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 8 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
8 Dec 2016
Same period 2015 Same period 2014
SciPy
Rank 574 595 624
Rank change year-on-year
+21 +29
Permanent jobs citing SciPy 38 58 41
As % of all permanent IT jobs located in London 0.11% 0.13% 0.091%
As % of the Libraries, Frameworks & Software Standards category 0.27% 0.35% 0.25%
Number of salaries quoted 35 48 37
Median salary £95,000 £70,000 £60,000
Median salary % change year-on-year
+35.71% +16.66%
90% offered a salary of more than £54,000 £32,500 £41,500
10% offered a salary of more than £100,000 £85,000 £75,000
UK excluding London median salary £52,500 £62,500 -
% change year-on-year
-16.00% -
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
13906 16424 16419
As % of all permanent IT jobs located in London 39.41% 37.82% 36.56%
Number of salaries quoted 12125 14119 14152
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 £37,500 £35,000
10% offered a salary of more than £80,000 £72,500 £77,500
UK excluding London median salary £42,500 £40,250 £40,000
% change year-on-year
+5.59% +0.62%

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 8 December 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 8 December 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 - 18 £80,250 - 2
Canary Wharf - 1 £85,000 -
SciPy
England

SciPy
Top 30 Related IT Skills in London

For the 6 months to 8 December 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 74 (100.00%) Python
2 60 (81.08%) NumPy
3 47 (63.51%) Pandas
4 41 (55.41%) Finance
5 30 (40.54%) MongoDB
5 30 (40.54%) PhD
5 30 (40.54%) C++
6 28 (37.84%) Linux
6 28 (37.84%) Machine Learning
7 25 (33.78%) SQL
8 23 (31.08%) Continuous Integration
8 23 (31.08%) scikit-learn
9 22 (29.73%) Hadoop
10 21 (28.38%) R
11 20 (27.03%) Visualisation
11 20 (27.03%) C
12 19 (25.68%) Java
12 19 (25.68%) Unit Testing
12 19 (25.68%) Computer Science
12 19 (25.68%) Algorithms
13 18 (24.32%) Analytics
13 18 (24.32%) Big Data
13 18 (24.32%) Degree
13 18 (24.32%) Open Source
13 18 (24.32%) PostgreSQL
13 18 (24.32%) Data Analysis
14 17 (22.97%) OO
14 17 (22.97%) Git (software)
14 17 (22.97%) IPython
15 16 (21.62%) 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 17 (22.97%) IPython
2 13 (17.57%) Apache Spark
3 11 (14.86%) Apache Pig
4 9 (12.16%) Apache
5 4 (5.41%) SAS
6 2 (2.70%) Jupyter
7 1 (1.35%) Confluence
7 1 (1.35%) Elasticsearch
Applications
1 4 (5.41%) GNU Octave
2 1 (1.35%) SPSS
Business Applications
1 1 (1.35%) Front Arena
Cloud Services
1 15 (20.27%) Amazon AWS
2 13 (17.57%) Amazon EC2
3 12 (16.22%) Amazon S3
4 11 (14.86%) Amazon EMR
5 1 (1.35%) Amazon Kinesis
5 1 (1.35%) AWS Elastic Beanstalk
5 1 (1.35%) Google Cloud Platform
5 1 (1.35%) Route 53
Communications & Networking
1 1 (1.35%) AMQP
1 1 (1.35%) Internet
1 1 (1.35%) IPv4
1 1 (1.35%) MQTT
1 1 (1.35%) Wi-Fi
Database & Business Intelligence
1 30 (40.54%) MongoDB
2 22 (29.73%) Hadoop
3 18 (24.32%) Big Data
3 18 (24.32%) PostgreSQL
4 15 (20.27%) Apache Hive
5 11 (14.86%) Data Mining
5 11 (14.86%) Impala
5 11 (14.86%) Mahout
5 11 (14.86%) Neo4j
6 10 (13.51%) NoSQL
7 5 (6.76%) KDB
7 5 (6.76%) MySQL
7 5 (6.76%) Relational Database
8 4 (5.41%) SQL Server
9 2 (2.70%) Amazon Redshift
9 2 (2.70%) Sqoop
10 1 (1.35%) Apache Cassandra
10 1 (1.35%) BigQuery
10 1 (1.35%) Data Warehouse
Development Applications
1 17 (22.97%) Git (software)
2 11 (14.86%) Jenkins
2 11 (14.86%) Vagrant
2 11 (14.86%) Yeoman
3 9 (12.16%) Maven
4 4 (5.41%) Mercurial
5 1 (1.35%) Bitbucket
5 1 (1.35%) JIRA
General
1 41 (55.41%) Finance
2 11 (14.86%) Banking
3 9 (12.16%) Front Office
4 8 (10.81%) Manufacturing
4 8 (10.81%) Retail
4 8 (10.81%) Telecoms
5 2 (2.70%) Investment Banking
6 1 (1.35%) Back Office
6 1 (1.35%) Games
Job Titles
1 35 (47.30%) Developer
2 32 (43.24%) Python Developer
3 25 (33.78%) Data Scientist
4 10 (13.51%) Machine Learning Scientist
5 8 (10.81%) Analytics Consultant
5 8 (10.81%) Consultant
5 8 (10.81%) Data Analytics Consultant
5 8 (10.81%) Data Consultant
6 6 (8.11%) Quantitative Developer
6 6 (8.11%) Senior Data Scientist
7 5 (6.76%) C++ Developer
8 4 (5.41%) Analytics Manager
8 4 (5.41%) Data Analytics Manager
8 4 (5.41%) Data Manager
8 4 (5.41%) Senior Analytics Manager
8 4 (5.41%) Senior Consultant
8 4 (5.41%) Senior Manager
9 3 (4.05%) C++ Quantitative Developer
9 3 (4.05%) Head of IT
10 2 (2.70%) Linux Engineer
Libraries, Frameworks & Software Standards
1 60 (81.08%) NumPy
2 47 (63.51%) Pandas
3 23 (31.08%) scikit-learn
4 16 (21.62%) D3.js
5 13 (17.57%) Natural Language Processing
6 12 (16.22%) Pyramid
7 11 (14.86%) Cascalog
8 9 (12.16%) AngularJS
8 9 (12.16%) Boost C++ Libraries
8 9 (12.16%) STL
9 8 (10.81%) Esper
10 6 (8.11%) Celery
10 6 (8.11%) Django
11 5 (6.76%) Highcharts JS
12 4 (5.41%) Matplotlib
12 4 (5.41%) Theano
13 2 (2.70%) Node.js
13 2 (2.70%) XML
14 1 (1.35%) .NET
14 1 (1.35%) Web Services
Miscellaneous
1 20 (27.03%) Visualisation
2 19 (25.68%) Algorithms
2 19 (25.68%) Computer Science
3 16 (21.62%) Hedge funds
4 13 (17.57%) Analytical Skills
5 9 (12.16%) Statistics
6 8 (10.81%) Fintech
7 5 (6.76%) Data Structures
7 5 (6.76%) Mathematics
7 5 (6.76%) Physics
8 3 (4.05%) Artificial Intelligence
8 3 (4.05%) Clustering
8 3 (4.05%) Equities
8 3 (4.05%) Foreign Exchange (FX)
8 3 (4.05%) PMI
9 2 (2.70%) Biometrics
10 1 (1.35%) Contract for Difference
10 1 (1.35%) Credit Risk
10 1 (1.35%) Derivative
10 1 (1.35%) Neural Network
Operating Systems
1 28 (37.84%) Linux
2 11 (14.86%) Unix
3 8 (10.81%) Windows
4 1 (1.35%) Android
4 1 (1.35%) Apple iOS
4 1 (1.35%) CentOS
4 1 (1.35%) Debian
4 1 (1.35%) Red Hat Enterprise Linux
4 1 (1.35%) Ubuntu
Processes & Methodologies
1 28 (37.84%) Machine Learning
2 23 (31.08%) Continuous Integration
3 19 (25.68%) Unit Testing
4 18 (24.32%) Analytics
4 18 (24.32%) Data Analysis
4 18 (24.32%) Open Source
5 17 (22.97%) OO
6 16 (21.62%) Agile Software Development
7 13 (17.57%) Data Visualisation
7 13 (17.57%) Software Engineering
7 13 (17.57%) Statistical Analysis
8 12 (16.22%) Data Analytics
8 12 (16.22%) Multithreading
9 11 (14.86%) Computer Vision
9 11 (14.86%) Data Munging
9 11 (14.86%) Refactoring
9 11 (14.86%) Sentiment Analysis
9 11 (14.86%) Systematic Trading
9 11 (14.86%) Time Series Analysis
9 11 (14.86%) User Stories
Programming Languages
1 74 (100.00%) Python
2 30 (40.54%) C++
3 25 (33.78%) SQL
4 21 (28.38%) R
5 20 (27.03%) C
6 19 (25.68%) Java
7 15 (20.27%) Bash Shell
8 12 (16.22%) Clojure
9 11 (14.86%) Cypher
9 11 (14.86%) VBA
10 10 (13.51%) C#
11 8 (10.81%) MATLAB
12 7 (9.46%) JavaScript
13 5 (6.76%) Scala
14 2 (2.70%) Haskell
14 2 (2.70%) Lua
15 1 (1.35%) Cython
15 1 (1.35%) Erlang
15 1 (1.35%) Go
15 1 (1.35%) Julia
Qualifications
1 30 (40.54%) PhD
2 18 (24.32%) Degree
3 3 (4.05%) PMI Certification
System Software
1 11 (14.86%) Virtual Machines
1 11 (14.86%) VirtualBox
2 4 (5.41%) HDFS
3 2 (2.70%) Apache Flume
4 1 (1.35%) Docker
Vendors
1 5 (6.76%) Oracle
2 3 (4.05%) Cloudera
2 3 (4.05%) Hortonworks
3 2 (2.70%) Red Hat
4 1 (1.35%) MicroStrategy
4 1 (1.35%) Tableau
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