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 24 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
24 Aug 2016
Same period 2015 Same period 2014
SciPy
Rank 848 895 919
Rank change year-on-year
+47 +24
Permanent jobs citing SciPy 44 58 34
As % of all permanent IT jobs located in England 0.048% 0.057% 0.031%
As % of the Libraries, Frameworks & Software Standards category 0.12% 0.15% 0.081%
Number of salaries quoted 44 55 33
Median salary £93,750 £75,000 £70,000
Median salary % change year-on-year
+25.00% +7.14%
90% offered a salary of more than £60,000 £48,500 £52,500
10% offered a salary of more than £115,000 £86,500 £104,000
UK excluding London median salary - £35,000 £52,500
% change year-on-year
- -33.33%
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
35736 38759 42085
As % of all permanent IT jobs located in England 38.97% 37.79% 38.98%
Number of salaries quoted 31431 33397 35734
Median salary £47,500 £45,000 £42,500
Median salary % change year-on-year
+5.55% +5.88%
90% offered a salary of more than £31,500 £30,000 £30,000
10% offered a salary of more than £70,000 £65,000 £67,500
UK excluding London median salary £40,500 £40,000 £40,000
% change year-on-year
+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 24 August 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 24 August 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 +28 44 £93,750 +17.18%
SciPy
UK

SciPy
Top 30 Related IT Skills in England

For the 6 months to 24 August 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.

1 124 (100.00%) Python
2 91 (73.39%) NumPy
2 91 (73.39%) Pandas
3 75 (60.48%) Finance
4 61 (49.19%) Computer Science
5 52 (41.94%) PhD
5 52 (41.94%) Visualisation
6 47 (37.90%) Analytical Skills
7 46 (37.10%) Machine Learning
7 46 (37.10%) Degree
8 45 (36.29%) Unit Testing
8 45 (36.29%) SQL
9 44 (35.48%) Linux
10 43 (34.68%) MongoDB
11 42 (33.87%) Continuous Integration
12 41 (33.06%) Analytics
12 41 (33.06%) scikit-learn
13 40 (32.26%) Git (software)
14 39 (31.45%) C++
15 38 (30.65%) Algorithms
15 38 (30.65%) Amazon AWS
16 37 (29.84%) Open Source
17 36 (29.03%) R
18 35 (28.23%) Data Analysis
19 34 (27.42%) Mathematics
19 34 (27.42%) Data Visualisation
20 33 (26.61%) D3.js
20 33 (26.61%) Software Engineering
21 32 (25.81%) PostgreSQL
21 32 (25.81%) Big Data

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 25 (20.16%) Apache Pig
2 20 (16.13%) Apache Spark
3 15 (12.10%) Apache
4 13 (10.48%) IPython
5 10 (8.06%) Jupyter
6 7 (5.65%) SAS
7 3 (2.42%) Elasticsearch
8 1 (0.81%) Confluence
Applications
1 6 (4.84%) SPSS
2 4 (3.23%) MS Excel
2 4 (3.23%) Weka
Cloud Services
1 38 (30.65%) Amazon AWS
2 32 (25.81%) Amazon EC2
3 28 (22.58%) Amazon S3
4 24 (19.35%) Amazon EMR
5 8 (6.45%) Amazon Kinesis
6 4 (3.23%) AWS Elastic Beanstalk
6 4 (3.23%) Route 53
Communications & Networking
1 4 (3.23%) TCP/IP
2 1 (0.81%) AMQP
2 1 (0.81%) Internet
2 1 (0.81%) IPv4
2 1 (0.81%) MQTT
2 1 (0.81%) Wi-Fi
Database & Business Intelligence
1 43 (34.68%) MongoDB
2 32 (25.81%) Big Data
2 32 (25.81%) PostgreSQL
3 31 (25.00%) Hadoop
4 27 (21.77%) Apache Hive
5 25 (20.16%) Neo4j
6 24 (19.35%) Impala
6 24 (19.35%) Mahout
7 23 (18.55%) Data Mining
8 13 (10.48%) SQL Server
9 12 (9.68%) NoSQL
10 10 (8.06%) KDB
10 10 (8.06%) MySQL
11 9 (7.26%) Amazon Redshift
12 8 (6.45%) Data Warehouse
13 7 (5.65%) QlikView
13 7 (5.65%) Relational Database
14 2 (1.61%) CouchDB
14 2 (1.61%) Oracle Database
Development Applications
1 40 (32.26%) Git (software)
2 24 (19.35%) Jenkins
2 24 (19.35%) Vagrant
2 24 (19.35%) Yeoman
3 11 (8.87%) Maven
4 4 (3.23%) GDB
4 4 (3.23%) Valgrind
5 1 (0.81%) Bitbucket
5 1 (0.81%) Cucumber
5 1 (0.81%) JIRA
5 1 (0.81%) Selenium
5 1 (0.81%) WebDriver
General
1 75 (60.48%) Finance
2 23 (18.55%) Front Office
3 17 (13.71%) Banking
4 15 (12.10%) Telecoms
5 14 (11.29%) Retail
6 13 (10.48%) Manufacturing
7 8 (6.45%) Games
8 2 (1.61%) Investment Banking
Job Titles
1 54 (43.55%) Developer
2 38 (30.65%) Data Scientist
2 38 (30.65%) Python Developer
3 23 (18.55%) C++ Developer
4 15 (12.10%) Quantitative Developer
5 13 (10.48%) Analytics Consultant
5 13 (10.48%) Consultant
5 13 (10.48%) Data Analytics Consultant
5 13 (10.48%) Data Consultant
6 11 (8.87%) Machine Learning Scientist
7 10 (8.06%) Head of IT
8 9 (7.26%) C++ Quantitative Developer
8 9 (7.26%) Linux Developer
8 9 (7.26%) Senior Data Scientist
9 8 (6.45%) Software Engineer
10 7 (5.65%) Algorithmic Trading Developer
10 7 (5.65%) C++ Developer - Algorithmic Trading
10 7 (5.65%) Head of Data Management
11 6 (4.84%) Data Manager
11 6 (4.84%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 91 (73.39%) NumPy
1 91 (73.39%) Pandas
2 41 (33.06%) scikit-learn
3 33 (26.61%) D3.js
4 29 (23.39%) Natural Language Processing
5 24 (19.35%) Cascalog
6 12 (9.68%) AngularJS
6 12 (9.68%) Boost C++ Libraries
6 12 (9.68%) STL
7 11 (8.87%) Esper
7 11 (8.87%) Pyramid
7 11 (8.87%) Web Services
8 9 (7.26%) Django
9 8 (6.45%) Matplotlib
10 7 (5.65%) Celery
10 7 (5.65%) HTML
11 4 (3.23%) .NET
11 4 (3.23%) Flask
12 3 (2.42%) Node.js
12 3 (2.42%) Theano
Miscellaneous
1 61 (49.19%) Computer Science
2 52 (41.94%) Visualisation
3 47 (37.90%) Analytical Skills
4 38 (30.65%) Algorithms
5 34 (27.42%) Mathematics
6 30 (24.19%) Statistics
7 24 (19.35%) Hedge funds
7 24 (19.35%) Physics
8 13 (10.48%) Fintech
9 7 (5.65%) Client/Server
10 6 (4.84%) Artificial Intelligence
10 6 (4.84%) Biology
11 4 (3.23%) Derivative
12 3 (2.42%) Equities
12 3 (2.42%) Foreign Exchange (FX)
13 2 (1.61%) Biometrics
13 2 (1.61%) Data Structures
13 2 (1.61%) Equity Derivative
13 2 (1.61%) Fixed Income
13 2 (1.61%) Neural Network
Operating Systems
1 44 (35.48%) Linux
2 3 (2.42%) Unix
3 1 (0.81%) Android
3 1 (0.81%) Apple iOS
Processes & Methodologies
1 46 (37.10%) Machine Learning
2 45 (36.29%) Unit Testing
3 42 (33.87%) Continuous Integration
4 41 (33.06%) Analytics
5 37 (29.84%) Open Source
6 35 (28.23%) Data Analysis
7 34 (27.42%) Data Visualisation
8 33 (26.61%) Software Engineering
9 30 (24.19%) Time Series Analysis
10 27 (21.77%) Statistical Analysis
11 26 (20.97%) Agile Software Development
12 25 (20.16%) Data Analytics
12 25 (20.16%) Data Munging
12 25 (20.16%) User Stories
13 24 (19.35%) Computer Vision
13 24 (19.35%) Sentiment Analysis
14 20 (16.13%) OO
15 19 (15.32%) Bioinformatics
16 16 (12.90%) Low Latency
17 14 (11.29%) Algorithmic Trading
Programming Languages
1 124 (100.00%) Python
2 45 (36.29%) SQL
3 39 (31.45%) C++
4 36 (29.03%) R
5 27 (21.77%) Clojure
6 24 (19.35%) Bash Shell
6 24 (19.35%) Cypher
6 24 (19.35%) VBA
7 19 (15.32%) Java
8 16 (12.90%) C
9 11 (8.87%) JavaScript
10 9 (7.26%) MATLAB
11 6 (4.84%) Cython
12 5 (4.03%) C#
13 3 (2.42%) Scala
14 2 (1.61%) Haskell
14 2 (1.61%) Lua
15 1 (0.81%) Julia
15 1 (0.81%) Ruby
Qualifications
1 52 (41.94%) PhD
2 46 (37.10%) Degree
3 1 (0.81%) PMI Certification
Quality Assurance & Compliance
1 6 (4.84%) ISO/IEC 27001
System Software
1 24 (19.35%) Virtual Machines
1 24 (19.35%) VirtualBox
2 4 (3.23%) Docker
3 3 (2.42%) HDFS
Vendors
1 15 (12.10%) Oracle
2 13 (10.48%) Tableau
3 2 (1.61%) Facebook
4 1 (0.81%) Cloudera
4 1 (0.81%) Google
4 1 (0.81%) Hortonworks
4 1 (0.81%) MicroStrategy
Ascot, Berkshire
Stafford-Sharp Associates
Salary: £75000 per annum + Share options
Posted: 5 days ago