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 29 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
29 May 2016
Same period 2015 Same period 2014
NumPy
Rank 765 883 911
Rank change year-on-year
+118 +28
Permanent jobs citing NumPy 127 54 61
As % of all permanent IT jobs located in England 0.14% 0.053% 0.055%
As % of the Libraries, Frameworks & Software Standards category 0.36% 0.14% 0.13%
Number of salaries quoted 117 41 58
Median salary £65,000 £57,500 £55,000
Median salary % change year-on-year
+13.04% +4.54%
90% offered a salary of more than £44,000 £35,000 £37,500
10% offered a salary of more than £112,500 £80,000 £80,000
UK excluding London median salary £45,000 £29,000 £37,500
% change year-on-year
+55.17% -22.66%
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
35557 39088 45199
As % of all permanent IT jobs located in England 38.70% 38.23% 40.39%
Number of salaries quoted 31155 33689 38866
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year
- +5.88%
90% offered a salary of more than £31,000 £30,000 £30,000
10% offered a salary of more than £67,500 £65,000 £65,000
UK excluding London median salary £41,500 £40,000 £40,000
% change year-on-year
+3.75% -

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 29 May 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 29 May 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 +101 106 £70,000 +12.00% 14
South East - 9 £27,500 - 1
East of England - 6 £45,000 -
Yorkshire - 5 - -
North East - 1 £45,000 -
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 29 May 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.

1 226 (94.96%) Python
2 141 (59.24%) SciPy
3 136 (57.14%) Computer Science
4 133 (55.88%) Finance
5 116 (48.74%) C++
6 115 (48.32%) Degree
7 107 (44.96%) Pandas
8 90 (37.82%) Mathematics
9 86 (36.13%) Algorithms
10 75 (31.51%) Statistics
11 69 (28.99%) PhD
11 69 (28.99%) Linux
12 67 (28.15%) Machine Learning
13 66 (27.73%) R
14 58 (24.37%) Software Engineering
15 56 (23.53%) Java
15 56 (23.53%) Physics
16 53 (22.27%) Analytical Skills
17 52 (21.85%) Agile Software Development
17 52 (21.85%) Visualisation
17 52 (21.85%) Hedge funds
17 52 (21.85%) NoSQL
18 48 (20.17%) TDD
19 45 (18.91%) SQL
20 44 (18.49%) OO
21 43 (18.07%) Low Latency
22 42 (17.65%) C
23 40 (16.81%) Analytics
23 40 (16.81%) MongoDB
24 39 (16.39%) Git (software)

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 15 (6.30%) Apache Spark
2 10 (4.20%) SAS
3 8 (3.36%) Apache Pig
4 6 (2.52%) Apache
5 4 (1.68%) Node.js
6 3 (1.26%) Elasticsearch
7 2 (0.84%) IPython
8 1 (0.42%) CloudStack
8 1 (0.42%) Jupyter
Applications
1 10 (4.20%) Mathematica
2 8 (3.36%) SPSS
3 7 (2.94%) MS Excel
4 3 (1.26%) Weka
Cloud Services
1 25 (10.50%) Amazon AWS
2 16 (6.72%) Cloud Computing
3 9 (3.78%) Google Cloud Platform
4 8 (3.36%) GitHub
5 4 (1.68%) Heroku
6 3 (1.26%) Amazon EC2
6 3 (1.26%) Amazon S3
6 3 (1.26%) PaaS
6 3 (1.26%) Route 53
7 1 (0.42%) Google App Engine
7 1 (0.42%) Microsoft Azure
7 1 (0.42%) SaaS
Communications & Networking
1 11 (4.62%) HTTP
2 4 (1.68%) TCP/IP
Database & Business Intelligence
1 52 (21.85%) NoSQL
2 40 (16.81%) MongoDB
3 38 (15.97%) PostgreSQL
4 34 (14.29%) Big Data
5 19 (7.98%) Hadoop
5 19 (7.98%) SQL Server
6 18 (7.56%) KDB
6 18 (7.56%) MySQL
7 15 (6.30%) Data Mining
8 14 (5.88%) Apache Hive
9 13 (5.46%) Redis
10 9 (3.78%) Amazon Redshift
11 8 (3.36%) Relational Database
12 6 (2.52%) Apache Cassandra
12 6 (2.52%) Data Warehouse
13 5 (2.10%) Impala
13 5 (2.10%) QlikView
14 3 (1.26%) HBase
14 3 (1.26%) HDInsight
15 2 (0.84%) CouchDB
Development Applications
1 39 (16.39%) Git (software)
2 25 (10.50%) Maven
3 4 (1.68%) GDB
3 4 (1.68%) Valgrind
4 2 (0.84%) JIRA
5 1 (0.42%) Cucumber
5 1 (0.42%) Selenium
5 1 (0.42%) WebDriver
General
1 133 (55.88%) Finance
2 37 (15.55%) Front Office
3 8 (3.36%) Banking
4 6 (2.52%) Marketing
5 5 (2.10%) Advertising
6 4 (1.68%) Telecoms
7 1 (0.42%) Back Office
7 1 (0.42%) Financial Institution
7 1 (0.42%) Games
7 1 (0.42%) Retail
Job Titles
1 159 (66.81%) Developer
2 109 (45.80%) Python Developer
3 53 (22.27%) C++ Developer
4 41 (17.23%) Quantitative Developer
5 27 (11.34%) Data Scientist
6 19 (7.98%) Linux Developer
7 16 (6.72%) Junior
7 16 (6.72%) Senior Developer
8 13 (5.46%) Analyst
8 13 (5.46%) C++ Quantitative Developer
9 12 (5.04%) Junior Developer
10 11 (4.62%) Java Developer
10 11 (4.62%) Machine Learning Developer
11 10 (4.20%) Data Analyst
11 10 (4.20%) Software Developer
12 9 (3.78%) Machine Learning Scientist
12 9 (3.78%) Software Engineer
13 8 (3.36%) Data Engineer
13 8 (3.36%) Senior C++ Developer
13 8 (3.36%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 141 (59.24%) SciPy
2 107 (44.96%) Pandas
3 35 (14.71%) Web Services
4 32 (13.45%) Celery
5 27 (11.34%) RESTful
6 25 (10.50%) SQLAlchemy
7 24 (10.08%) AngularJS
8 23 (9.66%) Esper
8 23 (9.66%) Pyramid
9 20 (8.40%) Django
10 14 (5.88%) scikit-learn
11 13 (5.46%) Boost C++ Libraries
11 13 (5.46%) Flask
11 13 (5.46%) Matplotlib
11 13 (5.46%) REST
11 13 (5.46%) STL
12 12 (5.04%) D3.js
12 12 (5.04%) JSON
13 11 (4.62%) WSGI
14 10 (4.20%) Natural Language Processing
Miscellaneous
1 136 (57.14%) Computer Science
2 90 (37.82%) Mathematics
3 86 (36.13%) Algorithms
4 75 (31.51%) Statistics
5 56 (23.53%) Physics
6 53 (22.27%) Analytical Skills
7 52 (21.85%) Hedge funds
7 52 (21.85%) Visualisation
8 26 (10.92%) Fintech
9 14 (5.88%) Artificial Intelligence
10 13 (5.46%) Client/Server
11 11 (4.62%) Equities
12 10 (4.20%) Derivative
12 10 (4.20%) Neural Network
13 9 (3.78%) Fixed Income
14 7 (2.94%) Data Structures
14 7 (2.94%) Foreign Exchange (FX)
14 7 (2.94%) Market Risk
15 6 (2.52%) Biology
15 6 (2.52%) Blog
Operating Systems
1 69 (28.99%) Linux
2 11 (4.62%) Unix
3 1 (0.42%) Android
3 1 (0.42%) Apple iOS
Processes & Methodologies
1 67 (28.15%) Machine Learning
2 58 (24.37%) Software Engineering
3 52 (21.85%) Agile Software Development
4 48 (20.17%) TDD
5 44 (18.49%) OO
6 43 (18.07%) Low Latency
7 40 (16.81%) Analytics
8 34 (14.29%) Open Source
9 33 (13.87%) Continuous Integration
9 33 (13.87%) Unit Testing
10 32 (13.45%) Data Analysis
11 27 (11.34%) Algorithmic Trading
12 25 (10.50%) Data Acquisition
12 25 (10.50%) OOD
13 24 (10.08%) DevOps
13 24 (10.08%) Systematic Trading
14 22 (9.24%) Quantitative Trading
15 20 (8.40%) Performance Optimisation
15 20 (8.40%) Risk Management
16 16 (6.72%) Refactoring
Programming Languages
1 226 (94.96%) Python
2 116 (48.74%) C++
3 66 (27.73%) R
4 56 (23.53%) Java
5 45 (18.91%) SQL
6 42 (17.65%) C
7 35 (14.71%) Cython
8 30 (12.61%) MATLAB
9 25 (10.50%) Ruby
10 20 (8.40%) JavaScript
11 18 (7.56%) C#
12 13 (5.46%) Scala
13 4 (1.68%) Clojure
13 4 (1.68%) Haskell
14 3 (1.26%) Perl
14 3 (1.26%) PHP
15 2 (0.84%) PowerShell
16 1 (0.42%) Bash Shell
Qualifications
1 115 (48.32%) Degree
2 69 (28.99%) PhD
Quality Assurance & Compliance
1 8 (3.36%) QA
2 6 (2.52%) ISO/IEC 27001
System Software
1 18 (7.56%) Docker
2 5 (2.10%) Apache Flume
2 5 (2.10%) HDFS
Systems Management
1 15 (6.30%) Ansible
Vendors
1 28 (11.76%) Oracle
2 14 (5.88%) Tableau
3 10 (4.20%) Facebook
3 10 (4.20%) Google
4 7 (2.94%) Hortonworks
5 5 (2.10%) Cloudera
5 5 (2.10%) MapR
6 3 (1.26%) Microsoft
7 2 (0.84%) Greenplum
7 2 (0.84%) Sybase
8 1 (0.42%) Actimize
8 1 (0.42%) RapidMiner
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: 2 days ago
City, London
Client Server
Salary: £85k to £100k + bonus + benefits
Posted: 3 days ago
London
Client Server
Salary: £85k to £100k + bonus + benefits
Posted: 3 days ago
London
Caspian One Ltd
Salary: £75000.00 - £145000.00 per annum + Bonus & Benefits
Posted: 3 days ago
City, London
Client Server
Salary: £75k to £150k + bonus + benefits
Posted: 3 days ago
London
Salt
Salary: £60000 - £90000 per annum + benefits
Posted: 5 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 3 days ago
Central London / West End
Client Server
Salary: £40k to £45k + options
Posted: 6 days ago
City of London
harringtonstarr
Salary: £60000 - £120000 per annum + Bonus and Benefits and Training
Posted: 7 days ago
London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: 11 days ago
Bagshot, Surrey
Stafford-Sharp Associates
Salary: £50000 - £60000 per annum + Share options
Posted: 5 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 10 days ago
London
Client Server
Salary: £30,000 to £45,000 + options
Posted: 16 days ago
London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: 19 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 18 days ago