The table below looks at the statistics for NumPy skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited NumPy over the 3 months to 3 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
3 Dec 2016
Same period 2015 Same period 2014
NumPy
Rank 774 856 928
Rank change year-on-year
+82 +72
Permanent jobs citing NumPy 82 74 33
As % of all permanent IT jobs located in England 0.098% 0.074% 0.031%
As % of the Libraries, Frameworks & Software Standards category 0.25% 0.19% 0.083%
Number of salaries quoted 73 62 32
Median salary £85,000 £70,000 £56,250
Median salary % change year-on-year
+21.42% +24.44%
90% offered a salary of more than £43,000 £32,000 £40,250
10% offered a salary of more than £112,500 £97,000 £79,500
UK excluding London median salary £60,000 £47,250 £50,000
% change year-on-year
+26.98% -5.50%
NumPy
UK

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 England region.

Libraries, Frameworks & Software Standards Category
England
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
32780 38831 39911
As % of all permanent IT jobs located in England 39.10% 38.63% 36.99%
Number of salaries quoted 28514 33561 34497
Median salary £46,614 £45,000 £42,500
Median salary % change year-on-year
+3.58% +5.88%
90% offered a salary of more than £32,000 £30,500 £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 in England

The demand trend of job ads across the England 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 England

NumPy
Salary Trend in England

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

NumPy Salary Trend in England

NumPy
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing NumPy across the England region over the 3 months to 3 December 2016.

NumPy Salary Histogram in England

NumPy
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the England region over the 3 months to 3 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
London +86 77 £95,000 +35.71% 19
North East - 2 £53,750 -
South East +67 1 £60,000 -17.24%
South West +5 1 £45,000 +57.89%
Yorkshire - 1 £62,500 -
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 3 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 across the England region with a requirement for NumPy.

1 130 (94.89%) Python
2 71 (51.82%) Pandas
3 69 (50.36%) C++
4 66 (48.18%) Finance
4 66 (48.18%) Degree
5 62 (45.26%) Computer Science
5 62 (45.26%) SciPy
5 62 (45.26%) Machine Learning
6 41 (29.93%) Algorithms
7 40 (29.20%) R
7 40 (29.20%) Linux
8 38 (27.74%) SQL
9 35 (25.55%) scikit-learn
10 33 (24.09%) PhD
11 32 (23.36%) Agile Software Development
12 31 (22.63%) Mathematics
12 31 (22.63%) MongoDB
13 30 (21.90%) Analytical Skills
14 29 (21.17%) Hedge funds
15 28 (20.44%) NoSQL
16 27 (19.71%) Low Latency
17 26 (18.98%) TDD
18 25 (18.25%) Statistics
19 23 (16.79%) Software Engineering
20 22 (16.06%) Physics
20 22 (16.06%) Visualisation
21 21 (15.33%) Multithreading
21 21 (15.33%) OO
22 20 (14.60%) C
22 20 (14.60%) Unix

NumPy
Top Related IT Skills in England 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 (14.60%) IPython
2 8 (5.84%) SAS
3 6 (4.38%) Apache Spark
4 4 (2.92%) Apache
5 2 (1.46%) Elasticsearch
6 1 (0.73%) Confluence
6 1 (0.73%) Jupyter
6 1 (0.73%) Tornado
6 1 (0.73%) Zope
Applications
1 5 (3.65%) Chatbot
1 5 (3.65%) SPSS
2 4 (2.92%) GNU Octave
3 3 (2.19%) Stata
4 1 (0.73%) Weka
Business Applications
1 1 (0.73%) Front Arena
Cloud Services
1 15 (10.95%) GitHub
2 10 (7.30%) Amazon AWS
3 6 (4.38%) PaaS
4 5 (3.65%) Cloud Computing
5 4 (2.92%) Amazon EC2
5 4 (2.92%) Amazon S3
5 4 (2.92%) Google Cloud Platform
6 3 (2.19%) Amazon EMR
6 3 (2.19%) AWS Data Pipeline
7 1 (0.73%) Route 53
Communications & Networking
1 1 (0.73%) AMQP
1 1 (0.73%) HTTP
1 1 (0.73%) Internet
1 1 (0.73%) IPv4
1 1 (0.73%) MQTT
1 1 (0.73%) Wi-Fi
Database & Business Intelligence
1 31 (22.63%) MongoDB
2 28 (20.44%) NoSQL
3 20 (14.60%) Hadoop
4 19 (13.87%) Big Data
4 19 (13.87%) Data Mining
5 11 (8.03%) SQL Server
6 9 (6.57%) Apache Cassandra
6 9 (6.57%) MySQL
6 9 (6.57%) PostgreSQL
7 7 (5.11%) HBase
8 6 (4.38%) Apache Hive
8 6 (4.38%) Data Warehouse
8 6 (4.38%) HDInsight
8 6 (4.38%) Relational Database
9 4 (2.92%) KDB
10 3 (2.19%) Amazon RDS
10 3 (2.19%) Amazon Redshift
10 3 (2.19%) Redis
11 2 (1.46%) Sqoop
12 1 (0.73%) Text Mining
Development Applications
1 13 (9.49%) Git (software)
2 8 (5.84%) Maven
3 4 (2.92%) Jenkins
3 4 (2.92%) Mercurial
3 4 (2.92%) MSBuild
3 4 (2.92%) TeamCity
4 2 (1.46%) Subversion
5 1 (0.73%) Bitbucket
5 1 (0.73%) JIRA
5 1 (0.73%) PyUnit
General
1 66 (48.18%) Finance
2 9 (6.57%) Front Office
3 7 (5.11%) Banking
3 7 (5.11%) Marketing
4 3 (2.19%) Telecoms
5 2 (1.46%) Investment Banking
6 1 (0.73%) Aerospace
6 1 (0.73%) Back Office
6 1 (0.73%) Billing
6 1 (0.73%) Music Industry
Job Titles
1 73 (53.28%) Developer
2 66 (48.18%) Python Developer
3 38 (27.74%) Data Scientist
4 32 (23.36%) C++ Developer
5 18 (13.14%) Quantitative Developer
6 15 (10.95%) C++ Quantitative Developer
7 11 (8.03%) Machine Learning Scientist
8 7 (5.11%) Senior Data Scientist
8 7 (5.11%) Senior Developer
9 6 (4.38%) Senior C++ Developer
9 6 (4.38%) Senior C++ Quantitative Developer
9 6 (4.38%) Senior Quantitative Developer
10 5 (3.65%) R Developer
11 4 (2.92%) Data Engineer
11 4 (2.92%) Programmer
11 4 (2.92%) Python Programmer
11 4 (2.92%) Technical Leader
12 3 (2.19%) Algorithmic Trading Developer
12 3 (2.19%) Machine Learning Developer
13 2 (1.46%) Python/Django Developer
Libraries, Frameworks & Software Standards
1 71 (51.82%) Pandas
2 62 (45.26%) SciPy
3 35 (25.55%) scikit-learn
4 19 (13.87%) Boost C++ Libraries
4 19 (13.87%) Matplotlib
4 19 (13.87%) STL
5 13 (9.49%) Django
6 12 (8.76%) AngularJS
6 12 (8.76%) Pyramid
7 10 (7.30%) OpenGL
7 10 (7.30%) Web Services
8 9 (6.57%) Flask
8 9 (6.57%) Theano
9 8 (5.84%) Celery
9 8 (5.84%) scikit-cuda
10 7 (5.11%) Esper
11 6 (4.38%) Node.js
12 5 (3.65%) .NET
12 5 (3.65%) OpenCL
12 5 (3.65%) TensorFlow
Miscellaneous
1 62 (45.26%) Computer Science
2 41 (29.93%) Algorithms
3 31 (22.63%) Mathematics
4 30 (21.90%) Analytical Skills
5 29 (21.17%) Hedge funds
6 25 (18.25%) Statistics
7 22 (16.06%) Physics
7 22 (16.06%) Visualisation
8 15 (10.95%) CUDA
9 13 (9.49%) Fintech
10 10 (7.30%) Neural Network
11 9 (6.57%) Data Structures
12 8 (5.84%) Artificial Intelligence
13 4 (2.92%) Client/Server
14 3 (2.19%) Clustering
14 3 (2.19%) Equities
14 3 (2.19%) Field-Programmable Gate Array
14 3 (2.19%) Foreign Exchange (FX)
14 3 (2.19%) PMI
15 2 (1.46%) Biometrics
Operating Systems
1 40 (29.20%) Linux
2 20 (14.60%) Unix
3 12 (8.76%) Windows
4 1 (0.73%) Android
4 1 (0.73%) Apple iOS
4 1 (0.73%) CentOS
4 1 (0.73%) Debian
4 1 (0.73%) Red Hat Enterprise Linux
4 1 (0.73%) Ubuntu
Processes & Methodologies
1 62 (45.26%) Machine Learning
2 32 (23.36%) Agile Software Development
3 27 (19.71%) Low Latency
4 26 (18.98%) TDD
5 23 (16.79%) Software Engineering
6 21 (15.33%) Multithreading
6 21 (15.33%) OO
7 19 (13.87%) Risk Management
8 18 (13.14%) Analytics
8 18 (13.14%) Performance Optimisation
9 16 (11.68%) Continuous Integration
10 15 (10.95%) Data Analysis
11 13 (9.49%) Proprietary Trading
12 11 (8.03%) Deep Learning
12 11 (8.03%) Refactoring
12 11 (8.03%) Scrum
12 11 (8.03%) Statistical Modelling
12 11 (8.03%) Systematic Trading
12 11 (8.03%) Unit Testing
13 10 (7.30%) OOD
Programming Languages
1 130 (94.89%) Python
2 69 (50.36%) C++
3 40 (29.20%) R
4 38 (27.74%) SQL
5 20 (14.60%) C
6 19 (13.87%) Java
7 18 (13.14%) Ruby
8 16 (11.68%) MATLAB
9 11 (8.03%) JavaScript
10 9 (6.57%) C#
11 7 (5.11%) Scala
12 5 (3.65%) Bash Shell
13 4 (2.92%) Cython
14 2 (1.46%) Haskell
15 1 (0.73%) Clojure
15 1 (0.73%) Erlang
15 1 (0.73%) Lua
Qualifications
1 66 (48.18%) Degree
2 33 (24.09%) PhD
3 3 (2.19%) PMI Certification
System Software
1 4 (2.92%) HDFS
2 2 (1.46%) Apache Flume
2 2 (1.46%) Docker
Systems Management
1 4 (2.92%) Opscode Chef
2 2 (1.46%) Ansible
Vendors
1 8 (5.84%) Oracle
2 4 (2.92%) Google
2 4 (2.92%) Rackspace
3 3 (2.19%) Cloudera
3 3 (2.19%) Hortonworks
4 2 (1.46%) Red Hat
4 2 (1.46%) VocaLink
5 1 (0.73%) Tableau
London
ARC IT Recruitment Ltd
Salary: £DOE
Posted: Yesterday
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: Yesterday
London
Oho Group Ltd.
Salary: £45000 - £60000 per annum, Benefits Share options
Posted: 2 days ago
London
Oho Group Ltd.
Salary: £45000 - £60000 per annum
Posted: 2 days ago
City, London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 3 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 3 days ago
City, London
ANSON MCCADE
Salary: Up to £45,000, subsidised gym membership, Cycle2Work scheme, company h
Posted: 4 days ago
City, London
Eames Consulting
Salary: £50000 - £70000 per annum + Benefits
Posted: 2 days ago
City, London
ANSON MCCADE
Salary: £35,000 - £45,000 + extensive benefits package
Posted: 4 days ago
City, London
ANSON MCCADE
Salary: Up to £40,000 + Benefits
Posted: 4 days ago
London
SPS Resourcing
Salary: From £80,000 to £95,000 per annum including Excellent Bonus & Benefits
Posted: 4 days ago
London
Harrington Starr
Salary: £75000 - £95000 per annum + Benefits + Bonus
Posted: 4 days ago
Cambridge
Spencer Ogden
Salary: £90000 - £100000 per annum
Posted: 2 days ago
London
Spencer Ogden
Salary: £90000 - £100000 per annum
Posted: 2 days ago
Cambridge
Computer Futures
Salary: £60000 - £85000 per annum + competitive benefits
Posted: 5 days ago
London
Harrington Starr
Salary: £70000 - £85000 per annum + Benefits + Bonus
Posted: 4 days ago
London
Client Server
Salary: £30k to £40k + benefits
Posted: 10 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 10 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 16 days ago
London
Client Server
Salary: £30000 - £40000 per annum + benefits
Posted: 17 days ago
London
Client Server
Salary: £75000 - £150000 per annum + bonus + benefits
Posted: 24 days ago