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 28 August 2015 with a comparison to the same period in the previous 2 years.

Location
3 months to
28 Aug 2015
Same period 2014 Same period 2013
NumPy
Rank 827 856 826
Rank change year-on-year
+29 -30
Permanent jobs citing NumPy 57 32 31
As % of all permanent IT jobs located in England 0.056% 0.030% 0.031%
As % of the Libraries, Frameworks & Software Standards category 0.15% 0.077% 0.078%
Number of salaries quoted 50 30 22
Average salary £75,000 £70,000 £100,000
Average salary % change year-on-year
+7.14% -30.00%
90% offered a salary of more than £47,500 £52,000 £66,250
10% offered a salary of more than £87,500 £110,000 £110,000
UK excluding London average salary £35,000 £47,500 -
% change year-on-year
-26.31% -
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
38421 41313 39919
As % of all permanent IT jobs located in England 37.58% 38.56% 40.15%
Number of salaries quoted 33157 35020 34727
Average salary £45,000 £42,500 £42,500
Average salary % change year-on-year
+5.88% -
90% offered a salary of more than £30,000 £30,000 £28,500
10% offered a salary of more than £67,500 £62,500 £65,000
UK excluding London average salary £40,000 £40,000 £37,500
% change year-on-year
- +6.66%

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 28 August 2015.

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 28 August 2015. 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 +38 54 £75,000 +7.14% 12
South East +14 2 £47,500 +2.70%
South West - 1 £25,000 -
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 28 August 2015, 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 91 (81.98%) Python
2 79 (71.17%) SciPy
3 71 (63.96%) Finance
4 69 (62.16%) Pandas
5 59 (53.15%) C++
5 59 (53.15%) Java
6 53 (47.75%) Computer Science
7 51 (45.95%) Hedge funds
8 48 (43.24%) Linux
9 45 (40.54%) Agile Software Development
9 45 (40.54%) Software Engineering
10 43 (38.74%) Analytics
11 42 (37.84%) PhD
11 42 (37.84%) SQL
12 39 (35.14%) Oracle
13 37 (33.33%) MongoDB
14 36 (32.43%) R
14 36 (32.43%) JavaScript
14 36 (32.43%) OO
15 35 (31.53%) Matplotlib
15 35 (31.53%) D3.js
15 35 (31.53%) Pyramid
16 34 (30.63%) Degree
17 32 (28.83%) Continuous Integration
18 31 (27.93%) Unit Testing
18 31 (27.93%) Git (software)
18 31 (27.93%) NoSQL
18 31 (27.93%) BDD
18 31 (27.93%) Web Development
18 31 (27.93%) Windows

NumPy
Top Related IT Skills in England by Category

For the 6 months to 28 August 2015, 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 4 (3.60%) Apache
1 4 (3.60%) Elasticsearch
1 4 (3.60%) Apache Spark
2 1 (0.90%) IPython
2 1 (0.90%) Apache Solr
2 1 (0.90%) Apache Pig
Applications
1 18 (16.22%) Mathematica
Cloud Services
1 3 (2.70%) Amazon AWS
2 2 (1.80%) Cloud Computing
3 1 (0.90%) Heroku
3 1 (0.90%) GitHub
Communications & Networking
1 1 (0.90%) Skype
Database & Business Intelligence
1 37 (33.33%) MongoDB
2 31 (27.93%) NoSQL
3 18 (16.22%) Big Data
4 6 (5.41%) KDB
5 5 (4.50%) RDBMS
5 5 (4.50%) Relational Database
5 5 (4.50%) Apache Cassandra
6 4 (3.60%) Data Mining
6 4 (3.60%) MySQL
6 4 (3.60%) Hadoop
6 4 (3.60%) Spotfire
6 4 (3.60%) QlikView
6 4 (3.60%) SQL Server Analysis Services
7 3 (2.70%) Apache Hive
7 3 (2.70%) OLAP
7 3 (2.70%) PostgreSQL
Development Applications
1 31 (27.93%) Git (software)
2 29 (26.13%) Mercurial
3 6 (5.41%) Maven
General
1 71 (63.96%) Finance
2 11 (9.91%) Front Office
3 8 (7.21%) Marketing
4 5 (4.50%) Banking
4 5 (4.50%) Back Office
5 3 (2.70%) Manufacturing
5 3 (2.70%) Retail
5 3 (2.70%) Investment Banking
Job Titles
1 85 (76.58%) Developer
2 53 (47.75%) Python Developer
3 17 (15.32%) Java Developer
4 16 (14.41%) Senior Developer
5 14 (12.61%) Analyst
6 12 (10.81%) C++ Developer
7 10 (9.01%) Senior Python Developer
8 9 (8.11%) Data Analyst
9 5 (4.50%) Business Intelligence Analyst
10 4 (3.60%) Junior
10 4 (3.60%) Senior Analyst
10 4 (3.60%) Senior Business Intelligence Analyst
11 3 (2.70%) Data Scientist
11 3 (2.70%) Technical Leader
11 3 (2.70%) Senior Java Developer
11 3 (2.70%) Senior C++ Developer
11 3 (2.70%) Junior Developer
12 2 (1.80%) Quantitative Developer
12 2 (1.80%) Chief Technology Officer
12 2 (1.80%) Junior C++ Developer
Libraries, Frameworks & Software Standards
1 79 (71.17%) SciPy
2 69 (62.16%) Pandas
3 35 (31.53%) Matplotlib
3 35 (31.53%) Pyramid
3 35 (31.53%) D3.js
4 30 (27.03%) Highcharts JS
5 13 (11.71%) Boost C++ Libraries
6 12 (10.81%) .NET
7 10 (9.01%) AngularJS
8 7 (6.31%) Flask
8 7 (6.31%) scikit-learn
8 7 (6.31%) STL
9 5 (4.50%) Akka
10 4 (3.60%) htmlwidgets
10 4 (3.60%) HTML
10 4 (3.60%) CSS
11 3 (2.70%) Kafka
11 3 (2.70%) PostGIS
11 3 (2.70%) ASP.NET
11 3 (2.70%) Natural Language Processing
Miscellaneous
1 53 (47.75%) Computer Science
2 51 (45.95%) Hedge funds
3 30 (27.03%) Algorithms
4 20 (18.02%) Visualisation
5 18 (16.22%) Analytical Skills
6 17 (15.32%) Foreign Exchange (FX)
6 17 (15.32%) Fixed Income
6 17 (15.32%) Equities
6 17 (15.32%) Derivative
7 15 (13.51%) Mathematics
7 15 (13.51%) Market Risk
8 12 (10.81%) Statistics
9 4 (3.60%) Physics
9 4 (3.60%) Data Structures
10 3 (2.70%) Mobile App
10 3 (2.70%) Artificial Intelligence
11 1 (0.90%) Management Information System
11 1 (0.90%) Blog
Operating Systems
1 48 (43.24%) Linux
2 31 (27.93%) Windows
3 8 (7.21%) UNIX
4 3 (2.70%) Android
4 3 (2.70%) Apple iOS
Processes & Methodologies
1 45 (40.54%) Agile Software Development
1 45 (40.54%) Software Engineering
2 43 (38.74%) Analytics
3 36 (32.43%) OO
4 32 (28.83%) Continuous Integration
5 31 (27.93%) Unit Testing
5 31 (27.93%) BDD
5 31 (27.93%) TDD
5 31 (27.93%) Web Development
6 30 (27.03%) Refactoring
7 17 (15.32%) Functional Programming
8 11 (9.91%) Statistical Analysis
9 10 (9.01%) Big Data Analytics
10 8 (7.21%) Systematic Trading
10 8 (7.21%) Open Source
11 7 (6.31%) Low Latency
12 6 (5.41%) Machine Learning
13 5 (4.50%) Digital Marketing
13 5 (4.50%) Predictive Analytics
13 5 (4.50%) Business Intelligence
Programming Languages
1 91 (81.98%) Python
2 59 (53.15%) C++
2 59 (53.15%) Java
3 42 (37.84%) SQL
4 36 (32.43%) JavaScript
4 36 (32.43%) R
5 27 (24.32%) MATLAB
6 22 (19.82%) Scala
7 8 (7.21%) C#
8 4 (3.60%) VBA
9 3 (2.70%) C
10 2 (1.80%) Ruby
11 1 (0.90%) Haskell
11 1 (0.90%) Cython
11 1 (0.90%) Go
11 1 (0.90%) Perl
Qualifications
1 42 (37.84%) PhD
2 34 (30.63%) Degree
System Software
1 2 (1.80%) HDFS
Systems Management
1 2 (1.80%) Puppet
1 2 (1.80%) Opscode Chef
Vendors
1 39 (35.14%) Oracle
2 5 (4.50%) Tableau
3 3 (2.70%) Adobe
3 3 (2.70%) Omniture
4 1 (0.90%) Google
London
Westbourne Partners
Salary: From £40,000 to £80,000 per annum salary dependant on experience (mult
Posted: 22 hours ago
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: 22 hours ago
City, London
Harrington Starr
Salary: £40000 - £60000 per annum + Bonus + benefits + training
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: 3 days ago
City, London
Harvey Nash plc
Salary: £65000 - £80000 per annum
Posted: 4 days ago
London
Burns Sheehan
Salary: £65000 - £75000 per annum + Benefits
Posted: 4 days ago
City, London
TEKsystems
Salary: £75000 - £95000 per annum + bonus
Posted: 6 days ago