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

3 months to
9 Dec 2016
Same period 2015 Same period 2014
SciPy
Rank 825 856 924
Rank change year-on-year
+31 +68
Permanent jobs citing SciPy 39 78 42
As % of all permanent IT jobs located in England 0.046% 0.078% 0.039%
As % of the Libraries, Frameworks & Software Standards category 0.12% 0.20% 0.11%
Number of salaries quoted 36 68 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 £55,000 £32,000 £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
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
32981 38268 39459
As % of all permanent IT jobs located in England 39.24% 38.48% 37.04%
Number of salaries quoted 28683 33066 34139
Median salary £46,000 £45,000 £42,500
Median salary % change year-on-year
+2.22% +5.88%
90% offered a salary of more than £32,500 £31,000 £30,000
10% offered a salary of more than £70,000 £62,500 £67,500
UK excluding London median salary £42,500 £40,500 £40,000
% change year-on-year
+4.93% +1.25%

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 9 December 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 9 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
London +43 37 £95,000 +35.71% 10
South East +69 1 £60,000 -17.24%
South West +8 1 £45,000 +40.62%
SciPy
UK

SciPy
Top 30 Related IT Skills in England

For the 6 months to 9 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 England region with a requirement for SciPy.

1 77 (100.00%) Python
2 63 (81.82%) NumPy
3 48 (62.34%) Pandas
4 43 (55.84%) Finance
5 33 (42.86%) C++
6 31 (40.26%) PhD
6 31 (40.26%) MongoDB
7 30 (38.96%) Linux
8 28 (36.36%) Machine Learning
9 26 (33.77%) SQL
10 24 (31.17%) Continuous Integration
11 23 (29.87%) scikit-learn
12 22 (28.57%) Hadoop
13 21 (27.27%) Computer Science
13 21 (27.27%) Java
13 21 (27.27%) R
14 20 (25.97%) C
14 20 (25.97%) Degree
14 20 (25.97%) Visualisation
14 20 (25.97%) Unit Testing
15 19 (24.68%) Git (software)
15 19 (24.68%) OO
15 19 (24.68%) Algorithms
16 18 (23.38%) Analytics
16 18 (23.38%) Big Data
16 18 (23.38%) PostgreSQL
16 18 (23.38%) Open Source
16 18 (23.38%) Data Analysis
16 18 (23.38%) Agile Software Development
17 17 (22.08%) Hedge funds

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 17 (22.08%) IPython
2 13 (16.88%) Apache Spark
3 11 (14.29%) Apache Pig
4 9 (11.69%) Apache
5 4 (5.19%) SAS
6 2 (2.60%) Jupyter
7 1 (1.30%) Confluence
7 1 (1.30%) Elasticsearch
Applications
1 4 (5.19%) GNU Octave
2 1 (1.30%) SPSS
Business Applications
1 1 (1.30%) Front Arena
Cloud Services
1 15 (19.48%) Amazon AWS
2 13 (16.88%) Amazon EC2
3 12 (15.58%) Amazon S3
4 11 (14.29%) Amazon EMR
5 1 (1.30%) Amazon Kinesis
5 1 (1.30%) AWS Elastic Beanstalk
5 1 (1.30%) Google Cloud Platform
5 1 (1.30%) Route 53
Communications & Networking
1 1 (1.30%) AMQP
1 1 (1.30%) Internet
1 1 (1.30%) IPv4
1 1 (1.30%) MQTT
1 1 (1.30%) Wi-Fi
Database & Business Intelligence
1 31 (40.26%) MongoDB
2 22 (28.57%) Hadoop
3 18 (23.38%) Big Data
3 18 (23.38%) PostgreSQL
4 15 (19.48%) Apache Hive
5 11 (14.29%) Data Mining
5 11 (14.29%) Impala
5 11 (14.29%) Mahout
5 11 (14.29%) Neo4j
5 11 (14.29%) NoSQL
6 5 (6.49%) KDB
6 5 (6.49%) MySQL
6 5 (6.49%) Relational Database
7 4 (5.19%) SQL Server
8 2 (2.60%) Amazon Redshift
8 2 (2.60%) Sqoop
9 1 (1.30%) Apache Cassandra
9 1 (1.30%) BigQuery
9 1 (1.30%) Data Warehouse
Development Applications
1 19 (24.68%) Git (software)
2 11 (14.29%) Jenkins
2 11 (14.29%) Vagrant
2 11 (14.29%) Yeoman
3 9 (11.69%) Maven
4 5 (6.49%) Mercurial
5 1 (1.30%) Bitbucket
5 1 (1.30%) JIRA
5 1 (1.30%) PyUnit
5 1 (1.30%) Subversion
General
1 43 (55.84%) Finance
2 11 (14.29%) Banking
3 9 (11.69%) Front Office
4 8 (10.39%) Manufacturing
4 8 (10.39%) Retail
4 8 (10.39%) Telecoms
5 2 (2.60%) Investment Banking
6 1 (1.30%) Aerospace
6 1 (1.30%) Back Office
6 1 (1.30%) Games
Job Titles
1 36 (46.75%) Developer
2 33 (42.86%) Python Developer
3 25 (32.47%) Data Scientist
4 10 (12.99%) Machine Learning Scientist
5 8 (10.39%) Analytics Consultant
5 8 (10.39%) Consultant
5 8 (10.39%) Data Analytics Consultant
5 8 (10.39%) Data Consultant
6 6 (7.79%) Quantitative Developer
6 6 (7.79%) Senior Data Scientist
7 5 (6.49%) C++ Developer
8 4 (5.19%) Analytics Manager
8 4 (5.19%) Data Analytics Manager
8 4 (5.19%) Data Manager
8 4 (5.19%) Senior Analytics Manager
8 4 (5.19%) Senior Consultant
8 4 (5.19%) Senior Manager
9 3 (3.90%) C++ Quantitative Developer
9 3 (3.90%) Head of IT
10 2 (2.60%) Linux Engineer
Libraries, Frameworks & Software Standards
1 63 (81.82%) NumPy
2 48 (62.34%) Pandas
3 23 (29.87%) scikit-learn
4 17 (22.08%) D3.js
5 13 (16.88%) Natural Language Processing
5 13 (16.88%) Pyramid
6 11 (14.29%) Cascalog
7 9 (11.69%) AngularJS
7 9 (11.69%) Boost C++ Libraries
7 9 (11.69%) STL
8 8 (10.39%) Esper
9 6 (7.79%) Celery
9 6 (7.79%) Django
9 6 (7.79%) Highcharts JS
10 5 (6.49%) Matplotlib
11 4 (5.19%) Theano
12 2 (2.60%) Node.js
12 2 (2.60%) XML
13 1 (1.30%) .NET
13 1 (1.30%) Web Services
Miscellaneous
1 21 (27.27%) Computer Science
2 20 (25.97%) Visualisation
3 19 (24.68%) Algorithms
4 17 (22.08%) Hedge funds
5 14 (18.18%) Analytical Skills
6 9 (11.69%) Statistics
7 8 (10.39%) Fintech
8 6 (7.79%) Mathematics
9 5 (6.49%) Data Structures
9 5 (6.49%) Physics
10 3 (3.90%) Artificial Intelligence
10 3 (3.90%) Clustering
10 3 (3.90%) Equities
10 3 (3.90%) Foreign Exchange (FX)
10 3 (3.90%) PMI
11 2 (2.60%) Biometrics
12 1 (1.30%) Contract for Difference
12 1 (1.30%) Credit Risk
12 1 (1.30%) Derivative
12 1 (1.30%) Neural Network
Operating Systems
1 30 (38.96%) Linux
2 12 (15.58%) Unix
3 10 (12.99%) Windows
4 1 (1.30%) Android
4 1 (1.30%) Apple iOS
4 1 (1.30%) CentOS
4 1 (1.30%) Debian
4 1 (1.30%) Red Hat Enterprise Linux
4 1 (1.30%) Ubuntu
Processes & Methodologies
1 28 (36.36%) Machine Learning
2 24 (31.17%) Continuous Integration
3 20 (25.97%) Unit Testing
4 19 (24.68%) OO
5 18 (23.38%) Agile Software Development
5 18 (23.38%) Analytics
5 18 (23.38%) Data Analysis
5 18 (23.38%) Open Source
6 16 (20.78%) Software Engineering
7 13 (16.88%) Data Visualisation
7 13 (16.88%) Statistical Analysis
8 12 (15.58%) Data Analytics
8 12 (15.58%) Multithreading
8 12 (15.58%) Refactoring
9 11 (14.29%) Computer Vision
9 11 (14.29%) Data Munging
9 11 (14.29%) Systematic Trading
9 11 (14.29%) TDD
9 11 (14.29%) Time Series Analysis
9 11 (14.29%) User Stories
Programming Languages
1 77 (100.00%) Python
2 33 (42.86%) C++
3 26 (33.77%) SQL
4 21 (27.27%) Java
4 21 (27.27%) R
5 20 (25.97%) C
6 16 (20.78%) Bash Shell
7 12 (15.58%) Clojure
8 11 (14.29%) Cypher
8 11 (14.29%) VBA
9 10 (12.99%) C#
10 8 (10.39%) JavaScript
10 8 (10.39%) MATLAB
11 5 (6.49%) Scala
12 2 (2.60%) Haskell
12 2 (2.60%) Lua
13 1 (1.30%) Cython
13 1 (1.30%) Erlang
13 1 (1.30%) Go
13 1 (1.30%) Julia
Qualifications
1 31 (40.26%) PhD
2 20 (25.97%) Degree
3 3 (3.90%) PMI Certification
System Software
1 11 (14.29%) Virtual Machines
1 11 (14.29%) VirtualBox
2 4 (5.19%) HDFS
3 2 (2.60%) Apache Flume
4 1 (1.30%) Docker
Vendors
1 6 (7.79%) Oracle
2 3 (3.90%) Cloudera
2 3 (3.90%) Hortonworks
3 2 (2.60%) Red Hat
4 1 (1.30%) MicroStrategy
4 1 (1.30%) Tableau
Central London / West End
Client Server
Salary: £30k to £40k + benefits
Posted: 18 hours ago
London
Oliver Bernard
Salary: £40000 - £60000 per annum + bonus
Posted: 2 days ago
London
Oliver Bernard
Salary: £50000 - £70000 per annum + shares
Posted: 2 days ago
London
Churchill Frank
Salary: £80000 - £81000 per annum
Posted: Yesterday
City, London
E-synergy Solutions
Salary: £60000 - £80000 per annum + benefits
Posted: 2 days ago
City, London
ANSON MCCADE
Salary: £35,000 - £45,000 + extensive benefits package
Posted: 3 days ago
London
OHO Group Ltd.
Salary: £45000 - £60000 per annum, Benefits: Share options
Posted: 8 days ago
London
OHO Group Ltd.
Salary: £45000 - £60000 per annum
Posted: 8 days ago
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: 6 days ago
London
Client Server
Salary: £30k to £40k + benefits
Posted: 16 days ago