The table below looks at the statistics for SciPy skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited SciPy over the 3 months to 23 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
23 Jul 2016
Same period 2015 Same period 2014
SciPy
Rank 882 906 945
Rank change year-on-year
+24 +39
Permanent jobs citing SciPy 51 53 37
As % of all permanent IT jobs located in the UK 0.052% 0.048% 0.032%
As % of the Libraries, Frameworks & Software Standards category 0.13% 0.13% 0.081%
Number of salaries quoted 48 47 35
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 £51,000
10% offered a salary of more than £116,500 £90,000 £100,000
UK excluding London median salary £45,000 £29,000 £42,500
% change year-on-year
+55.17% -31.76%

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
38142 41756 45551
As % of all permanent IT jobs located in the UK 38.89% 37.80% 39.17%
Number of salaries quoted 33137 35621 38777
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year
- +5.88%
90% offered a salary of more than £31,000 £30,000 £30,000
10% offered a salary of more than £70,000 £65,000 £65,000
UK excluding London median salary £40,000 £40,000 £40,000

SciPy
Jobs Demand Trend

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

SciPy Jobs Demand Trend in the UK

SciPy
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing SciPy within the UK.

SciPy Salary Trend in the UK

SciPy
Salary Histogram

This chart provides a salary histogram for IT jobs citing SciPy over the 3 months to 23 July 2016 within the UK.

SciPy Salary Histogram in the UK

SciPy
Top 9 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing SciPy within the UK over the 3 months to 23 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
England +46 51 £80,000 +23.07% 7
London +43 44 £82,500 +10.00% 5
Cambridgeshire - 4 £45,000 -
East of England - 4 £45,000 -
South East +25 3 - - 2
Oxford - 3 - -
Oxfordshire - 3 - -
City of London +61 2 £103,750 +38.33% 2
Hammersmith - 1 £40,000 -

SciPy
Top 30 Related IT Skills

For the 6 months to 23 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 with a requirement for SciPy.

1 132 (99.25%) Python
2 100 (75.19%) Pandas
3 96 (72.18%) NumPy
4 85 (63.91%) Finance
5 78 (58.65%) Computer Science
6 60 (45.11%) PhD
7 57 (42.86%) SQL
7 57 (42.86%) Visualisation
8 56 (42.11%) Analytical Skills
9 55 (41.35%) Degree
10 51 (38.35%) Analytics
11 49 (36.84%) Unit Testing
11 49 (36.84%) Machine Learning
11 49 (36.84%) Mathematics
12 48 (36.09%) Linux
12 48 (36.09%) MongoDB
13 45 (33.83%) Algorithms
14 44 (33.08%) Git (software)
14 44 (33.08%) Continuous Integration
15 43 (32.33%) R
15 43 (32.33%) scikit-learn
16 42 (31.58%) Open Source
16 42 (31.58%) Amazon AWS
16 42 (31.58%) C++
17 41 (30.83%) Statistics
18 39 (29.32%) Big Data
19 38 (28.57%) Data Analysis
20 37 (27.82%) Software Engineering
20 37 (27.82%) D3.js
21 36 (27.07%) Hadoop

SciPy
Top Related IT Skills 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 31 (23.31%) Apache Pig
2 25 (18.80%) Apache Spark
3 17 (12.78%) Apache
4 10 (7.52%) IPython
4 10 (7.52%) SAS
5 9 (6.77%) Jupyter
6 2 (1.50%) Elasticsearch
7 1 (0.75%) Confluence
Applications
1 9 (6.77%) SPSS
2 7 (5.26%) MS Excel
3 4 (3.01%) Weka
4 2 (1.50%) Mathematica
Cloud Services
1 42 (31.58%) Amazon AWS
2 34 (25.56%) Amazon EC2
3 31 (23.31%) Amazon S3
4 27 (20.30%) Amazon EMR
5 7 (5.26%) Amazon Kinesis
6 4 (3.01%) Route 53
7 3 (2.26%) AWS Elastic Beanstalk
Communications & Networking
1 4 (3.01%) TCP/IP
2 1 (0.75%) AMQP
2 1 (0.75%) Internet
2 1 (0.75%) IPv4
2 1 (0.75%) MQTT
2 1 (0.75%) Wi-Fi
Database & Business Intelligence
1 48 (36.09%) MongoDB
2 39 (29.32%) Big Data
3 36 (27.07%) Hadoop
4 35 (26.32%) Apache Hive
5 34 (25.56%) PostgreSQL
6 29 (21.80%) Neo4j
7 27 (20.30%) Impala
7 27 (20.30%) Mahout
8 26 (19.55%) Data Mining
9 18 (13.53%) NoSQL
10 14 (10.53%) SQL Server
11 13 (9.77%) KDB
12 11 (8.27%) Amazon Redshift
13 10 (7.52%) Data Warehouse
14 9 (6.77%) MySQL
15 7 (5.26%) QlikView
16 6 (4.51%) Relational Database
17 2 (1.50%) CouchDB
17 2 (1.50%) Oracle Database
Development Applications
1 44 (33.08%) Git (software)
2 27 (20.30%) Jenkins
2 27 (20.30%) Vagrant
2 27 (20.30%) Yeoman
3 12 (9.02%) Maven
4 4 (3.01%) GDB
4 4 (3.01%) Valgrind
5 1 (0.75%) Bitbucket
5 1 (0.75%) Cucumber
5 1 (0.75%) JIRA
5 1 (0.75%) Selenium
5 1 (0.75%) WebDriver
General
1 85 (63.91%) Finance
2 23 (17.29%) Front Office
3 20 (15.04%) Telecoms
4 19 (14.29%) Banking
5 17 (12.78%) Retail
6 15 (11.28%) Manufacturing
7 7 (5.26%) Games
8 4 (3.01%) Marketing
9 2 (1.50%) Advertising
9 2 (1.50%) Investment Banking
10 1 (0.75%) Electronics
Job Titles
1 56 (42.11%) Developer
2 43 (32.33%) Data Scientist
3 36 (27.07%) Python Developer
4 27 (20.30%) C++ Developer
5 17 (12.78%) Quantitative Developer
6 15 (11.28%) Analytics Consultant
6 15 (11.28%) Consultant
6 15 (11.28%) Data Analytics Consultant
6 15 (11.28%) Data Consultant
7 11 (8.27%) Linux Developer
8 10 (7.52%) Senior Data Scientist
9 9 (6.77%) C++ Quantitative Developer
9 9 (6.77%) Head of IT
10 8 (6.02%) Software Engineer
11 7 (5.26%) Head of Data Management
12 6 (4.51%) Machine Learning Scientist
12 6 (4.51%) Senior Software Engineer
13 5 (3.76%) Data Engineer
13 5 (3.76%) Data Manager
14 4 (3.01%) Technologist
Libraries, Frameworks & Software Standards
1 100 (75.19%) Pandas
2 96 (72.18%) NumPy
3 43 (32.33%) scikit-learn
4 37 (27.82%) D3.js
5 30 (22.56%) Natural Language Processing
6 27 (20.30%) Cascalog
7 13 (9.77%) Boost C++ Libraries
7 13 (9.77%) STL
8 12 (9.02%) AngularJS
8 12 (9.02%) Esper
8 12 (9.02%) Pyramid
8 12 (9.02%) Web Services
9 10 (7.52%) HTML
10 8 (6.02%) Django
10 8 (6.02%) Matplotlib
11 5 (3.76%) Celery
12 4 (3.01%) .NET
13 3 (2.26%) ASP.NET
13 3 (2.26%) WCF
13 3 (2.26%) WPF
Miscellaneous
1 78 (58.65%) Computer Science
2 57 (42.86%) Visualisation
3 56 (42.11%) Analytical Skills
4 49 (36.84%) Mathematics
5 45 (33.83%) Algorithms
6 41 (30.83%) Statistics
7 31 (23.31%) Physics
8 23 (17.29%) Hedge funds
9 10 (7.52%) Client/Server
9 10 (7.52%) Fintech
10 8 (6.02%) Artificial Intelligence
11 6 (4.51%) Biology
12 4 (3.01%) Derivative
12 4 (3.01%) Economics
13 3 (2.26%) Applied Mathematics
13 3 (2.26%) Blog
13 3 (2.26%) Mobile App
13 3 (2.26%) Neural Network
14 2 (1.50%) Data Structures
14 2 (1.50%) Equity Derivative
Operating Systems
1 48 (36.09%) Linux
2 2 (1.50%) Unix
3 1 (0.75%) Android
3 1 (0.75%) Apple iOS
Processes & Methodologies
1 51 (38.35%) Analytics
2 49 (36.84%) Machine Learning
2 49 (36.84%) Unit Testing
3 44 (33.08%) Continuous Integration
4 42 (31.58%) Open Source
5 38 (28.57%) Data Analysis
6 37 (27.82%) Software Engineering
7 34 (25.56%) Data Visualisation
8 32 (24.06%) Time Series Analysis
9 30 (22.56%) Statistical Analysis
10 29 (21.80%) User Stories
11 27 (20.30%) Data Analytics
11 27 (20.30%) Data Munging
12 24 (18.05%) Agile Software Development
13 21 (15.79%) Bioinformatics
14 20 (15.04%) OO
15 19 (14.29%) Low Latency
16 18 (13.53%) Algorithmic Trading
16 18 (13.53%) Operations Research
17 14 (10.53%) Data Acquisition
Programming Languages
1 132 (99.25%) Python
2 57 (42.86%) SQL
3 43 (32.33%) R
4 42 (31.58%) C++
5 31 (23.31%) Clojure
6 27 (20.30%) Bash Shell
6 27 (20.30%) VBA
7 22 (16.54%) Java
8 18 (13.53%) C
9 11 (8.27%) JavaScript
10 10 (7.52%) Cython
11 9 (6.77%) MATLAB
12 4 (3.01%) C#
13 3 (2.26%) Scala
14 2 (1.50%) Haskell
14 2 (1.50%) Perl
14 2 (1.50%) Ruby
15 1 (0.75%) Lua
Qualifications
1 60 (45.11%) PhD
2 55 (41.35%) Degree
Quality Assurance & Compliance
1 6 (4.51%) ISO/IEC 27001
System Software
1 27 (20.30%) Virtual Machines
1 27 (20.30%) VirtualBox
2 3 (2.26%) Docker
Vendors
1 19 (14.29%) Oracle
2 14 (10.53%) Tableau
3 5 (3.76%) Facebook
4 2 (1.50%) Greenplum
4 2 (1.50%) Hortonworks
4 2 (1.50%) Sybase
5 1 (0.75%) Google
5 1 (0.75%) Microsoft
City, London
TEKsystems
Salary: £75000 - £120000 per annum
Posted: 16 hours ago
London
Colston Consulting
Salary: £60000 - £75000 per annum, Benefits Excellent benefit and bonus
Posted: Yesterday
London
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Salary: Up to £50,000 per annum
Posted: 5 days ago
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Salary: £60000 - £75000 per annum + bonus + bens
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Salary: £75000.00 - £90000.00 per annum + package
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Salary: £70000 per annum + Share options
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