The table below looks at the statistics for NumPy skills in IT jobs advertised across the UK. Included is a guide to the average salaries offered in IT jobs that have cited NumPy over the 3 months to 28 April 2016 with a comparison to the same period in the previous 2 years.

3 months to
28 Apr 2016
Same period 2015 Same period 2014
NumPy
Rank 822 918 956
Rank change year-on-year
+96 +38
Permanent jobs citing NumPy 130 53 53
As % of all permanent IT jobs located in the UK 0.13% 0.048% 0.045%
As % of the Libraries, Frameworks & Software Standards category 0.33% 0.13% 0.11%
Number of salaries quoted 124 42 51
Average salary £65,000 £70,000 £55,000
Average salary % change year-on-year
-7.14% +27.27%
90% offered a salary of more than £45,450 £40,000 £36,500
10% offered a salary of more than £112,500 £99,500 £70,000
UK excluding London average salary £45,000 £29,000 £38,750
% change year-on-year
+55.17% -25.16%

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
39678 41997 47803
As % of all permanent IT jobs located in the UK 38.35% 37.85% 40.24%
Number of salaries quoted 34283 35697 40297
Average salary £45,000 £45,000 £42,500
Average salary % change year-on-year
- +5.88%
90% offered a salary of more than £30,500 £30,000 £30,000
10% offered a salary of more than £67,500 £62,500 £65,000
UK excluding London average salary £42,500 £40,000 £40,000
% change year-on-year
+6.25% -

NumPy
Jobs Demand Trend

This chart provides the 3-month moving total of permanent IT jobs citing NumPy within the UK as a proportion of the total demand within 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 28 April 2016 within the UK.

NumPy Salary Histogram in the UK

NumPy
Top 19 Job Locations

The table below looks at the demand and provides a guide to the average salaries quoted in IT jobs citing NumPy within the UK over the 3 months to 28 April 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
(Use links below to see detailed
statistics and historical trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Average Salary
Last 3 Months
Average Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +111 130 £65,000 -7.14% 23
London +81 116 £70,000 - 18
City of London +66 18 £66,250 +10.41% 4
Mayfair - 5 £100,000 -
Leeds - 4 - -
West Yorkshire - 4 - -
South East - 4 £27,500 - 3
Yorkshire - 4 - -
North East - 3 £45,000 - 1
East of England - 3 £45,000 - 1
Durham - 3 £45,000 - 1
Stockton-on-Tees - 3 £45,000 - 1
Hampshire - 2 £27,500 -
Oxfordshire - 2 £28,750 -
Fareham - 2 £27,500 -
Cambridgeshire - 2 £45,000 - 1
Oxford - 1 £30,000 -
Essex - 1 £45,000 -
Saffron Walden - 1 £45,000 -

NumPy
Top 30 Related IT Skills

For the 6 months to 28 April 2016, IT jobs within the UK citing NumPy also mentioned the following IT skills in order of popularity. The figures indicate the number of jobs and their proportion against the total number of IT job ads sampled that cited NumPy.

1 229 (95.02%) Python
2 153 (63.49%) SciPy
3 140 (58.09%) Finance
4 128 (53.11%) Computer Science
5 112 (46.47%) C++
6 111 (46.06%) Pandas
7 109 (45.23%) Degree
8 93 (38.59%) Mathematics
9 82 (34.02%) Algorithms
10 77 (31.95%) Statistics
11 72 (29.88%) Machine Learning
12 71 (29.46%) PhD
13 67 (27.80%) R
14 64 (26.56%) Linux
15 63 (26.14%) Hedge funds
16 62 (25.73%) NoSQL
16 62 (25.73%) Java
17 56 (23.24%) Visualisation
17 56 (23.24%) Physics
18 55 (22.82%) Software Engineering
19 53 (21.99%) Analytical Skills
20 52 (21.58%) Agile Software Development
21 51 (21.16%) SQL
22 48 (19.92%) C
23 47 (19.50%) MongoDB
24 43 (17.84%) OO
25 41 (17.01%) PostgreSQL
26 40 (16.60%) TDD
27 39 (16.18%) Front Office
27 39 (16.18%) Open Source

NumPy
Top Related IT Skills by Category

For the 6 months to 28 April 2016, IT jobs within the UK citing NumPy also mentioned the following IT skills grouped by category. The figures indicate the number of jobs and their proportion against the total number of IT job ads sampled that cited NumPy. Up to 20 skills are shown per category.

Application Platforms
1 24 (9.96%) Apache Spark
2 16 (6.64%) Apache
3 10 (4.15%) SAS
4 9 (3.73%) Elasticsearch
5 7 (2.90%) Apache Pig
6 5 (2.07%) Node.js
7 1 (0.41%) CloudStack
7 1 (0.41%) IPython
Applications
1 10 (4.15%) Mathematica
2 8 (3.32%) SPSS
3 7 (2.90%) MS Excel
4 3 (1.24%) Weka
Cloud Services
1 20 (8.30%) Amazon AWS
2 17 (7.05%) Cloud Computing
3 7 (2.90%) Google Cloud Platform
4 6 (2.49%) GitHub
4 6 (2.49%) SaaS
5 4 (1.66%) Heroku
6 3 (1.24%) PaaS
7 1 (0.41%) Google App Engine
7 1 (0.41%) Microsoft Azure
Communications & Networking
1 11 (4.56%) HTTP
2 4 (1.66%) TCP/IP
Database & Business Intelligence
1 62 (25.73%) NoSQL
2 47 (19.50%) MongoDB
3 41 (17.01%) PostgreSQL
4 35 (14.52%) Big Data
5 22 (9.13%) SQL Server
6 19 (7.88%) Hadoop
7 18 (7.47%) KDB
8 16 (6.64%) Data Mining
8 16 (6.64%) MySQL
9 14 (5.81%) Apache Hive
9 14 (5.81%) Redis
10 9 (3.73%) Amazon Redshift
11 6 (2.49%) Apache Cassandra
11 6 (2.49%) Data Warehouse
11 6 (2.49%) Relational Database
12 4 (1.66%) Impala
12 4 (1.66%) QlikView
13 3 (1.24%) HBase
13 3 (1.24%) HDInsight
14 2 (0.83%) CouchDB
Development Applications
1 37 (15.35%) Git (software)
2 31 (12.86%) Maven
3 4 (1.66%) GDB
3 4 (1.66%) Valgrind
4 2 (0.83%) JIRA
General
1 140 (58.09%) Finance
2 39 (16.18%) Front Office
3 7 (2.90%) Banking
4 6 (2.49%) Marketing
5 5 (2.07%) Advertising
6 4 (1.66%) 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
1 161 (66.80%) Developer
2 114 (47.30%) Python Developer
3 47 (19.50%) Quantitative Developer
4 46 (19.09%) C++ Developer
5 29 (12.03%) Data Scientist
6 19 (7.88%) Analyst
6 19 (7.88%) Junior
6 19 (7.88%) Linux Developer
7 16 (6.64%) Junior Developer
8 15 (6.22%) C++ Quantitative Developer
9 14 (5.81%) Data Analyst
9 14 (5.81%) Machine Learning Developer
10 13 (5.39%) Junior Python Developer
10 13 (5.39%) Senior Developer
11 11 (4.56%) Java Developer
12 10 (4.15%) Software Developer
13 7 (2.90%) Senior Analyst
13 7 (2.90%) Senior C++ Developer
13 7 (2.90%) Senior Data Scientist
13 7 (2.90%) Senior Quantitative Developer
Libraries, Frameworks & Software Standards
1 153 (63.49%) SciPy
2 111 (46.06%) Pandas
3 35 (14.52%) AngularJS
4 30 (12.45%) Web Services
5 29 (12.03%) Esper
5 29 (12.03%) Pyramid
6 28 (11.62%) RESTful
7 27 (11.20%) Celery
8 22 (9.13%) SQLAlchemy
9 16 (6.64%) scikit-learn
10 15 (6.22%) Django
11 14 (5.81%) Flask
11 14 (5.81%) JSON
12 13 (5.39%) Natural Language Processing
13 12 (4.98%) HTML
14 11 (4.56%) CSS
14 11 (4.56%) D3.js
14 11 (4.56%) Matplotlib
14 11 (4.56%) WSGI
15 10 (4.15%) REST
Miscellaneous
1 128 (53.11%) Computer Science
2 93 (38.59%) Mathematics
3 82 (34.02%) Algorithms
4 77 (31.95%) Statistics
5 63 (26.14%) Hedge funds
6 56 (23.24%) Physics
6 56 (23.24%) Visualisation
7 53 (21.99%) Analytical Skills
8 24 (9.96%) Fintech
9 13 (5.39%) Equities
10 12 (4.98%) Artificial Intelligence
10 12 (4.98%) Derivative
10 12 (4.98%) Fixed Income
11 10 (4.15%) Client/Server
11 10 (4.15%) Foreign Exchange (FX)
12 9 (3.73%) Neural Network
13 7 (2.90%) Data Structures
13 7 (2.90%) Management Information System
13 7 (2.90%) Market Risk
14 6 (2.49%) Blog
Operating Systems
1 64 (26.56%) Linux
2 9 (3.73%) Unix
3 1 (0.41%) Android
3 1 (0.41%) Apple iOS
Processes & Methodologies
1 72 (29.88%) Machine Learning
2 55 (22.82%) Software Engineering
3 52 (21.58%) Agile Software Development
4 43 (17.84%) OO
5 40 (16.60%) TDD
6 39 (16.18%) Open Source
7 37 (15.35%) Analytics
8 36 (14.94%) Low Latency
9 31 (12.86%) Continuous Integration
10 29 (12.03%) Data Analysis
11 28 (11.62%) Systematic Trading
12 26 (10.79%) Data Acquisition
12 26 (10.79%) DevOps
12 26 (10.79%) Quantitative Trading
13 25 (10.37%) Unit Testing
14 24 (9.96%) Algorithmic Trading
14 24 (9.96%) OOD
15 19 (7.88%) Time Series Analysis
16 16 (6.64%) Performance Optimisation
16 16 (6.64%) Risk Management
Programming Languages
1 229 (95.02%) Python
2 112 (46.47%) C++
3 67 (27.80%) R
4 62 (25.73%) Java
5 51 (21.16%) SQL
6 48 (19.92%) C
7 33 (13.69%) Cython
8 31 (12.86%) MATLAB
9 25 (10.37%) C#
10 23 (9.54%) Ruby
11 22 (9.13%) JavaScript
12 15 (6.22%) Scala
13 5 (2.07%) Clojure
13 5 (2.07%) Haskell
14 3 (1.24%) Perl
15 2 (0.83%) PHP
15 2 (0.83%) PowerShell
16 1 (0.41%) Bash Shell
Qualifications
1 109 (45.23%) Degree
2 71 (29.46%) PhD
Quality Assurance & Compliance
1 5 (2.07%) QA
2 3 (1.24%) ISO/IEC 27001
System Software
1 16 (6.64%) Docker
2 4 (1.66%) Apache Flume
2 4 (1.66%) HDFS
Systems Management
1 13 (5.39%) Ansible
Vendors
1 28 (11.62%) Oracle
2 13 (5.39%) Tableau
3 10 (4.15%) Facebook
4 8 (3.32%) Google
5 6 (2.49%) Hortonworks
5 6 (2.49%) Microsoft
6 4 (1.66%) Cloudera
6 4 (1.66%) MapR
7 3 (1.24%) Bloomberg
7 3 (1.24%) Reuters
8 2 (0.83%) Greenplum
8 2 (0.83%) Sybase
9 1 (0.41%) Actimize
9 1 (0.41%) NICE Systems
9 1 (0.41%) RapidMiner
London
Oliver Bernard
Salary: £60000 - £75000 per annum + stock / bonus / benefits
Posted: 10 hours ago
West London
McGregor Boyall
Salary: £35000.00 - £45000.00 per annum
Posted: 18 hours ago
Bagshot, Surrey
Stafford-Sharp Associates
Salary: £50000 - £60000 per annum + Share options
Posted: 18 hours ago
London
Stafford-Sharp Associates
Salary: £40000 - £50000 per annum
Posted: Yesterday
Milton Keynes, Buckinghamshire
Big Red Recruitment
Salary: £20000 - £30000 per annum + 4 weeks holiday, bonus structure
Posted: 2 days ago
City, London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: 2 days ago
London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: 2 days ago
Stockton-On-Tees, Cleveland
Hainton Recruitment
Salary: £45000 - £55000 per annum + Generous Benefits
Posted: 2 days ago
City, London
Client Server
Salary: £75k to £150k + bonus + benefits
Posted: 3 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 3 days ago
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: 6 days ago
City, London
Harrington Starr
Salary: £60000 - £120000 per annum + Bonus and Benefits and Training
Posted: 6 days ago
London
Oliver Bernard
Salary: £50000 - £60000 per annum + excellent stock options
Posted: 6 days ago
London
Client Server
Salary: £85k to £100k + bonus + benefits
Posted: 9 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 10 days ago
London
TRG
Salary: 60000-100000 Per Annum + benefits
Posted: 12 days ago
Cambridgeshire
UCA Consulting
Posted: 14 days ago
London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: 16 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 17 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 24 days ago
London
Development and Infrastructure
Salary: £55k - 60k per year + Bonuses + Benefits
Posted: 26 days ago