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 26 June 2017 with a comparison to the same period in the previous 2 years.

SciPy
UK / England
3 months to
26 Jun 2017
Same period 2016 Same period 2015
Rank 824 833 890
Rank change year-on-year +9 +57  
Permanent jobs citing SciPy 43 72 63
As % of all permanent IT jobs advertised in England 0.051% 0.079% 0.061%
As % of the Libraries, Frameworks & Software Standards category 0.12% 0.20% 0.16%
Number of salaries quoted 29 69 53
Median salary £100,000 £80,000 £75,000
Median salary % change year-on-year +25.00% +6.66%  
90% offered a salary of more than £44,000 £45,000 £39,200
10% offered a salary of more than £105,000 £120,000 £90,000
UK excluding London median salary £43,750 £45,000 £29,000
% change year-on-year -2.77% +55.17%  

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 34527 35721 39925
As % of all permanent IT job vacancies advertised in England 41.06% 39.18% 38.41%
Number of salaries quoted 29194 31435 34499
Median salary £47,500 £45,250 £45,000
Median salary % change year-on-year +4.97% +0.55%  
90% offered a salary of more than £32,500 £31,500 £30,000
10% offered a salary of more than £70,000 £65,000 £70,000
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year +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 26 June 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 26 June 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 +1 38 £100,000 +25.00% 3
South East +62 3 £37,500 -
West Midlands - 2 £60,000 -
SciPy
UK

For the 6 months to 26 June 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 (97.75%) Python
2 76 (85.39%) NumPy
3 66 (74.16%) Pandas
4 53 (59.55%) Finance
5 50 (56.18%) SQL
6 45 (50.56%) C++
7 37 (41.57%) Software Engineering
7 37 (41.57%) Java
7 37 (41.57%) OO
8 35 (39.33%) Computer Science
9 31 (34.83%) PhD
10 30 (33.71%) Machine Learning
11 29 (32.58%) MongoDB
12 28 (31.46%) Big Data
12 28 (31.46%) Mathematics
13 27 (30.34%) TDD
13 27 (30.34%) Linux
13 27 (30.34%) Analytics
14 26 (29.21%) NoSQL
14 26 (29.21%) Agile Software Development
15 25 (28.09%) Unit Testing
15 25 (28.09%) R
16 24 (26.97%) Continuous Integration
17 23 (25.84%) Git (software)
18 22 (24.72%) Hadoop
18 22 (24.72%) Visualisation
18 22 (24.72%) D3.js
19 21 (23.60%) Hedge funds
20 20 (22.47%) Windows
21 19 (21.35%) JavaScript

SciPy
Co-occurring 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 19 (21.35%) Apache Spark
2 6 (6.74%) Elasticsearch
2 6 (6.74%) SAS
3 5 (5.62%) Apache Pig
3 5 (5.62%) IPython
4 4 (4.49%) Tornado
5 3 (3.37%) Apache
6 1 (1.12%) Jupyter
Applications
1 7 (7.87%) Microsoft Excel
2 3 (3.37%) GNU Octave
Cloud Services
1 7 (7.87%) Amazon AWS
2 5 (5.62%) Amazon EC2
2 5 (5.62%) Amazon EMR
2 5 (5.62%) Amazon S3
3 1 (1.12%) GitHub
3 1 (1.12%) Google Cloud Platform
Database & Business Intelligence
1 29 (32.58%) MongoDB
2 28 (31.46%) Big Data
3 26 (29.21%) NoSQL
4 22 (24.72%) Hadoop
5 14 (15.73%) Apache Cassandra
6 12 (13.48%) PostgreSQL
7 6 (6.74%) Apache Hive
7 6 (6.74%) Data Mining
8 5 (5.62%) Impala
8 5 (5.62%) Mahout
8 5 (5.62%) Neo4j
9 4 (4.49%) MySQL
9 4 (4.49%) Redis
10 3 (3.37%) Relational Database
11 2 (2.25%) Amazon Redshift
11 2 (2.25%) BigQuery
11 2 (2.25%) Power BI
12 1 (1.12%) Blockchain
12 1 (1.12%) KDB
12 1 (1.12%) RDBMS
Development Applications
1 23 (25.84%) Git (software)
2 17 (19.10%) Mercurial
3 6 (6.74%) Jenkins
4 5 (5.62%) Vagrant
4 5 (5.62%) Yeoman
5 2 (2.25%) Maven
6 1 (1.12%) Bower
6 1 (1.12%) Team Foundation Server
General
1 53 (59.55%) Finance
2 17 (19.10%) Banking
2 17 (19.10%) Retail
3 15 (16.85%) Front Office
4 12 (13.48%) Investment Banking
4 12 (13.48%) Retail Banking
5 4 (4.49%) Telecoms
6 3 (3.37%) Manufacturing
7 2 (2.25%) Back Office
8 1 (1.12%) Financial Institution
8 1 (1.12%) Games
8 1 (1.12%) Marketing
8 1 (1.12%) Publishing
Job Titles
1 43 (48.31%) Developer
2 41 (46.07%) Python Developer
3 22 (24.72%) Data Scientist
4 12 (13.48%) Analyst
4 12 (13.48%) Data Analyst
5 11 (12.36%) Technical Analyst
6 6 (6.74%) Information Analyst
6 6 (6.74%) Information Risk Analyst
6 6 (6.74%) Information Systems Analyst
6 6 (6.74%) MIS Analyst
6 6 (6.74%) Risk Analyst
6 6 (6.74%) Risk Data Analyst
6 6 (6.74%) Software Engineer
7 5 (5.62%) Analytics Manager
7 5 (5.62%) Consultant
7 5 (5.62%) Data Analytics Analyst
7 5 (5.62%) Data Consultant
7 5 (5.62%) Quantitative Developer
8 4 (4.49%) Junior
8 4 (4.49%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 76 (85.39%) NumPy
2 66 (74.16%) Pandas
3 22 (24.72%) D3.js
4 19 (21.35%) Pyramid
5 18 (20.22%) Matplotlib
6 17 (19.10%) Highcharts JS
7 13 (14.61%) scikit-learn
8 12 (13.48%) Kafka
9 11 (12.36%) Flask
9 11 (12.36%) Natural Language Processing
10 10 (11.24%) Django
11 6 (6.74%) Celery
12 5 (5.62%) Cascalog
13 4 (4.49%) AngularJS
14 2 (2.25%) .NET
14 2 (2.25%) Ajax
14 2 (2.25%) Elastic Stack
14 2 (2.25%) Esper
14 2 (2.25%) React
14 2 (2.25%) TensorFlow
Miscellaneous
1 35 (39.33%) Computer Science
2 21 (23.60%) Hedge funds
3 13 (14.61%) Algorithms
3 13 (14.61%) Analytical Skills
4 12 (13.48%) Derivative
4 12 (13.48%) Foreign Exchange (FX)
5 10 (11.24%) Fintech
6 8 (8.99%) Data Structures
7 6 (6.74%) Management Information System
8 5 (5.62%) Greenfield Project
9 2 (2.25%) Fixed Income
10 1 (1.12%) Digital Media
Operating Systems
1 27 (30.34%) Linux
2 20 (22.47%) Windows
3 4 (4.49%) Unix
Processes & Methodologies
1 37 (41.57%) OO
1 37 (41.57%) Software Engineering
2 30 (33.71%) Machine Learning
3 28 (31.46%) Mathematics
4 27 (30.34%) Analytics
4 27 (30.34%) TDD
5 26 (29.21%) Agile Software Development
6 25 (28.09%) Unit Testing
7 24 (26.97%) Continuous Integration
8 22 (24.72%) Visualisation
9 19 (21.35%) Data Analytics
10 18 (20.22%) Refactoring
11 17 (19.10%) BDD
11 17 (19.10%) Web Development
12 16 (17.98%) SDLC
13 13 (14.61%) Data Analysis
13 13 (14.61%) Statistics
14 12 (13.48%) Asset Management
14 12 (13.48%) Wealth Management
15 11 (12.36%) Open Source
Programming Languages
1 87 (97.75%) Python
2 50 (56.18%) SQL
3 45 (50.56%) C++
4 37 (41.57%) Java
5 25 (28.09%) R
6 19 (21.35%) JavaScript
7 18 (20.22%) C#
8 9 (10.11%) Scala
9 8 (8.99%) Bash Shell
10 7 (7.87%) VBA
11 5 (5.62%) C
11 5 (5.62%) Clojure
11 5 (5.62%) Cypher
11 5 (5.62%) MATLAB
12 1 (1.12%) Cython
12 1 (1.12%) ES6
12 1 (1.12%) F#
12 1 (1.12%) TypeScript
Qualifications
1 31 (34.83%) PhD
2 18 (20.22%) Degree
3 9 (10.11%) Computer Science Degree
4 5 (5.62%) Master's Degree
5 4 (4.49%) Numerate Degree
Quality Assurance & Compliance
1 12 (13.48%) Data Quality
2 2 (2.25%) Actionable Recommendations
System Software
1 5 (5.62%) Docker
1 5 (5.62%) Virtual Machines
1 5 (5.62%) VirtualBox
Systems Management
1 4 (4.49%) Kubernetes
2 2 (2.25%) Kibana
2 2 (2.25%) logstash
3 1 (1.12%) Ansible
3 1 (1.12%) StatsD
Vendors
1 18 (20.22%) Oracle
2 3 (3.37%) IBM
2 3 (3.37%) Tableau
3 2 (2.25%) Microsoft
4 1 (1.12%) Google
London
TEKsystems
Salary: £60000 - £120000 per annum + bonus and pension
Posted: Yesterday
City, London
Harrington Starr
Salary: £50000 - £70000 per annum + Bonus
Posted: 6 days ago
North London
Quant Capital
Salary: Up to £33,000 per annum
Posted: 6 days ago