The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for SciPy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited SciPy over the 3 months to 23 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
23 Mar 2017
Same period 2016 Same period 2015
SciPy
UK / England
Rank 782 836 879
Rank change year-on-year +54 +43  
Permanent jobs citing SciPy 45 84 49
As % of all permanent IT jobs advertised in England 0.057% 0.087% 0.050%
As % of the Libraries, Frameworks & Software Standards category 0.14% 0.23% 0.13%
Number of salaries quoted 42 81 40
Median salary £80,000 £70,000 £70,000
Median salary % change year-on-year +14.28% -  
90% offered a salary of more than £50,000 £40,000 £47,500
10% offered a salary of more than £110,000 £92,500 £115,000
UK excluding London median salary £47,000 £30,000 -
% change year-on-year +56.66% -  

SciPy is in the industry standards, technical specifications and software library and framework skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for industry standards, technical specifications and software library and framework skills.

Software Library & Framework Skills
England
Permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills 31481 37093 37199
As % of all permanent IT job vacancies advertised in England 40.02% 38.58% 37.78%
Number of salaries quoted 27095 32264 31852
Median salary £45,000 £45,000 £45,000
90% offered a salary of more than £31,500 £31,000 £30,000
10% offered a salary of more than £70,000 £65,000 £67,500
UK excluding London median salary £40,000 £42,500 £40,000
% change year-on-year -5.88% +6.25%  

SciPy
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing SciPy as a proportion of all permanent or contract IT jobs with a match in the Libraries, Frameworks & Software Standards category.

Job vacancy trend for SciPy in England

SciPy
Salary Trend in England

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

Salary trend for SciPy in England

SciPy
Salary Histogram in England

The salary distribution of IT jobs citing SciPy in England over the 3 months to 23 March 2017.

Salary histogram for SciPy 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 23 March 2017. 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 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 +42 44 £80,000 +12.28% 9
South East +64 1 £47,000 +56.66%
SciPy
UK

SciPy
Top 30 Related IT Skills in England

For the 6 months to 23 March 2017, 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 87 (100.00%) Python
2 75 (86.21%) NumPy
3 57 (65.52%) Finance
4 56 (64.37%) Pandas
5 45 (51.72%) SQL
6 41 (47.13%) C++
7 37 (42.53%) Computer Science
8 35 (40.23%) PhD
9 34 (39.08%) Linux
10 30 (34.48%) Machine Learning
11 29 (33.33%) Mathematics
12 26 (29.89%) Degree
13 25 (28.74%) MongoDB
13 25 (28.74%) Continuous Integration
13 25 (28.74%) OO
13 25 (28.74%) NoSQL
14 24 (27.59%) Unit Testing
15 23 (26.44%) TDD
15 23 (26.44%) Java
15 23 (26.44%) Windows
16 22 (25.29%) Software Engineering
16 22 (25.29%) Git (software)
17 21 (24.14%) Hedge funds
17 21 (24.14%) D3.js
18 19 (21.84%) Algorithms
18 19 (21.84%) Agile Software Development
19 18 (20.69%) Data Analysis
19 18 (20.69%) Pyramid
20 17 (19.54%) R
21 16 (18.39%) Refactoring

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 14 (16.09%) IPython
2 10 (11.49%) Apache Spark
3 6 (6.90%) Apache Pig
4 5 (5.75%) Apache
4 5 (5.75%) SAS
5 2 (2.30%) Elasticsearch
6 1 (1.15%) Jupyter
Applications
1 7 (8.05%) GNU Octave
2 1 (1.15%) MS Excel
2 1 (1.15%) SPSS
Business Applications
1 1 (1.15%) Front Arena
Cloud Services
1 10 (11.49%) Amazon AWS
2 7 (8.05%) Amazon EC2
2 7 (8.05%) Amazon EMR
2 7 (8.05%) Amazon S3
3 3 (3.45%) GitHub
4 2 (2.30%) Google Cloud Platform
5 1 (1.15%) Google Analytics
Database & Business Intelligence
1 25 (28.74%) MongoDB
1 25 (28.74%) NoSQL
2 15 (17.24%) Big Data
3 14 (16.09%) Hadoop
4 10 (11.49%) PostgreSQL
5 9 (10.34%) Apache Hive
5 9 (10.34%) Data Mining
6 6 (6.90%) Impala
6 6 (6.90%) Mahout
6 6 (6.90%) Neo4j
6 6 (6.90%) Relational Database
7 4 (4.60%) Amazon Redshift
7 4 (4.60%) MySQL
8 3 (3.45%) Apache Cassandra
8 3 (3.45%) BigQuery
8 3 (3.45%) SQL Server
9 2 (2.30%) KDB
9 2 (2.30%) Sqoop
10 1 (1.15%) RDBMS
10 1 (1.15%) Text Mining
Development Applications
1 22 (25.29%) Git (software)
2 15 (17.24%) Mercurial
3 6 (6.90%) Jenkins
3 6 (6.90%) Vagrant
3 6 (6.90%) Yeoman
4 4 (4.60%) Maven
5 3 (3.45%) Team Foundation Server
6 1 (1.15%) PyUnit
6 1 (1.15%) Subversion
General
1 57 (65.52%) Finance
2 5 (5.75%) Banking
2 5 (5.75%) Front Office
3 4 (4.60%) Manufacturing
3 4 (4.60%) Retail
3 4 (4.60%) Telecoms
4 3 (3.45%) Financial Institution
5 2 (2.30%) Back Office
6 1 (1.15%) Aerospace
6 1 (1.15%) Publishing
Job Titles
1 45 (51.72%) Developer
2 43 (49.43%) Python Developer
3 25 (28.74%) Data Scientist
4 5 (5.75%) Analytics Manager
4 5 (5.75%) Data Manager
4 5 (5.75%) Machine Learning Scientist
4 5 (5.75%) Quantitative Developer
4 5 (5.75%) Senior Data Scientist
5 4 (4.60%) Analytics Consultant
5 4 (4.60%) Consultant
5 4 (4.60%) Data Analytics Consultant
5 4 (4.60%) Data Analytics Manager
5 4 (4.60%) Data Consultant
5 4 (4.60%) Junior
5 4 (4.60%) Linux Engineer
5 4 (4.60%) Senior Analytics Manager
5 4 (4.60%) Senior Consultant
5 4 (4.60%) Senior Manager
6 3 (3.45%) DevOps Engineer
6 3 (3.45%) Linux DevOps Engineer
Libraries, Frameworks & Software Standards
1 75 (86.21%) NumPy
2 56 (64.37%) Pandas
3 21 (24.14%) D3.js
4 18 (20.69%) Pyramid
5 15 (17.24%) Highcharts JS
5 15 (17.24%) Matplotlib
5 15 (17.24%) scikit-learn
6 8 (9.20%) Django
6 8 (9.20%) Natural Language Processing
7 6 (6.90%) Cascalog
8 4 (4.60%) AngularJS
8 4 (4.60%) Celery
9 3 (3.45%) Boost C++ Libraries
9 3 (3.45%) Esper
9 3 (3.45%) Flask
9 3 (3.45%) SQLAlchemy
9 3 (3.45%) STL
10 2 (2.30%) Elastic Stack
10 2 (2.30%) TensorFlow
11 1 (1.15%) React
Miscellaneous
1 37 (42.53%) Computer Science
2 21 (24.14%) Hedge funds
3 19 (21.84%) Algorithms
4 13 (14.94%) Fintech
5 12 (13.79%) Analytical Skills
6 8 (9.20%) Data Structures
7 2 (2.30%) Clustering
7 2 (2.30%) PMI
8 1 (1.15%) Credit Risk
8 1 (1.15%) Derivative
8 1 (1.15%) Digital Media
8 1 (1.15%) Fixed Income
Operating Systems
1 34 (39.08%) Linux
2 23 (26.44%) Windows
3 11 (12.64%) Unix
4 1 (1.15%) CentOS
4 1 (1.15%) Debian
4 1 (1.15%) Red Hat Enterprise Linux
4 1 (1.15%) Ubuntu
Processes & Methodologies
1 30 (34.48%) Machine Learning
2 29 (33.33%) Mathematics
3 25 (28.74%) Continuous Integration
3 25 (28.74%) OO
4 24 (27.59%) Unit Testing
5 23 (26.44%) TDD
6 22 (25.29%) Software Engineering
7 19 (21.84%) Agile Software Development
8 18 (20.69%) Data Analysis
9 16 (18.39%) Analytics
9 16 (18.39%) Refactoring
10 15 (17.24%) BDD
10 15 (17.24%) Web Development
11 14 (16.09%) Statistics
12 10 (11.49%) High Availability
12 10 (11.49%) Multithreaded Programming
12 10 (11.49%) Multithreading
12 10 (11.49%) Open Source
12 10 (11.49%) Visualisation
13 9 (10.34%) Data Analytics
Programming Languages
1 87 (100.00%) Python
2 45 (51.72%) SQL
3 41 (47.13%) C++
4 23 (26.44%) Java
5 17 (19.54%) R
6 16 (18.39%) JavaScript
7 14 (16.09%) Bash Shell
8 12 (13.79%) C
9 11 (12.64%) C#
10 7 (8.05%) Scala
10 7 (8.05%) VBA
11 6 (6.90%) Clojure
11 6 (6.90%) Cypher
12 5 (5.75%) MATLAB
13 1 (1.15%) Cython
13 1 (1.15%) Erlang
13 1 (1.15%) ES6
13 1 (1.15%) F#
13 1 (1.15%) Go
13 1 (1.15%) Haskell
Qualifications
1 35 (40.23%) PhD
2 26 (29.89%) Degree
3 2 (2.30%) PMI Certification
Quality Assurance & Compliance
1 1 (1.15%) Actionable Recommendations
1 1 (1.15%) Data Quality
System Software
1 6 (6.90%) Virtual Machines
1 6 (6.90%) VirtualBox
2 2 (2.30%) Apache Flume
3 1 (1.15%) Docker
Systems Management
1 2 (2.30%) Kibana
1 2 (2.30%) logstash
2 1 (1.15%) Ansible
2 1 (1.15%) StatsD
Vendors
1 16 (18.39%) Oracle
2 3 (3.45%) IBM
2 3 (3.45%) Red Hat
3 2 (2.30%) Cloudera
3 2 (2.30%) Google
3 2 (2.30%) Hortonworks
3 2 (2.30%) Tableau
4 1 (1.15%) Microsoft
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