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 16 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
16 Jan 2017
Same period 2016 Same period 2015
NumPy
UK / England
Rank 736 796 902
Rank change year-on-year
+60 +106
Permanent jobs citing NumPy 90 109 27
As % of all permanent IT jobs located in England 0.11% 0.12% 0.028%
As % of the Libraries, Frameworks & Software Standards category 0.29% 0.31% 0.074%
Number of salaries quoted 73 92 25
Median salary £82,500 £65,000 £65,000
Median salary % change year-on-year
+26.92% -
90% offered a salary of more than £32,500 £32,500 £44,500
10% offered a salary of more than £114,500 £111,000 £115,000
UK excluding London median salary £25,000 £47,250 £52,500
% change year-on-year
-47.08% -10.00%

The following table is for comparison with the above and provides statistics for the entire Libraries, Frameworks & Software Standards category in permanent jobs advertised in the England region.

Libraries, Frameworks & Software Standards Category
England
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
31231 35223 36496
As % of all permanent IT jobs located in England 39.60% 38.36% 37.32%
Number of salaries quoted 27167 30641 31613
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year
- +5.88%
90% offered a salary of more than £32,500 £32,000 £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 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 16 January 2017.

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 16 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
London +69 83 £90,000 +28.57% 24
South East +54 4 £25,000 -65.51% 2
Yorkshire - 2 £25,000 -
South West +9 1 £45,000 +40.62%
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 16 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 England region with a requirement for NumPy.

1 156 (95.71%) Python
2 93 (57.06%) Pandas
3 79 (48.47%) Finance
4 74 (45.40%) C++
5 73 (44.79%) Degree
5 73 (44.79%) Computer Science
6 70 (42.94%) SciPy
7 62 (38.04%) Machine Learning
8 60 (36.81%) SQL
9 48 (29.45%) Linux
10 46 (28.22%) Algorithms
11 44 (26.99%) Agile Software Development
12 41 (25.15%) R
13 39 (23.93%) MongoDB
13 39 (23.93%) Hedge funds
13 39 (23.93%) scikit-learn
14 37 (22.70%) NoSQL
14 37 (22.70%) Software Engineering
15 36 (22.09%) TDD
16 33 (20.25%) PhD
17 32 (19.63%) Matplotlib
18 28 (17.18%) Low Latency
18 28 (17.18%) Mathematics
19 26 (15.95%) OO
19 26 (15.95%) Analytical Skills
20 25 (15.34%) Analytics
20 25 (15.34%) Visualisation
21 24 (14.72%) Continuous Integration
22 22 (13.50%) Statistics
22 22 (13.50%) Java

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 22 (13.50%) IPython
2 9 (5.52%) SAS
3 8 (4.91%) Apache Spark
4 6 (3.68%) Apache
5 1 (0.61%) Elasticsearch
5 1 (0.61%) Jupyter
5 1 (0.61%) Tornado
5 1 (0.61%) Zope
Applications
1 6 (3.68%) SPSS
2 5 (3.07%) GNU Octave
2 5 (3.07%) Stata
3 3 (1.84%) Chatbot
4 2 (1.23%) Weka
Business Applications
1 1 (0.61%) Front Arena
Cloud Services
1 18 (11.04%) GitHub
2 10 (6.13%) Amazon AWS
3 6 (3.68%) Google Cloud Platform
4 5 (3.07%) Cloud Computing
5 4 (2.45%) Amazon EC2
5 4 (2.45%) Amazon EMR
5 4 (2.45%) Amazon S3
5 4 (2.45%) PaaS
6 3 (1.84%) AWS Data Pipeline
7 1 (0.61%) Google Analytics
Communications & Networking
1 1 (0.61%) HTTP
Database & Business Intelligence
1 39 (23.93%) MongoDB
2 37 (22.70%) NoSQL
3 21 (12.88%) Data Mining
4 19 (11.66%) Hadoop
5 15 (9.20%) Big Data
6 12 (7.36%) SQL Server
7 10 (6.13%) MySQL
8 9 (5.52%) Apache Cassandra
8 9 (5.52%) PostgreSQL
9 7 (4.29%) Apache Hive
9 7 (4.29%) HBase
9 7 (4.29%) Relational Database
10 5 (3.07%) KDB
11 4 (2.45%) Amazon Redshift
11 4 (2.45%) Data Warehouse
11 4 (2.45%) HDInsight
12 3 (1.84%) Amazon RDS
12 3 (1.84%) Redis
13 2 (1.23%) Sqoop
14 1 (0.61%) RDBMS
Development Applications
1 22 (13.50%) Git (software)
2 10 (6.13%) Mercurial
3 9 (5.52%) Maven
4 4 (2.45%) Jenkins
4 4 (2.45%) MSBuild
4 4 (2.45%) TeamCity
5 3 (1.84%) Team Foundation Server
6 2 (1.23%) JIRA
6 2 (1.23%) Selenium
6 2 (1.23%) Subversion
6 2 (1.23%) WebDriver
7 1 (0.61%) PyUnit
General
1 79 (48.47%) Finance
2 8 (4.91%) Front Office
3 5 (3.07%) Banking
3 5 (3.07%) Marketing
4 3 (1.84%) Financial Institution
4 3 (1.84%) Telecoms
5 2 (1.23%) Games
6 1 (0.61%) Aerospace
6 1 (0.61%) Back Office
6 1 (0.61%) Music Industry
Job Titles
1 89 (54.60%) Developer
2 82 (50.31%) Python Developer
3 44 (26.99%) Data Scientist
4 33 (20.25%) C++ Developer
5 17 (10.43%) Quantitative Developer
6 12 (7.36%) C++ Quantitative Developer
7 10 (6.13%) Machine Learning Scientist
8 5 (3.07%) Algorithmic Trading Developer
8 5 (3.07%) Data Engineer
8 5 (3.07%) Junior
8 5 (3.07%) R Developer
8 5 (3.07%) Senior C++ Developer
8 5 (3.07%) Senior C++ Quantitative Developer
8 5 (3.07%) Senior Data Scientist
8 5 (3.07%) Senior Developer
8 5 (3.07%) Senior Quantitative Developer
9 4 (2.45%) C++ Developer - Algorithmic Trading
9 4 (2.45%) Programmer
9 4 (2.45%) Python Programmer
9 4 (2.45%) Software Engineer
Libraries, Frameworks & Software Standards
1 93 (57.06%) Pandas
2 70 (42.94%) SciPy
3 39 (23.93%) scikit-learn
4 32 (19.63%) Matplotlib
5 19 (11.66%) Boost C++ Libraries
5 19 (11.66%) Django
5 19 (11.66%) Pyramid
5 19 (11.66%) STL
6 13 (7.98%) AngularJS
6 13 (7.98%) D3.js
7 12 (7.36%) Flask
7 12 (7.36%) OpenGL
8 11 (6.75%) Highcharts JS
9 10 (6.13%) Celery
9 10 (6.13%) Web Services
10 8 (4.91%) Esper
10 8 (4.91%) scikit-cuda
10 8 (4.91%) Theano
11 7 (4.29%) SQLAlchemy
12 6 (3.68%) REST
Miscellaneous
1 73 (44.79%) Computer Science
2 46 (28.22%) Algorithms
3 39 (23.93%) Hedge funds
4 28 (17.18%) Mathematics
5 26 (15.95%) Analytical Skills
6 25 (15.34%) Visualisation
7 22 (13.50%) Statistics
8 21 (12.88%) Physics
9 15 (9.20%) CUDA
10 14 (8.59%) Data Structures
11 12 (7.36%) Fintech
12 7 (4.29%) Neural Network
13 5 (3.07%) Artificial Intelligence
13 5 (3.07%) Field-Programmable Gate Array
14 4 (2.45%) Client/Server
15 3 (1.84%) Clustering
15 3 (1.84%) Equities
15 3 (1.84%) Foreign Exchange (FX)
15 3 (1.84%) PMI
16 2 (1.23%) Biometrics
Operating Systems
1 48 (29.45%) Linux
2 21 (12.88%) Unix
2 21 (12.88%) Windows
3 1 (0.61%) CentOS
3 1 (0.61%) Debian
3 1 (0.61%) Red Hat Enterprise Linux
3 1 (0.61%) Ubuntu
Processes & Methodologies
1 62 (38.04%) Machine Learning
2 44 (26.99%) Agile Software Development
3 37 (22.70%) Software Engineering
4 36 (22.09%) TDD
5 28 (17.18%) Low Latency
6 26 (15.95%) OO
7 25 (15.34%) Analytics
8 24 (14.72%) Continuous Integration
9 21 (12.88%) Multithreading
10 19 (11.66%) Risk Management
11 18 (11.04%) Performance Optimisation
12 17 (10.43%) Refactoring
12 17 (10.43%) Unit Testing
13 14 (8.59%) BDD
13 14 (8.59%) Data Analysis
13 14 (8.59%) Web Development
14 12 (7.36%) Investment Management
14 12 (7.36%) Proprietary Trading
15 11 (6.75%) DevOps
15 11 (6.75%) Systematic Trading
Programming Languages
1 156 (95.71%) Python
2 74 (45.40%) C++
3 60 (36.81%) SQL
4 41 (25.15%) R
5 22 (13.50%) Java
6 20 (12.27%) C
7 18 (11.04%) Ruby
8 15 (9.20%) JavaScript
8 15 (9.20%) MATLAB
9 11 (6.75%) C#
10 7 (4.29%) Scala
11 6 (3.68%) Bash Shell
12 3 (1.84%) Cython
13 1 (0.61%) Erlang
13 1 (0.61%) Haskell
Qualifications
1 73 (44.79%) Degree
2 33 (20.25%) PhD
3 3 (1.84%) PMI Certification
Quality Assurance & Compliance
1 4 (2.45%) QA
2 2 (1.23%) SDET
3 1 (0.61%) Data Quality
System Software
1 4 (2.45%) HDFS
2 3 (1.84%) Docker
3 2 (1.23%) Apache Flume
Systems Management
1 4 (2.45%) Opscode Chef
2 2 (1.23%) Ansible
Vendors
1 13 (7.98%) Oracle
2 7 (4.29%) Google
3 4 (2.45%) Rackspace
3 4 (2.45%) VocaLink
4 3 (1.84%) Cloudera
4 3 (1.84%) Hortonworks
4 3 (1.84%) Red Hat
5 1 (0.61%) Tableau
City, London
TEKsystems
Salary: £50000 - £110000 per annum + Bonus and Benefits
Posted: 2 days ago
City, London
ANSON MCCADE
Salary: Up to £45,000, subsidised gym membership, Cycle2Work scheme, company h
Posted: 3 days ago
London
Oliver Bernard
Salary: £40000 - £70000 per annum + Shares
Posted: 3 days ago
London
TEKsystems
Salary: £70000 - £150000 per annum + PnL + Bonus
Posted: 3 days ago
London
Oho Group Ltd.
Salary: £55000 - £65000 per annum
Posted: 3 days ago
South West London
onezeero.
Salary: £55000 - £75000 per annum
Posted: 3 days ago
Central London / West End
Client Server
Salary: £30k to £40k + benefits
Posted: 4 days ago
City, London
ANSON MCCADE
Salary: Up to £45,000 + Benefits
Posted: 4 days ago
City, London
Client Server
Salary: £75k to £150k + bonus + benefits
Posted: 4 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 4 days ago
London
Morgan McKinley UK
Posted: 3 days ago
City, London
TEKsystems
Salary: £70000 - £110000 per annum + extensive benefits
Posted: 4 days ago
London
Oho Group Ltd.
Salary: £45000 - £60000 per annum, Benefits Share options
Posted: 6 days ago
City, London
Oho Group Ltd.
Salary: £55000 - £62000 per annum
Posted: 6 days ago
London
Oho Group Ltd.
Salary: £45000 - £60000 per annum
Posted: 6 days ago
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: 5 days ago
London
Oho Group Ltd.
Salary: £40000 - £62000 per annum, Benefits Share Options
Posted: 6 days ago
London
Oho Group Ltd.
Salary: £45000 - £65000 per annum, Benefits Share Options
Posted: 6 days ago
Ascot, Berkshire
Stafford-Sharp Associates
Salary: Share options
Posted: 3 days ago
London
Adteq
Salary: From £45,000 to £65,000 per annum + Benefits
Posted: 4 days ago
City, London
Quant Capital
Salary: Up to £75,000 per annum + benefits
Posted: 6 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 11 days ago
London
Adteq
Salary: From £45,000 to £60,000 per annum
Posted: 4 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to £65k + excellent benefits
Posted: 11 days ago
London
Client Server
Salary: £75000 - £150000 per annum + bonus + benefits
Posted: 25 days ago
Cambridge
Spencer Ogden
Salary: £90000 - £100000 per annum
Posted: 25 days ago