 10 (7.09%) Neural Network
11 9 (6.38%) Data Structures
12 7 (4.96%) Artificial Intelligence
13 4 (2.84%) Client/Server
13 4 (2.84%) Hybrid Cloud
13 4 (2.84%) Public Cloud
14 3 (2.13%) Clustering
14 3 (2.13%) Field-Programmable Gate Array
14 3 (2.13%) Foreign Exchange (FX)
14 3 (2.13%) PMI
Operating Systems
1 44 (31.21%) Linux
2 24 (17.02%) Unix
3 16 (11.35%) Windows
4 1 (0.71%) Android
4 1 (0.71%) Apple iOS
4 1 (0.71%) CentOS
4 1 (0.71%) Debian
4 1 (0.71%) Red Hat Enterprise Linux
4 1 (0.71%) Ubuntu
Processes & Methodologies
1 62 (43.97%) Machine Learning
2 37 (26.24%) Agile Software Development
3 27 (19.15%) Low Latency
3 27 (19.15%) Software Engineering
4 26 (18.44%) TDD
5 22 (15.60%) Analytics
6 21 (14.89%) Multithreading
7 20 (14.18%) Continuous Integration
7 20 (14.18%) OO
8 19 (13.48%) Risk Management
9 18 (12.77%) Performance Optimisation
10 14 (9.93%) Data Analysis
11 13 (9.22%) Proprietary Trading
12 11 (7.80%) Deep Learning
12 11 (7.80%) Refactoring
12 11 (7.80%) Scrum
12 11 (7.80%) Statistical Modelling
12 11 (7.80%) Systematic Trading
12 11 (7.80%) Unit Testing
13 10 (7.09%) Investment Management
Programming Languages
1 134 (95.04%) Python
2 69 (48.94%) C++
3 39 (27.66%) R
4 38 (26.95%) SQL
5 23 (16.31%) Java
6 22 (15.60%) Ruby
7 20 (14.18%) C
8 15 (10.64%) MATLAB
9 11 (7.80%) JavaScript
10 9 (6.38%) C#
11 7 (4.96%) Scala
12 5 (3.55%) Bash Shell
13 4 (2.84%) Perl
14 3 (2.13%) Cython
15 2 (1.42%) Haskell
16 1 (0.71%) Clojure
16 1 (0.71%) Erlang
16 1 (0.71%) Lua
Qualifications
1 69 (48.94%) Degree
2 32 (22.70%) PhD
3 3 (2.13%) PMI Certification
System Software
1 6 (4.26%) Apache Flume
1 6 (4.26%) Docker
2 4 (2.84%) HDFS
Systems Management
1 4 (2.84%) Kubernetes
1 4 (2.84%) Mesos
1 4 (2.84%) Opscode Chef
2 2 (1.42%) Ansible
Vendors
1 7 (4.96%) Oracle
2 4 (2.84%) Google
2 4 (2.84%) Rackspace
2 4 (2.84%) Splunk
3 3 (2.13%) Cloudera
3 3 (2.13%) Hortonworks
3 3 (2.13%) VocaLink
4 2 (1.42%) Red Hat
Bedford, Bedfordshire
Big Red Recruitment
Salary: £20000 - £30000 per annum + birthday off, bonus scheme etc
Posted: 9 hours ago
City, London
E-synergy Solutions
Salary: £60000 - £80000 per annum + benefits
Posted: 56 minutes ago
City, London
ANSON MCCADE
Salary: £35,000 - £45,000 + extensive benefits package
Posted: Yesterday
Leeds, West Yorkshire
Verticality Ltd
Salary: £20000 - £30000 per annum
Posted: 2 hours ago
London
ARC IT Recruitment Ltd
Salary: £DOE
Posted: 4 days ago
London
Oho Group Ltd.
Salary: £45000 - £60000 per annum, Benefits Share options
Posted: 5 days ago
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: 4 days ago
London
Oho Group Ltd.
Salary: £45000 - £60000 per annum
Posted: 5 days ago
City, London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 5 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 5 days ago
City, London
Eames Consulting
Salary: £50000 - £70000 per annum + Benefits
Posted: 5 days ago
Cambridge
Spencer Ogden
Salary: £90000 - £100000 per annum
Posted: 5 days ago
London
Spencer Ogden
Salary: £90000 - £100000 per annum
Posted: 5 days ago
Cambridge
Computer Futures
Salary: £60000 - £85000 per annum + competitive benefits
Posted: 7 days ago
London
Client Server
Salary: £30k to £40k + benefits
Posted: 13 days ago
London
Harrington Starr
Salary: £70000 - £85000 per annum + Benefits + Bonus
Posted: 6 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
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London
Client Server
Salary: £30000 - £40000 per annum + benefits
Posted: 20 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
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London
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Salary: £75000 - £150000 per annum + bonus + benefits
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