The table below looks at the statistics for SciPy skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited SciPy over the 3 months to 29 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
29 Jul 2016
Same period 2015 Same period 2014
SciPy
Rank 855 889 916
Rank change year-on-year
+34 +27
Permanent jobs citing SciPy 49 50 39
As % of all permanent IT jobs located in England 0.053% 0.049% 0.036%
As % of the Libraries, Frameworks & Software Standards category 0.14% 0.13% 0.090%
Number of salaries quoted 47 46 37
Median salary £80,000 £65,000 £65,000
Median salary % change year-on-year
+23.07% -
90% offered a salary of more than £42,500 £47,500 £51,500
10% offered a salary of more than £117,000 £87,500 £95,000
UK excluding London median salary £45,000 £32,000 £42,500
% change year-on-year
+40.62% -24.70%
SciPy
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
35847 38960 43120
As % of all permanent IT jobs located in England 39.10% 38.01% 39.34%
Number of salaries quoted 31520 33543 37007
Median salary £47,000 £45,000 £43,500
Median salary % change year-on-year
+4.44% +3.44%
90% offered a salary of more than £31,500 £30,000 £30,000
10% offered a salary of more than £70,000 £65,000 £65,500
UK excluding London median salary £40,000 £40,000 £40,000

SciPy
Jobs Demand Trend in England

The demand trend of job ads across the England region citing SciPy as a proportion of all IT jobs with a match in the Libraries, Frameworks & Software Standards category.

SciPy Jobs Demand Trend in England

SciPy
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing SciPy across the England region.

SciPy Salary Trend in England

SciPy
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing SciPy across the England region over the 3 months to 29 July 2016.

SciPy Salary Histogram in England

SciPy
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing SciPy within the England region over the 3 months to 29 July 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 +54 44 £82,500 +10.00% 8
East of England - 3 £45,000 -
South East +15 2 - - 2
SciPy
UK

SciPy
Top 30 Related IT Skills in England

For the 6 months to 29 July 2016, IT jobs citing SciPy 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 SciPy.

1 131 (99.24%) Python
2 98 (74.24%) Pandas
3 96 (72.73%) NumPy
4 84 (63.64%) Finance
5 76 (57.58%) Computer Science
6 60 (45.45%) PhD
7 57 (43.18%) Visualisation
8 55 (41.67%) SQL
9 54 (40.91%) Degree
10 53 (40.15%) Analytical Skills
11 51 (38.64%) Machine Learning
12 50 (37.88%) Analytics
13 49 (37.12%) Unit Testing
14 48 (36.36%) Mathematics
15 47 (35.61%) Linux
16 46 (34.85%) MongoDB
17 44 (33.33%) R
17 44 (33.33%) Algorithms
17 44 (33.33%) scikit-learn
18 42 (31.82%) Git (software)
18 42 (31.82%) Continuous Integration
18 42 (31.82%) C++
19 41 (31.06%) Amazon AWS
20 40 (30.30%) Open Source
21 39 (29.55%) Statistics
22 38 (28.79%) Data Analysis
22 38 (28.79%) Big Data
23 36 (27.27%) D3.js
23 36 (27.27%) Software Engineering
24 35 (26.52%) Data Visualisation

SciPy
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 28 (21.21%) Apache Pig
2 26 (19.70%) Apache Spark
3 17 (12.88%) Apache
4 11 (8.33%) IPython
4 11 (8.33%) SAS
5 10 (7.58%) Jupyter
6 2 (1.52%) Elasticsearch
7 1 (0.76%) Confluence
Applications
1 9 (6.82%) SPSS
2 7 (5.30%) MS Excel
3 4 (3.03%) Weka
4 1 (0.76%) Mathematica
Cloud Services
1 41 (31.06%) Amazon AWS
2 33 (25.00%) Amazon EC2
3 29 (21.97%) Amazon S3
4 25 (18.94%) Amazon EMR
5 8 (6.06%) Amazon Kinesis
6 4 (3.03%) AWS Elastic Beanstalk
6 4 (3.03%) Route 53
Communications & Networking
1 4 (3.03%) TCP/IP
2 1 (0.76%) AMQP
2 1 (0.76%) Internet
2 1 (0.76%) IPv4
2 1 (0.76%) MQTT
2 1 (0.76%) Wi-Fi
Database & Business Intelligence
1 46 (34.85%) MongoDB
2 38 (28.79%) Big Data
3 35 (26.52%) Hadoop
4 33 (25.00%) PostgreSQL
5 32 (24.24%) Apache Hive
6 27 (20.45%) Data Mining
6 27 (20.45%) Neo4j
7 25 (18.94%) Impala
7 25 (18.94%) Mahout
8 17 (12.88%) NoSQL
9 15 (11.36%) SQL Server
10 13 (9.85%) KDB
11 12 (9.09%) Amazon Redshift
12 11 (8.33%) Data Warehouse
13 9 (6.82%) MySQL
14 7 (5.30%) QlikView
14 7 (5.30%) Relational Database
15 2 (1.52%) CouchDB
15 2 (1.52%) Oracle Database
Development Applications
1 42 (31.82%) Git (software)
2 25 (18.94%) Jenkins
2 25 (18.94%) Vagrant
2 25 (18.94%) Yeoman
3 12 (9.09%) Maven
4 4 (3.03%) GDB
4 4 (3.03%) Valgrind
5 1 (0.76%) Bitbucket
5 1 (0.76%) Cucumber
5 1 (0.76%) JIRA
5 1 (0.76%) Selenium
5 1 (0.76%) WebDriver
General
1 84 (63.64%) Finance
2 23 (17.42%) Front Office
3 20 (15.15%) Banking
3 20 (15.15%) Telecoms
4 17 (12.88%) Retail
5 15 (11.36%) Manufacturing
6 8 (6.06%) Games
7 3 (2.27%) Marketing
8 2 (1.52%) Advertising
8 2 (1.52%) Investment Banking
9 1 (0.76%) Electronics
Job Titles
1 56 (42.42%) Developer
2 42 (31.82%) Data Scientist
3 35 (26.52%) Python Developer
4 27 (20.45%) C++ Developer
5 18 (13.64%) Quantitative Developer
6 15 (11.36%) Analytics Consultant
6 15 (11.36%) Consultant
6 15 (11.36%) Data Analytics Consultant
6 15 (11.36%) Data Consultant
7 11 (8.33%) Senior Data Scientist
8 10 (7.58%) C++ Quantitative Developer
8 10 (7.58%) Linux Developer
9 9 (6.82%) Head of IT
10 8 (6.06%) Software Engineer
11 7 (5.30%) Head of Data Management
11 7 (5.30%) Machine Learning Scientist
12 6 (4.55%) Senior Software Engineer
13 5 (3.79%) Data Engineer
13 5 (3.79%) Data Manager
13 5 (3.79%) Senior Developer
Libraries, Frameworks & Software Standards
1 98 (74.24%) Pandas
2 96 (72.73%) NumPy
3 44 (33.33%) scikit-learn
4 36 (27.27%) D3.js
5 30 (22.73%) Natural Language Processing
6 25 (18.94%) Cascalog
7 14 (10.61%) Boost C++ Libraries
7 14 (10.61%) STL
8 12 (9.09%) AngularJS
8 12 (9.09%) Esper
8 12 (9.09%) Pyramid
8 12 (9.09%) Web Services
9 9 (6.82%) Django
10 8 (6.06%) HTML
10 8 (6.06%) Matplotlib
11 6 (4.55%) Celery
12 4 (3.03%) .NET
13 3 (2.27%) ASP.NET
13 3 (2.27%) WCF
13 3 (2.27%) WPF
Miscellaneous
1 76 (57.58%) Computer Science
2 57 (43.18%) Visualisation
3 53 (40.15%) Analytical Skills
4 48 (36.36%) Mathematics
5 44 (33.33%) Algorithms
6 39 (29.55%) Statistics
7 31 (23.48%) Physics
8 23 (17.42%) Hedge funds
9 11 (8.33%) Fintech
10 10 (7.58%) Client/Server
11 7 (5.30%) Artificial Intelligence
12 6 (4.55%) Biology
13 4 (3.03%) Derivative
13 4 (3.03%) Economics
14 3 (2.27%) Applied Mathematics
14 3 (2.27%) Blog
14 3 (2.27%) Neural Network
15 2 (1.52%) Data Structures
15 2 (1.52%) Fixed Income
15 2 (1.52%) Mobile App
Operating Systems
1 47 (35.61%) Linux
2 2 (1.52%) Unix
3 1 (0.76%) Android
3 1 (0.76%) Apple iOS
Processes & Methodologies
1 51 (38.64%) Machine Learning
2 50 (37.88%) Analytics
3 49 (37.12%) Unit Testing
4 42 (31.82%) Continuous Integration
5 40 (30.30%) Open Source
6 38 (28.79%) Data Analysis
7 36 (27.27%) Software Engineering
8 35 (26.52%) Data Visualisation
9 32 (24.24%) Time Series Analysis
10 30 (22.73%) Statistical Analysis
11 27 (20.45%) Data Analytics
11 27 (20.45%) Data Munging
11 27 (20.45%) User Stories
12 24 (18.18%) Agile Software Development
13 21 (15.91%) Bioinformatics
14 20 (15.15%) OO
15 18 (13.64%) Low Latency
15 18 (13.64%) Operations Research
16 17 (12.88%) Algorithmic Trading
17 14 (10.61%) Data Acquisition
Programming Languages
1 131 (99.24%) Python
2 55 (41.67%) SQL
3 44 (33.33%) R
4 42 (31.82%) C++
5 29 (21.97%) Clojure
6 25 (18.94%) Bash Shell
6 25 (18.94%) VBA
7 23 (17.42%) Java
8 17 (12.88%) C
9 11 (8.33%) JavaScript
10 10 (7.58%) MATLAB
11 9 (6.82%) Cython
12 4 (3.03%) C#
12 4 (3.03%) Scala
13 2 (1.52%) Haskell
13 2 (1.52%) Lua
13 2 (1.52%) Ruby
14 1 (0.76%) Julia
14 1 (0.76%) Perl
Qualifications
1 60 (45.45%) PhD
2 54 (40.91%) Degree
3 1 (0.76%) PMI Certification
Quality Assurance & Compliance
1 6 (4.55%) ISO/IEC 27001
System Software
1 25 (18.94%) Virtual Machines
1 25 (18.94%) VirtualBox
2 4 (3.03%) Docker
3 1 (0.76%) HDFS
Vendors
1 19 (14.39%) Oracle
2 15 (11.36%) Tableau
3 5 (3.79%) Facebook
4 3 (2.27%) Hortonworks
5 2 (1.52%) Greenplum
6 1 (0.76%) Cloudera
6 1 (0.76%) Google
6 1 (0.76%) Microsoft
6 1 (0.76%) MicroStrategy
6 1 (0.76%) Sybase
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