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 27 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
27 Sep 2016
Same period 2015 Same period 2014
SciPy
Rank 587 610 633
Rank change year-on-year
+23 +23
Permanent jobs citing SciPy 33 54 32
As % of all permanent IT jobs located in London 0.086% 0.12% 0.071%
As % of the Libraries, Frameworks & Software Standards category 0.21% 0.33% 0.19%
Number of salaries quoted 33 52 32
Median salary £95,000 £80,000 £66,750
Median salary % change year-on-year
+18.75% +19.85%
90% offered a salary of more than £60,000 £47,750 £45,700
10% offered a salary of more than £109,000 £85,000 £80,000
UK excluding London median salary - £67,500 -
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
15402 16317 17269
As % of all permanent IT jobs located in London 40.34% 37.40% 38.15%
Number of salaries quoted 13522 13960 14730
Median salary £57,500 £55,000 £52,500
Median salary % change year-on-year
+4.54% +4.76%
90% offered a salary of more than £37,500 £36,000 £35,000
10% offered a salary of more than £80,000 £70,000 £75,000
UK excluding London median salary £41,500 £40,000 £40,000
% change year-on-year
+3.75% -

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 27 September 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 27 September 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 +48 7 £97,500 +69.56% 3
SciPy
England

SciPy
Top 30 Related IT Skills in London

For the 6 months to 27 September 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 95 (100.00%) Python
2 72 (75.79%) NumPy
3 64 (67.37%) Pandas
4 54 (56.84%) Finance
5 38 (40.00%) PhD
5 38 (40.00%) Visualisation
6 35 (36.84%) Computer Science
7 33 (34.74%) Continuous Integration
7 33 (34.74%) SQL
7 33 (34.74%) Analytical Skills
7 33 (34.74%) MongoDB
8 32 (33.68%) scikit-learn
9 31 (32.63%) Machine Learning
9 31 (32.63%) Degree
10 30 (31.58%) C++
10 30 (31.58%) Linux
11 29 (30.53%) Unit Testing
11 29 (30.53%) Analytics
12 28 (29.47%) Amazon AWS
12 28 (29.47%) Open Source
13 27 (28.42%) R
14 26 (27.37%) Big Data
14 26 (27.37%) Algorithms
14 26 (27.37%) Hadoop
15 25 (26.32%) Data Analysis
15 25 (26.32%) Data Visualisation
16 24 (25.26%) PostgreSQL
17 23 (24.21%) Git (software)
17 23 (24.21%) Amazon EC2
17 23 (24.21%) D3.js

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 18 (18.95%) Apache Pig
2 14 (14.74%) IPython
3 13 (13.68%) Apache Spark
4 11 (11.58%) Apache
5 7 (7.37%) Jupyter
6 5 (5.26%) SAS
7 1 (1.05%) Confluence
7 1 (1.05%) Elasticsearch
Applications
1 4 (4.21%) SPSS
2 3 (3.16%) Weka
Business Applications
1 1 (1.05%) Front Arena
Cloud Services
1 28 (29.47%) Amazon AWS
2 23 (24.21%) Amazon EC2
3 22 (23.16%) Amazon S3
4 18 (18.95%) Amazon EMR
5 5 (5.26%) Amazon Kinesis
6 4 (4.21%) Route 53
7 1 (1.05%) AWS Elastic Beanstalk
Communications & Networking
1 1 (1.05%) AMQP
1 1 (1.05%) Internet
1 1 (1.05%) IPv4
1 1 (1.05%) MQTT
1 1 (1.05%) Wi-Fi
Database & Business Intelligence
1 33 (34.74%) MongoDB
2 26 (27.37%) Big Data
2 26 (27.37%) Hadoop
3 24 (25.26%) PostgreSQL
4 21 (22.11%) Apache Hive
5 18 (18.95%) Impala
5 18 (18.95%) Mahout
5 18 (18.95%) Neo4j
6 17 (17.89%) Data Mining
7 9 (9.47%) NoSQL
8 8 (8.42%) MySQL
9 7 (7.37%) KDB
10 6 (6.32%) Relational Database
11 5 (5.26%) Amazon Redshift
11 5 (5.26%) Data Warehouse
12 4 (4.21%) QlikView
12 4 (4.21%) SQL Server
13 2 (2.11%) Oracle Database
14 1 (1.05%) Sqoop
Development Applications
1 23 (24.21%) Git (software)
2 18 (18.95%) Jenkins
2 18 (18.95%) Vagrant
2 18 (18.95%) Yeoman
3 8 (8.42%) Maven
4 1 (1.05%) Bitbucket
4 1 (1.05%) Cucumber
4 1 (1.05%) JIRA
4 1 (1.05%) Selenium
4 1 (1.05%) WebDriver
General
1 54 (56.84%) Finance
2 17 (17.89%) Front Office
3 12 (12.63%) Banking
4 9 (9.47%) Manufacturing
4 9 (9.47%) Retail
4 9 (9.47%) Telecoms
5 5 (5.26%) Games
6 2 (2.11%) Investment Banking
Job Titles
1 45 (47.37%) Developer
2 36 (37.89%) Python Developer
3 31 (32.63%) Data Scientist
4 17 (17.89%) C++ Developer
5 12 (12.63%) Machine Learning Scientist
6 9 (9.47%) Analytics Consultant
6 9 (9.47%) Consultant
6 9 (9.47%) Data Analytics Consultant
6 9 (9.47%) Data Consultant
6 9 (9.47%) Head of IT
6 9 (9.47%) Quantitative Developer
7 8 (8.42%) Senior Data Scientist
8 7 (7.37%) C++ Quantitative Developer
8 7 (7.37%) Linux Developer
9 6 (6.32%) Data Manager
9 6 (6.32%) Head of Data Management
10 5 (5.26%) Algorithmic Trading Developer
10 5 (5.26%) C++ Developer - Algorithmic Trading
10 5 (5.26%) Data Engineer
10 5 (5.26%) Senior Developer
Libraries, Frameworks & Software Standards
1 72 (75.79%) NumPy
2 64 (67.37%) Pandas
3 32 (33.68%) scikit-learn
4 23 (24.21%) D3.js
5 20 (21.05%) Natural Language Processing
6 18 (18.95%) Cascalog
7 11 (11.58%) Boost C++ Libraries
7 11 (11.58%) STL
8 9 (9.47%) AngularJS
9 8 (8.42%) Django
9 8 (8.42%) Esper
9 8 (8.42%) Pyramid
10 7 (7.37%) Celery
11 4 (4.21%) .NET
11 4 (4.21%) Flask
11 4 (4.21%) Theano
11 4 (4.21%) Web Services
12 3 (3.16%) ASP.NET
12 3 (3.16%) WCF
12 3 (3.16%) WPF
Miscellaneous
1 38 (40.00%) Visualisation
2 35 (36.84%) Computer Science
3 33 (34.74%) Analytical Skills
4 26 (27.37%) Algorithms
5 21 (22.11%) Statistics
6 17 (17.89%) Hedge funds
7 15 (15.79%) Mathematics
8 14 (14.74%) Fintech
9 13 (13.68%) Physics
10 5 (5.26%) Client/Server
10 5 (5.26%) Data Structures
11 4 (4.21%) Artificial Intelligence
11 4 (4.21%) Derivative
12 3 (3.16%) Equities
12 3 (3.16%) Foreign Exchange (FX)
13 2 (2.11%) Biometrics
13 2 (2.11%) Equity Derivative
13 2 (2.11%) Fixed Income
13 2 (2.11%) Neural Network
14 1 (1.05%) Economics
Operating Systems
1 30 (31.58%) Linux
2 5 (5.26%) Unix
3 1 (1.05%) Android
3 1 (1.05%) Apple iOS
Processes & Methodologies
1 33 (34.74%) Continuous Integration
2 31 (32.63%) Machine Learning
3 29 (30.53%) Analytics
3 29 (30.53%) Unit Testing
4 28 (29.47%) Open Source
5 25 (26.32%) Data Analysis
5 25 (26.32%) Data Visualisation
6 22 (23.16%) Time Series Analysis
7 21 (22.11%) Software Engineering
8 20 (21.05%) Statistical Analysis
9 19 (20.00%) Data Analytics
10 18 (18.95%) Computer Vision
10 18 (18.95%) Data Munging
10 18 (18.95%) OO
10 18 (18.95%) Sentiment Analysis
10 18 (18.95%) User Stories
11 16 (16.84%) Agile Software Development
12 13 (13.68%) Low Latency
13 11 (11.58%) Systematic Trading
14 10 (10.53%) Presales
Programming Languages
1 95 (100.00%) Python
2 33 (34.74%) SQL
3 30 (31.58%) C++
4 27 (28.42%) R
5 20 (21.05%) Clojure
6 18 (18.95%) Bash Shell
6 18 (18.95%) Cypher
6 18 (18.95%) VBA
7 15 (15.79%) C
7 15 (15.79%) Java
8 9 (9.47%) MATLAB
9 7 (7.37%) C#
10 6 (6.32%) Cython
11 4 (4.21%) JavaScript
11 4 (4.21%) Scala
12 2 (2.11%) Haskell
12 2 (2.11%) Lua
13 1 (1.05%) Julia
Qualifications
1 38 (40.00%) PhD
2 31 (32.63%) Degree
3 1 (1.05%) PMI Certification
System Software
1 18 (18.95%) Virtual Machines
1 18 (18.95%) VirtualBox
2 4 (4.21%) HDFS
3 1 (1.05%) Apache Flume
3 1 (1.05%) Docker
Vendors
1 9 (9.47%) Oracle
2 8 (8.42%) Tableau
3 1 (1.05%) Cloudera
3 1 (1.05%) Facebook
3 1 (1.05%) Google
3 1 (1.05%) Hortonworks
3 1 (1.05%) MicroStrategy
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