The table below looks at the statistics for NumPy skills in IT jobs advertised for the England region. Included is a guide to the average salaries offered in IT jobs that have cited NumPy over the 3 months to 5 February 2016 with a comparison to the same period in the previous 2 years.

Location
3 months to
5 Feb 2016
Same period 2015 Same period 2014
NumPy
Rank 796 893 868
Rank change year-on-year
+97 -25
Permanent jobs citing NumPy 115 26 28
As % of all permanent IT jobs located in England 0.12% 0.027% 0.029%
As % of the Libraries, Frameworks & Software Standards category 0.32% 0.072% 0.070%
Number of salaries quoted 99 24 27
Average salary £65,000 £65,000 £52,500
Average salary % change year-on-year
- +23.80%
90% offered a salary of more than £32,500 £44,000 £30,500
10% offered a salary of more than £112,500 £115,000 £100,000
UK excluding London average salary £52,500 £51,250 £30,500
% change year-on-year
+2.43% +68.03%
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
36281 36270 39931
As % of all permanent IT jobs located in England 38.32% 37.19% 41.60%
Number of salaries quoted 31653 31421 33643
Average salary £45,000 £42,500 £42,500
Average salary % change year-on-year
+5.88% -
90% offered a salary of more than £31,500 £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 £38,500
% change year-on-year
+6.25% +3.89%

NumPy
Jobs Demand Trend in England

This chart provides a 3-month moving total of permanent IT jobs citing NumPy across the England region as a proportion of the total demand within 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 5 February 2016.

NumPy Salary Histogram in England

NumPy
Job Locations in England

The table below looks at the demand and provides a guide to the average salaries quoted in IT jobs citing NumPy within the England region over the 3 months to 5 February 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
London +78 100 £70,000 +3.70% 17
South East -2 7 £62,500 +21.95% 2
South West - 6 £32,000 -
North West - 1 £45,000 -
East of England - 1 - - 1
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 5 February 2016, IT jobs across the England region 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.

1 160 (95.81%) Python
2 137 (82.04%) SciPy
3 92 (55.09%) Finance
4 91 (54.49%) Pandas
5 84 (50.30%) Computer Science
6 75 (44.91%) C++
7 59 (35.33%) Java
8 56 (33.53%) Degree
8 56 (33.53%) Algorithms
9 55 (32.93%) Linux
10 54 (32.34%) Mathematics
10 54 (32.34%) Hedge funds
11 51 (30.54%) Statistics
11 51 (30.54%) PhD
12 49 (29.34%) Machine Learning
13 48 (28.74%) Agile Software Development
14 45 (26.95%) Software Engineering
14 45 (26.95%) MongoDB
15 44 (26.35%) Visualisation
16 43 (25.75%) NoSQL
17 42 (25.15%) SQL
18 41 (24.55%) Pyramid
19 40 (23.95%) AngularJS
20 38 (22.75%) C
21 36 (21.56%) OO
22 33 (19.76%) R
23 32 (19.16%) Open Source
23 32 (19.16%) Physics
24 31 (18.56%) Oracle
25 30 (17.96%) JavaScript

NumPy
Top Related IT Skills in England by Category

For the 6 months to 5 February 2016, IT jobs across the England region 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 22 (13.17%) Apache
2 18 (10.78%) Apache Spark
3 14 (8.38%) Elasticsearch
4 4 (2.40%) Apache Pig
4 4 (2.40%) Node.js
5 1 (0.60%) CloudStack
5 1 (0.60%) IPython
5 1 (0.60%) SAS
Applications
1 9 (5.39%) Mathematica
Cloud Services
1 16 (9.58%) Amazon AWS
2 12 (7.19%) Cloud Computing
3 7 (4.19%) SaaS
4 2 (1.20%) GitHub
4 2 (1.20%) Google Cloud Platform
Communications & Networking
1 3 (1.80%) HTTP
1 3 (1.80%) Skype
Database & Business Intelligence
1 45 (26.95%) MongoDB
2 43 (25.75%) NoSQL
3 29 (17.37%) Big Data
4 26 (15.57%) PostgreSQL
5 12 (7.19%) Data Mining
5 12 (7.19%) KDB
6 9 (5.39%) Hadoop
7 8 (4.79%) Amazon Redshift
7 8 (4.79%) Apache Hive
7 8 (4.79%) Redis
8 6 (3.59%) MySQL
8 6 (3.59%) SQL Server
9 2 (1.20%) Relational Database
9 2 (1.20%) Text Mining
10 1 (0.60%) Apache Cassandra
10 1 (0.60%) HBase
Development Applications
1 30 (17.96%) Git (software)
1 30 (17.96%) Maven
2 13 (7.78%) Mercurial
3 2 (1.20%) JIRA
General
1 92 (55.09%) Finance
2 23 (13.77%) Front Office
3 6 (3.59%) Marketing
4 4 (2.40%) Advertising
5 2 (1.20%) Banking
6 1 (0.60%) Games
6 1 (0.60%) Investment Banking
6 1 (0.60%) Retail
Job Titles
1 111 (66.47%) Developer
2 87 (52.10%) Python Developer
3 24 (14.37%) Analyst
4 23 (13.77%) Quantitative Developer
5 22 (13.17%) Junior
6 20 (11.98%) Junior Developer
7 19 (11.38%) Data Analyst
7 19 (11.38%) Junior Python Developer
8 17 (10.18%) C++ Developer
9 15 (8.98%) Data Scientist
10 13 (7.78%) Linux Developer
11 11 (6.59%) Machine Learning Developer
12 10 (5.99%) Senior Developer
13 8 (4.79%) Java Developer
14 7 (4.19%) Principal Developer
15 6 (3.59%) C++ Quantitative Developer
15 6 (3.59%) Senior Analyst
15 6 (3.59%) Systems Developer
16 5 (2.99%) SQL Analyst
16 5 (2.99%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 137 (82.04%) SciPy
2 91 (54.49%) Pandas
3 41 (24.55%) Pyramid
4 40 (23.95%) AngularJS
5 28 (16.77%) Esper
6 20 (11.98%) Natural Language Processing
7 19 (11.38%) D3.js
8 17 (10.18%) Flask
9 16 (9.58%) scikit-learn
10 14 (8.38%) Matplotlib
11 13 (7.78%) CSS
11 13 (7.78%) Highcharts JS
11 13 (7.78%) HTML
11 13 (7.78%) Kafka
11 13 (7.78%) PostGIS
12 11 (6.59%) Celery
12 11 (6.59%) CoreNLP
13 7 (4.19%) RESTful
13 7 (4.19%) Web Services
14 6 (3.59%) Django
Miscellaneous
1 84 (50.30%) Computer Science
2 56 (33.53%) Algorithms
3 54 (32.34%) Hedge funds
3 54 (32.34%) Mathematics
4 51 (30.54%) Statistics
5 44 (26.35%) Visualisation
6 32 (19.16%) Physics
7 27 (16.17%) Analytical Skills
8 13 (7.78%) Fintech
9 9 (5.39%) Blog
9 9 (5.39%) Derivative
9 9 (5.39%) Equities
9 9 (5.39%) Fixed Income
9 9 (5.39%) Foreign Exchange (FX)
10 8 (4.79%) Artificial Intelligence
11 7 (4.19%) Management Information System
12 6 (3.59%) Market Risk
13 5 (2.99%) Client/Server
14 4 (2.40%) Data Structures
14 4 (2.40%) Neural Network
Operating Systems
1 55 (32.93%) Linux
2 13 (7.78%) Windows
3 4 (2.40%) Unix
Processes & Methodologies
1 49 (29.34%) Machine Learning
2 48 (28.74%) Agile Software Development
3 45 (26.95%) Software Engineering
4 36 (21.56%) OO
5 32 (19.16%) Open Source
6 29 (17.37%) Continuous Integration
7 25 (14.97%) Unit Testing
8 24 (14.37%) Analytics
9 22 (13.17%) Refactoring
9 22 (13.17%) TDD
10 21 (12.57%) Systematic Trading
11 19 (11.38%) Quantitative Trading
12 15 (8.98%) Low Latency
12 15 (8.98%) Web Development
13 14 (8.38%) Algorithmic Trading
13 14 (8.38%) Data Analysis
13 14 (8.38%) DevOps
14 13 (7.78%) BDD
15 12 (7.19%) Time Series Analysis
16 11 (6.59%) Functional Programming
Programming Languages
1 160 (95.81%) Python
2 75 (44.91%) C++
3 59 (35.33%) Java
4 42 (25.15%) SQL
5 38 (22.75%) C
6 33 (19.76%) R
7 30 (17.96%) JavaScript
8 25 (14.97%) MATLAB
9 20 (11.98%) C#
10 11 (6.59%) Scala
11 8 (4.79%) Cython
11 8 (4.79%) Ruby
12 4 (2.40%) Clojure
12 4 (2.40%) Haskell
13 3 (1.80%) Perl
14 2 (1.20%) PowerShell
Qualifications
1 56 (33.53%) Degree
2 51 (30.54%) PhD
Quality Assurance & Compliance
1 2 (1.20%) QA
System Software
1 3 (1.80%) Docker
Systems Management
1 3 (1.80%) Ansible
1 3 (1.80%) Opscode Chef
1 3 (1.80%) Puppet
Vendors
1 31 (18.56%) Oracle
2 8 (4.79%) Facebook
3 6 (3.59%) Microsoft
4 5 (2.99%) Google
4 5 (2.99%) Tableau
5 3 (1.80%) Bloomberg
5 3 (1.80%) Reuters
6 2 (1.20%) NICE Systems
6 2 (1.20%) Sybase
7 1 (0.60%) Actimize
7 1 (0.60%) RapidMiner
Oxfordshire
The People Network
Salary: £20000 - £35000 per annum + Bens
Posted: 2 days ago
London
Westbourne Partners
Salary: From £40,000 to £80,000 per annum salary dependant on experience (mult
Posted: 2 days ago
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: £75k to £150k + bonus + benefits
Posted: 2 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 2 days ago
Oxford
Recruitment Genius Ltd
Posted: 3 days ago
London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: 3 days ago
City, London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: 3 days ago
Central London / West End
Quant Capital
Salary: From £40,000 to £60,000 per annum + bonus +benefits
Posted: 4 days ago
London
Pioneer Search
Salary: £100000 - £150000 per annum + Bonus + Benefits - Excellent
Posted: 6 days ago
City, London
Harrington Starr
Salary: £50000 - £70000 per annum + Bonus + Benefits
Posted: 6 days ago
London
Harnham
Salary: Benefits
Posted: 6 days ago
London
Harnham
Salary: Benefits
Posted: 7 days ago
London
Quant Capital
Salary: up to £70,000 per year
Posted: 11 days ago
London
Quant Capital
Salary: up to £50,000 per year
Posted: 17 days ago
London
Huxley
Salary: competitive
Posted: 23 days ago
London
Huxley
Salary: £45000 - £80000 per annum + competitive
Posted: 23 days ago