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 31 July 2015 with a comparison to the same period in the previous 2 years.

Location
3 months to
31 Jul 2015
Same period 2014 Same period 2013
NumPy
Rank 822 861 835
Rank change year-on-year
+39 -26
Permanent jobs citing NumPy 56 36 21
As % of all permanent IT jobs located in England 0.055% 0.033% 0.021%
As % of the Libraries, Frameworks & Software Standards category 0.15% 0.084% 0.051%
Number of salaries quoted 49 34 14
Average salary £62,500 £67,500 £100,000
Average salary % change year-on-year
-7.40% -32.50%
UK excluding London average salary £32,000 £42,500 -
% change year-on-year
-24.70% -
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
38607 42805 40861
As % of all permanent IT jobs located in England 37.76% 39.14% 40.15%
Number of salaries quoted 33262 36689 35616
Average salary £45,000 £43,000 £40,500
Average salary % change year-on-year
+4.65% +6.17%
90% offered a salary of more than £30,000 £30,000 £28,000
10% offered a salary of more than £65,000 £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 31 July 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 31 July 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 +51 52 £75,000 +7.14% 4
South East - 2 £47,500 -
South West - 2 £29,000 -
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 31 July 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 92 (82.88%) Python
2 79 (71.17%) SciPy
3 71 (63.96%) Pandas
4 70 (63.06%) Finance
5 57 (51.35%) C++
6 54 (48.65%) Java
7 50 (45.05%) Hedge funds
8 49 (44.14%) Computer Science
8 49 (44.14%) Analytics
9 46 (41.44%) SQL
10 44 (39.64%) Linux
11 43 (38.74%) Agile Software Development
12 40 (36.04%) Software Engineering
12 40 (36.04%) R
13 39 (35.14%) PhD
14 38 (34.23%) Degree
15 36 (32.43%) Oracle
15 36 (32.43%) Matplotlib
15 36 (32.43%) D3.js
16 32 (28.83%) MongoDB
17 31 (27.93%) OO
18 30 (27.03%) JavaScript
18 30 (27.03%) Pyramid
19 29 (26.13%) Algorithms
20 28 (25.23%) Windows
21 27 (24.32%) Web Development
21 27 (24.32%) TDD
21 27 (24.32%) Visualisation
21 27 (24.32%) Continuous Integration
21 27 (24.32%) BDD

NumPy
Top Related IT Skills in England by Category

For the 6 months to 31 July 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 Spark
2 1 (0.90%) IPython
2 1 (0.90%) Apache
2 1 (0.90%) Apache Solr
2 1 (0.90%) Apache Pig
2 1 (0.90%) Elasticsearch
Applications
1 16 (14.41%) Mathematica
Cloud Services
1 3 (2.70%) Amazon AWS
2 2 (1.80%) Heroku
3 1 (0.90%) GitHub
3 1 (0.90%) Cloud Computing
Database & Business Intelligence
1 32 (28.83%) MongoDB
2 27 (24.32%) NoSQL
3 18 (16.22%) Big Data
4 10 (9.01%) Spotfire
4 10 (9.01%) QlikView
5 7 (6.31%) Data Mining
6 6 (5.41%) SQL Server Analysis Services
6 6 (5.41%) KDB
7 5 (4.50%) RDBMS
7 5 (4.50%) Apache Cassandra
7 5 (4.50%) Relational Database
8 4 (3.60%) OLAP
8 4 (3.60%) Hadoop
9 3 (2.70%) Apache Hive
9 3 (2.70%) MySQL
10 1 (0.90%) SQLite
10 1 (0.90%) Data Warehouse
10 1 (0.90%) Sybase IQ
Development Applications
1 25 (22.52%) Git (software)
2 24 (21.62%) Mercurial
3 6 (5.41%) Maven
General
1 70 (63.06%) Finance
2 15 (13.51%) Marketing
3 14 (12.61%) Front Office
4 7 (6.31%) Back Office
4 7 (6.31%) Banking
5 5 (4.50%) Investment Banking
6 4 (3.60%) Retail
6 4 (3.60%) Manufacturing
6 4 (3.60%) Advertising
Job Titles
1 79 (71.17%) Developer
2 48 (43.24%) Python Developer
3 20 (18.02%) Analyst
4 15 (13.51%) Java Developer
5 13 (11.71%) C++ Developer
5 13 (11.71%) Senior Developer
6 10 (9.01%) Senior Analyst
6 10 (9.01%) Data Analyst
6 10 (9.01%) Business Intelligence Analyst
7 9 (8.11%) Senior Python Developer
7 9 (8.11%) Senior Business Intelligence Analyst
8 4 (3.60%) Business Analyst
9 3 (2.70%) Junior
9 3 (2.70%) Senior Business Analyst
9 3 (2.70%) Senior C++ Developer
9 3 (2.70%) Chief Technology Officer
9 3 (2.70%) Data Scientist
9 3 (2.70%) Technical Leader
10 2 (1.80%) Java/J2EE Developer
10 2 (1.80%) Software Developer
Libraries, Frameworks & Software Standards
1 79 (71.17%) SciPy
2 71 (63.96%) Pandas
3 36 (32.43%) Matplotlib
3 36 (32.43%) D3.js
4 30 (27.03%) Pyramid
5 25 (22.52%) Highcharts JS
6 14 (12.61%) Boost C++ Libraries
7 12 (10.81%) .NET
8 10 (9.01%) htmlwidgets
9 8 (7.21%) STL
10 7 (6.31%) AngularJS
11 5 (4.50%) scikit-learn
11 5 (4.50%) Akka
12 3 (2.70%) ASP.NET
13 2 (1.80%) J2EE
13 2 (1.80%) Esper
13 2 (1.80%) SQLAlchemy
13 2 (1.80%) Java EE
13 2 (1.80%) Flask
14 1 (0.90%) Natural Language Processing
Miscellaneous
1 50 (45.05%) Hedge funds
2 49 (44.14%) Computer Science
3 29 (26.13%) Algorithms
4 27 (24.32%) Visualisation
5 19 (17.12%) Analytical Skills
6 15 (13.51%) Foreign Exchange (FX)
6 15 (13.51%) Fixed Income
6 15 (13.51%) Equities
6 15 (13.51%) Derivative
6 15 (13.51%) Mathematics
7 14 (12.61%) Market Risk
8 10 (9.01%) Statistics
9 4 (3.60%) Physics
9 4 (3.60%) Mobile App
9 4 (3.60%) Data Structures
10 1 (0.90%) Biotechnology
10 1 (0.90%) Artificial Intelligence
10 1 (0.90%) Management Information System
Operating Systems
1 44 (39.64%) Linux
2 28 (25.23%) Windows
3 7 (6.31%) UNIX
4 4 (3.60%) Android
4 4 (3.60%) Apple iOS
5 1 (0.90%) Solaris
Processes & Methodologies
1 49 (44.14%) Analytics
2 43 (38.74%) Agile Software Development
3 40 (36.04%) Software Engineering
4 31 (27.93%) OO
5 27 (24.32%) TDD
5 27 (24.32%) Web Development
5 27 (24.32%) Continuous Integration
5 27 (24.32%) BDD
6 26 (23.42%) Unit Testing
7 25 (22.52%) Refactoring
8 15 (13.51%) Functional Programming
9 13 (11.71%) Statistical Analysis
10 11 (9.91%) Business Intelligence
10 11 (9.91%) Digital Marketing
11 10 (9.01%) Big Data Analytics
12 9 (8.11%) Systematic Trading
13 8 (7.21%) Open Source
14 7 (6.31%) Data Analysis
14 7 (6.31%) Low Latency
15 6 (5.41%) Data Analytics
Programming Languages
1 92 (82.88%) Python
2 57 (51.35%) C++
3 54 (48.65%) Java
4 46 (41.44%) SQL
5 40 (36.04%) R
6 30 (27.03%) JavaScript
7 25 (22.52%) MATLAB
8 20 (18.02%) Scala
9 11 (9.91%) VBA
10 10 (9.01%) C#
11 4 (3.60%) C
12 2 (1.80%) Cython
12 2 (1.80%) Ruby
13 1 (0.90%) Haskell
13 1 (0.90%) Go
13 1 (0.90%) Perl
Qualifications
1 39 (35.14%) PhD
2 38 (34.23%) Degree
System Software
1 2 (1.80%) HDFS
2 1 (0.90%) Varnish
Vendors
1 36 (32.43%) Oracle
2 11 (9.91%) Tableau
3 4 (3.60%) Adobe
3 4 (3.60%) Omniture
4 1 (0.90%) Sybase
4 1 (0.90%) IBM
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