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

3 months to
3 May 2016
Same period 2015 Same period 2014
NumPy
Rank 797 893 918
Rank change year-on-year
+96 +25
Permanent jobs citing NumPy 130 55 56
As % of all permanent IT jobs located in England 0.13% 0.053% 0.050%
As % of the Libraries, Frameworks & Software Standards category 0.35% 0.14% 0.12%
Number of salaries quoted 122 43 54
Median salary £65,000 £70,000 £55,000
Median salary % change year-on-year
-7.14% +27.27%
90% offered a salary of more than £45,150 £40,000 £36,500
10% offered a salary of more than £112,500 £112,000 £70,000
UK excluding London median salary £45,000 £29,000 £38,750
% change year-on-year
+55.17% -25.16%
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
37191 39187 45792
As % of all permanent IT jobs located in England 38.62% 38.08% 40.58%
Number of salaries quoted 32477 33581 38923
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 £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 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 3 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 +65 112 £72,500 +3.57% 14
South East - 6 £27,500 - 3
Yorkshire - 5 - -
East of England - 4 £45,000 - 1
North East - 3 £45,000 -
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 3 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.

1 231 (95.06%) Python
2 151 (62.14%) SciPy
3 140 (57.61%) Finance
4 132 (54.32%) Computer Science
5 115 (47.33%) C++
6 113 (46.50%) Degree
7 111 (45.68%) Pandas
8 94 (38.68%) Mathematics
9 85 (34.98%) Algorithms
10 75 (30.86%) Statistics
11 71 (29.22%) PhD
12 68 (27.98%) R
12 68 (27.98%) Machine Learning
13 67 (27.57%) Linux
14 63 (25.93%) Hedge funds
15 62 (25.51%) Java
16 61 (25.10%) NoSQL
17 57 (23.46%) Visualisation
17 57 (23.46%) Physics
17 57 (23.46%) Software Engineering
18 53 (21.81%) Agile Software Development
18 53 (21.81%) Analytical Skills
19 50 (20.58%) SQL
20 48 (19.75%) C
20 48 (19.75%) MongoDB
21 45 (18.52%) OO
22 41 (16.87%) TDD
23 39 (16.05%) PostgreSQL
23 39 (16.05%) Front Office
23 39 (16.05%) Open Source

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 21 (8.64%) Apache Spark
2 12 (4.94%) Apache
3 10 (4.12%) SAS
4 8 (3.29%) Apache Pig
5 7 (2.88%) Elasticsearch
6 4 (1.65%) Node.js
7 1 (0.41%) CloudStack
7 1 (0.41%) IPython
Applications
1 10 (4.12%) Mathematica
2 8 (3.29%) SPSS
3 7 (2.88%) MS Excel
4 3 (1.23%) Weka
Cloud Services
1 21 (8.64%) Amazon AWS
2 18 (7.41%) Cloud Computing
3 8 (3.29%) Google Cloud Platform
4 6 (2.47%) GitHub
5 4 (1.65%) Heroku
5 4 (1.65%) SaaS
6 3 (1.23%) PaaS
7 1 (0.41%) Google App Engine
7 1 (0.41%) Microsoft Azure
Communications & Networking
1 11 (4.53%) HTTP
2 4 (1.65%) TCP/IP
Database & Business Intelligence
1 61 (25.10%) NoSQL
2 48 (19.75%) MongoDB
3 39 (16.05%) PostgreSQL
4 34 (13.99%) Big Data
5 22 (9.05%) SQL Server
6 19 (7.82%) Hadoop
6 19 (7.82%) KDB
7 16 (6.58%) MySQL
8 15 (6.17%) Data Mining
9 14 (5.76%) Apache Hive
9 14 (5.76%) Redis
10 9 (3.70%) Amazon Redshift
11 6 (2.47%) Apache Cassandra
11 6 (2.47%) Data Warehouse
11 6 (2.47%) Relational Database
12 5 (2.06%) Impala
12 5 (2.06%) QlikView
13 3 (1.23%) HBase
13 3 (1.23%) HDInsight
14 2 (0.82%) CouchDB
Development Applications
1 38 (15.64%) Git (software)
2 31 (12.76%) Maven
3 4 (1.65%) GDB
3 4 (1.65%) Valgrind
4 2 (0.82%) JIRA
General
1 140 (57.61%) Finance
2 39 (16.05%) Front Office
3 7 (2.88%) Banking
4 6 (2.47%) Marketing
5 5 (2.06%) Advertising
6 4 (1.65%) Telecoms
7 1 (0.41%) Back Office
7 1 (0.41%) Financial Institution
7 1 (0.41%) Games
7 1 (0.41%) Retail
Job Titles
1 162 (66.67%) Developer
2 115 (47.33%) Python Developer
3 49 (20.16%) C++ Developer
4 47 (19.34%) Quantitative Developer
5 28 (11.52%) Data Scientist
6 20 (8.23%) Junior
7 19 (7.82%) Analyst
7 19 (7.82%) Linux Developer
8 17 (7.00%) Junior Developer
9 15 (6.17%) C++ Quantitative Developer
10 14 (5.76%) Data Analyst
10 14 (5.76%) Junior Python Developer
11 13 (5.35%) Senior Developer
12 12 (4.94%) Machine Learning Developer
13 11 (4.53%) Java Developer
14 9 (3.70%) Software Developer
15 7 (2.88%) Senior Analyst
15 7 (2.88%) Senior C++ Developer
15 7 (2.88%) Senior Data Scientist
15 7 (2.88%) Software Engineer
Libraries, Frameworks & Software Standards
1 151 (62.14%) SciPy
2 111 (45.68%) Pandas
3 33 (13.58%) AngularJS
4 32 (13.17%) Web Services
5 29 (11.93%) Celery
5 29 (11.93%) Esper
5 29 (11.93%) Pyramid
5 29 (11.93%) RESTful
6 23 (9.47%) SQLAlchemy
7 16 (6.58%) Django
8 14 (5.76%) JSON
8 14 (5.76%) scikit-learn
9 12 (4.94%) D3.js
9 12 (4.94%) Flask
9 12 (4.94%) Natural Language Processing
10 11 (4.53%) Boost C++ Libraries
10 11 (4.53%) Matplotlib
10 11 (4.53%) REST
10 11 (4.53%) STL
10 11 (4.53%) WSGI
Miscellaneous
1 132 (54.32%) Computer Science
2 94 (38.68%) Mathematics
3 85 (34.98%) Algorithms
4 75 (30.86%) Statistics
5 63 (25.93%) Hedge funds
6 57 (23.46%) Physics
6 57 (23.46%) Visualisation
7 53 (21.81%) Analytical Skills
8 23 (9.47%) Fintech
9 13 (5.35%) Equities
10 12 (4.94%) Artificial Intelligence
10 12 (4.94%) Derivative
10 12 (4.94%) Fixed Income
11 11 (4.53%) Client/Server
12 10 (4.12%) Foreign Exchange (FX)
13 8 (3.29%) Neural Network
14 7 (2.88%) Data Structures
14 7 (2.88%) Management Information System
14 7 (2.88%) Market Risk
15 6 (2.47%) Blog
Operating Systems
1 67 (27.57%) Linux
2 9 (3.70%) Unix
3 1 (0.41%) Android
3 1 (0.41%) Apple iOS
Processes & Methodologies
1 68 (27.98%) Machine Learning
2 57 (23.46%) Software Engineering
3 53 (21.81%) Agile Software Development
4 45 (18.52%) OO
5 41 (16.87%) TDD
6 39 (16.05%) Open Source
7 38 (15.64%) Analytics
7 38 (15.64%) Low Latency
8 32 (13.17%) Continuous Integration
9 31 (12.76%) Data Analysis
10 28 (11.52%) Systematic Trading
11 27 (11.11%) Data Acquisition
11 27 (11.11%) Unit Testing
12 26 (10.70%) DevOps
12 26 (10.70%) Quantitative Trading
13 25 (10.29%) Algorithmic Trading
14 24 (9.88%) OOD
15 19 (7.82%) Time Series Analysis
16 17 (7.00%) Performance Optimisation
16 17 (7.00%) Risk Management
Programming Languages
1 231 (95.06%) Python
2 115 (47.33%) C++
3 68 (27.98%) R
4 62 (25.51%) Java
5 50 (20.58%) SQL
6 48 (19.75%) C
7 34 (13.99%) Cython
8 32 (13.17%) MATLAB
9 25 (10.29%) C#
10 24 (9.88%) Ruby
11 20 (8.23%) JavaScript
12 14 (5.76%) Scala
13 4 (1.65%) Clojure
13 4 (1.65%) Haskell
14 3 (1.23%) Perl
15 2 (0.82%) PHP
15 2 (0.82%) PowerShell
16 1 (0.41%) Bash Shell
Qualifications
1 113 (46.50%) Degree
2 71 (29.22%) PhD
Quality Assurance & Compliance
1 6 (2.47%) QA
2 4 (1.65%) ISO/IEC 27001
System Software
1 17 (7.00%) Docker
2 5 (2.06%) Apache Flume
2 5 (2.06%) HDFS
Systems Management
1 14 (5.76%) Ansible
Vendors
1 29 (11.93%) Oracle
2 14 (5.76%) Tableau
3 10 (4.12%) Facebook
4 9 (3.70%) Google
5 7 (2.88%) Hortonworks
6 6 (2.47%) Microsoft
7 5 (2.06%) Cloudera
7 5 (2.06%) MapR
8 3 (1.23%) Bloomberg
8 3 (1.23%) Reuters
9 2 (0.82%) Greenplum
9 2 (0.82%) Sybase
10 1 (0.41%) Actimize
10 1 (0.41%) NICE Systems
10 1 (0.41%) RapidMiner
City, London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 4 hours ago
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: 3 days ago
London
Oliver Bernard
Salary: £60000 - £75000 per annum + stock / bonus / benefits
Posted: 4 days ago
West London
McGregor Boyall
Salary: £35000.00 - £45000.00 per annum
Posted: 5 days ago
Bagshot, Surrey
Stafford-Sharp Associates
Salary: £50000 - £60000 per annum + Share options
Posted: 5 days ago
London
Stafford-Sharp Associates
Salary: £40000 - £50000 per annum
Posted: 5 days ago
Milton Keynes, Buckinghamshire
Big Red Recruitment
Salary: £20000 - £30000 per annum + 4 weeks holiday, bonus structure
Posted: 6 days ago
City, London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: 6 days ago
London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: 6 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 7 days ago
London
Client Server
Salary: £85k to £100k + bonus + benefits
Posted: 13 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 15 days ago
London
TRG
Salary: 60000-100000 Per Annum + benefits
Posted: 16 days ago
Cambridgeshire
UCA Consulting
Posted: 19 days ago
London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: 21 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 22 days ago