The table below looks at the statistics for SciPy skills in IT jobs advertised for the London region. Included is a guide to the salaries offered in IT jobs that have cited SciPy over the 3 months to 24 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
24 Jul 2016
Same period 2015 Same period 2014
SciPy
Rank 590 627 652
Rank change year-on-year
+37 +25
Permanent jobs citing SciPy 44 48 32
As % of all permanent IT jobs located in London 0.11% 0.11% 0.067%
As % of the Libraries, Frameworks & Software Standards category 0.28% 0.29% 0.17%
Number of salaries quoted 44 43 31
Median salary £82,500 £75,000 £70,000
Median salary % change year-on-year
+10.00% +7.14%
90% offered a salary of more than £42,500 £48,000 £55,000
10% offered a salary of more than £118,500 £90,000 £110,000
UK excluding London median salary £45,000 £29,000 £42,500
% change year-on-year
+55.17% -31.76%
SciPy
England

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 London region.

Libraries, Frameworks & Software Standards Category
London
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
15903 16620 18700
As % of all permanent IT jobs located in London 40.32% 37.36% 39.26%
Number of salaries quoted 14037 14281 16096
Median salary £56,000 £55,000 £52,500
Median salary % change year-on-year
+1.81% +4.76%
90% offered a salary of more than £37,500 £35,000 £35,000
10% offered a salary of more than £80,000 £72,500 £75,000
UK excluding London median salary £40,000 £40,000 £40,000

SciPy
Jobs Demand Trend in London

The demand trend of job ads across the London 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 London

SciPy
Salary Trend in London

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

SciPy Salary Trend in London

SciPy
Salary Histogram in London

This chart provides a salary histogram for IT jobs citing SciPy across the London region over the 3 months to 24 July 2016.

SciPy Salary Histogram in London

SciPy
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing SciPy within the London region over the 3 months to 24 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
City of London +53 2 £103,750 +38.33% 2
Hammersmith - 1 £40,000 -
SciPy
England

SciPy
Top 30 Related IT Skills in London

For the 6 months to 24 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 London region with a requirement for SciPy.

1 117 (99.15%) Python
2 85 (72.03%) NumPy
2 85 (72.03%) Pandas
3 78 (66.10%) Finance
4 71 (60.17%) Computer Science
5 58 (49.15%) PhD
6 54 (45.76%) SQL
7 53 (44.92%) Analytical Skills
8 52 (44.07%) Visualisation
9 48 (40.68%) Analytics
10 45 (38.14%) Mathematics
11 44 (37.29%) Machine Learning
12 43 (36.44%) Degree
13 42 (35.59%) R
14 41 (34.75%) MongoDB
14 41 (34.75%) Algorithms
15 40 (33.90%) scikit-learn
16 39 (33.05%) Amazon AWS
17 38 (32.20%) Big Data
17 38 (32.20%) Statistics
17 38 (32.20%) C++
17 38 (32.20%) Linux
18 37 (31.36%) Continuous Integration
19 36 (30.51%) Unit Testing
20 35 (29.66%) Open Source
21 34 (28.81%) D3.js
22 33 (27.97%) Data Visualisation
22 33 (27.97%) Data Analysis
22 33 (27.97%) Git (software)
22 33 (27.97%) Hadoop

SciPy
Top Related IT Skills in London 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 (23.73%) Apache Pig
2 24 (20.34%) Apache Spark
3 16 (13.56%) Apache
4 10 (8.47%) IPython
4 10 (8.47%) SAS
5 9 (7.63%) Jupyter
6 2 (1.69%) Elasticsearch
7 1 (0.85%) Confluence
Applications
1 9 (7.63%) SPSS
2 7 (5.93%) MS Excel
3 4 (3.39%) Weka
4 2 (1.69%) Mathematica
Cloud Services
1 39 (33.05%) Amazon AWS
2 31 (26.27%) Amazon EC2
3 28 (23.73%) Amazon S3
4 24 (20.34%) Amazon EMR
5 7 (5.93%) Amazon Kinesis
6 4 (3.39%) Route 53
7 3 (2.54%) AWS Elastic Beanstalk
Communications & Networking
1 4 (3.39%) TCP/IP
2 1 (0.85%) AMQP
2 1 (0.85%) Internet
2 1 (0.85%) IPv4
2 1 (0.85%) MQTT
2 1 (0.85%) Wi-Fi
Database & Business Intelligence
1 41 (34.75%) MongoDB
2 38 (32.20%) Big Data
3 33 (27.97%) Hadoop
4 32 (27.12%) Apache Hive
5 31 (26.27%) PostgreSQL
6 26 (22.03%) Neo4j
7 25 (21.19%) Data Mining
8 24 (20.34%) Impala
8 24 (20.34%) Mahout
9 18 (15.25%) NoSQL
10 14 (11.86%) SQL Server
11 11 (9.32%) Amazon Redshift
12 10 (8.47%) Data Warehouse
13 9 (7.63%) KDB
13 9 (7.63%) MySQL
14 7 (5.93%) QlikView
15 6 (5.08%) Relational Database
16 2 (1.69%) CouchDB
16 2 (1.69%) Oracle Database
Development Applications
1 33 (27.97%) Git (software)
2 24 (20.34%) Jenkins
2 24 (20.34%) Vagrant
2 24 (20.34%) Yeoman
3 8 (6.78%) Maven
4 4 (3.39%) GDB
4 4 (3.39%) Valgrind
5 1 (0.85%) Bitbucket
5 1 (0.85%) Cucumber
5 1 (0.85%) JIRA
5 1 (0.85%) Selenium
5 1 (0.85%) WebDriver
General
1 78 (66.10%) Finance
2 23 (19.49%) Front Office
3 16 (13.56%) Banking
3 16 (13.56%) Retail
3 16 (13.56%) Telecoms
4 14 (11.86%) Manufacturing
5 7 (5.93%) Games
6 4 (3.39%) Marketing
7 2 (1.69%) Advertising
7 2 (1.69%) Investment Banking
Job Titles
1 54 (45.76%) Developer
2 40 (33.90%) Data Scientist
3 36 (30.51%) Python Developer
4 27 (22.88%) C++ Developer
5 17 (14.41%) Quantitative Developer
6 14 (11.86%) Analytics Consultant
6 14 (11.86%) Consultant
6 14 (11.86%) Data Analytics Consultant
6 14 (11.86%) Data Consultant
7 11 (9.32%) Linux Developer
8 10 (8.47%) Senior Data Scientist
9 9 (7.63%) C++ Quantitative Developer
9 9 (7.63%) Head of IT
10 7 (5.93%) Head of Data Management
11 6 (5.08%) Machine Learning Scientist
12 5 (4.24%) Data Engineer
12 5 (4.24%) Data Manager
13 4 (3.39%) Analyst
13 4 (3.39%) Senior Python Developer
13 4 (3.39%) Software Developer
Libraries, Frameworks & Software Standards
1 85 (72.03%) NumPy
1 85 (72.03%) Pandas
2 40 (33.90%) scikit-learn
3 34 (28.81%) D3.js
4 26 (22.03%) Natural Language Processing
5 24 (20.34%) Cascalog
6 13 (11.02%) Boost C++ Libraries
6 13 (11.02%) STL
7 8 (6.78%) AngularJS
7 8 (6.78%) Esper
7 8 (6.78%) Matplotlib
7 8 (6.78%) Pyramid
8 6 (5.08%) Django
9 5 (4.24%) Celery
10 4 (3.39%) .NET
10 4 (3.39%) Web Services
11 3 (2.54%) ASP.NET
11 3 (2.54%) Flask
11 3 (2.54%) WCF
11 3 (2.54%) WPF
Miscellaneous
1 71 (60.17%) Computer Science
2 53 (44.92%) Analytical Skills
3 52 (44.07%) Visualisation
4 45 (38.14%) Mathematics
5 41 (34.75%) Algorithms
6 38 (32.20%) Statistics
7 27 (22.88%) Physics
8 19 (16.10%) Hedge funds
9 10 (8.47%) Client/Server
9 10 (8.47%) Fintech
10 8 (6.78%) Artificial Intelligence
11 4 (3.39%) Derivative
11 4 (3.39%) Economics
12 3 (2.54%) Applied Mathematics
12 3 (2.54%) Blog
12 3 (2.54%) Mobile App
13 2 (1.69%) Data Structures
13 2 (1.69%) Equity Derivative
13 2 (1.69%) Fixed Income
13 2 (1.69%) Neural Network
Operating Systems
1 38 (32.20%) Linux
2 2 (1.69%) Unix
3 1 (0.85%) Android
3 1 (0.85%) Apple iOS
Processes & Methodologies
1 48 (40.68%) Analytics
2 44 (37.29%) Machine Learning
3 37 (31.36%) Continuous Integration
4 36 (30.51%) Unit Testing
5 35 (29.66%) Open Source
6 33 (27.97%) Data Analysis
6 33 (27.97%) Data Visualisation
7 31 (26.27%) Time Series Analysis
8 29 (24.58%) Statistical Analysis
9 27 (22.88%) Software Engineering
10 26 (22.03%) Data Analytics
10 26 (22.03%) Data Munging
10 26 (22.03%) User Stories
11 19 (16.10%) Low Latency
12 18 (15.25%) Algorithmic Trading
13 17 (14.41%) Operations Research
14 16 (13.56%) OO
15 14 (11.86%) Bioinformatics
16 12 (10.17%) Agile Software Development
17 11 (9.32%) Presales
Programming Languages
1 117 (99.15%) Python
2 54 (45.76%) SQL
3 42 (35.59%) R
4 38 (32.20%) C++
5 28 (23.73%) Clojure
6 24 (20.34%) Bash Shell
6 24 (20.34%) VBA
7 18 (15.25%) Java
8 14 (11.86%) C
9 10 (8.47%) Cython
10 9 (7.63%) MATLAB
11 4 (3.39%) C#
12 3 (2.54%) JavaScript
12 3 (2.54%) Scala
13 2 (1.69%) Haskell
13 2 (1.69%) Perl
13 2 (1.69%) Ruby
14 1 (0.85%) Lua
Qualifications
1 58 (49.15%) PhD
2 43 (36.44%) Degree
System Software
1 24 (20.34%) Virtual Machines
1 24 (20.34%) VirtualBox
2 3 (2.54%) Docker
Vendors
1 15 (12.71%) Oracle
2 14 (11.86%) Tableau
3 5 (4.24%) Facebook
4 2 (1.69%) Greenplum
4 2 (1.69%) Hortonworks
4 2 (1.69%) Sybase
5 1 (0.85%) Google
5 1 (0.85%) Microsoft
City, London
TEKsystems
Salary: £75000 - £120000 per annum
Posted: Yesterday
London
Nakama
Salary: Up to £50,000 per annum
Posted: 6 days ago
London
Colston Consulting
Salary: £60000 - £75000 per annum, Benefits Excellent benefit and bonus
Posted: 2 days ago
City, London
Venturi
Salary: £60000 - £75000 per annum + bonus + bens
Posted: 3 days ago
London
Burns Sheehan
Salary: £75000.00 - £90000.00 per annum + package
Posted: 4 days ago