The following table provides summary statistics for permanent job vacancies advertised in London 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 June 2017 with a comparison to the same period in the previous 2 years.

SciPy
England / London
3 months to
23 Jun 2017
Same period 2016 Same period 2015
Rank 575 571 634
Rank change year-on-year -4 +63  
Permanent jobs citing SciPy 40 61 54
As % of all permanent IT jobs advertised in London 0.11% 0.15% 0.12%
As % of the Libraries, Frameworks & Software Standards category 0.27% 0.38% 0.32%
Number of salaries quoted 26 60 45
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 £68,750 £47,000 £47,500
10% offered a salary of more than £106,250 £120,000 £93,000
UK excluding London median salary £45,000 £45,000 £29,000
% change year-on-year - +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 London with a requirement for industry standards, technical specifications and software library and framework skills.

Software Library & Framework Skills
London
Permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills 14800 16191 17054
As % of all permanent IT job vacancies advertised in London 40.41% 40.46% 37.98%
Number of salaries quoted 12260 14290 14681
Median salary £58,500 £55,000 £55,000
Median salary % change year-on-year +6.36% -  
90% offered a salary of more than £40,000 £38,000 £35,000
10% offered a salary of more than £80,000 £75,000 £77,500
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year +6.25% -  

SciPy
Job Vacancy Trend in London

The job posting trend of jobs advertised in London 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 London

SciPy
Salary Trend in London

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

Salary trend for SciPy in London

SciPy
Salary Histogram in London

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

Salary histogram for SciPy 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 23 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
City of London +24 3 £91,250 +30.35% 1
SciPy
England

For the 6 months to 23 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 London region with a requirement for SciPy.

1 84 (100.00%) Python
2 74 (88.10%) NumPy
3 64 (76.19%) Pandas
4 53 (63.10%) Finance
5 46 (54.76%) SQL
6 45 (53.57%) C++
7 37 (44.05%) Software Engineering
7 37 (44.05%) Java
7 37 (44.05%) OO
8 35 (41.67%) Computer Science
9 31 (36.90%) PhD
10 28 (33.33%) MongoDB
11 27 (32.14%) Mathematics
11 27 (32.14%) Linux
12 26 (30.95%) NoSQL
12 26 (30.95%) Machine Learning
13 25 (29.76%) Big Data
13 25 (29.76%) Unit Testing
13 25 (29.76%) TDD
14 24 (28.57%) Continuous Integration
14 24 (28.57%) Agile Software Development
14 24 (28.57%) Analytics
14 24 (28.57%) R
15 23 (27.38%) Git (software)
16 22 (26.19%) Hadoop
16 22 (26.19%) D3.js
17 21 (25.00%) Hedge funds
18 20 (23.81%) Visualisation
18 20 (23.81%) Windows
19 19 (22.62%) JavaScript

SciPy
Co-occurring 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 19 (22.62%) Apache Spark
2 6 (7.14%) Elasticsearch
2 6 (7.14%) IPython
3 5 (5.95%) Apache Pig
4 4 (4.76%) Tornado
5 3 (3.57%) Apache
5 3 (3.57%) SAS
6 1 (1.19%) Jupyter
Applications
1 7 (8.33%) Microsoft Excel
2 3 (3.57%) GNU Octave
Cloud Services
1 7 (8.33%) Amazon AWS
2 5 (5.95%) Amazon EC2
2 5 (5.95%) Amazon EMR
2 5 (5.95%) Amazon S3
3 1 (1.19%) GitHub
3 1 (1.19%) Google Cloud Platform
Database & Business Intelligence
1 28 (33.33%) MongoDB
2 26 (30.95%) NoSQL
3 25 (29.76%) Big Data
4 22 (26.19%) Hadoop
5 14 (16.67%) Apache Cassandra
6 11 (13.10%) PostgreSQL
7 6 (7.14%) Apache Hive
8 5 (5.95%) Data Mining
8 5 (5.95%) Impala
8 5 (5.95%) Mahout
8 5 (5.95%) Neo4j
9 4 (4.76%) MySQL
9 4 (4.76%) Redis
10 3 (3.57%) Relational Database
11 2 (2.38%) Amazon Redshift
11 2 (2.38%) BigQuery
11 2 (2.38%) Power BI
12 1 (1.19%) Blockchain
12 1 (1.19%) KDB
12 1 (1.19%) RDBMS
Development Applications
1 23 (27.38%) Git (software)
2 17 (20.24%) Mercurial
3 6 (7.14%) Jenkins
4 5 (5.95%) Vagrant
4 5 (5.95%) Yeoman
5 2 (2.38%) Maven
6 1 (1.19%) Bower
6 1 (1.19%) Team Foundation Server
General
1 53 (63.10%) Finance
2 17 (20.24%) Banking
3 16 (19.05%) Retail
4 15 (17.86%) Front Office
5 12 (14.29%) Investment Banking
5 12 (14.29%) Retail Banking
6 4 (4.76%) Telecoms
7 3 (3.57%) Manufacturing
8 2 (2.38%) Back Office
9 1 (1.19%) Financial Institution
9 1 (1.19%) Games
9 1 (1.19%) Marketing
9 1 (1.19%) Publishing
Job Titles
1 43 (51.19%) Developer
2 41 (48.81%) Python Developer
3 19 (22.62%) Data Scientist
4 11 (13.10%) Analyst
4 11 (13.10%) Data Analyst
4 11 (13.10%) Technical Analyst
5 6 (7.14%) Information Analyst
5 6 (7.14%) Information Risk Analyst
5 6 (7.14%) Information Systems Analyst
5 6 (7.14%) MIS Analyst
5 6 (7.14%) Quantitative Developer
5 6 (7.14%) Risk Analyst
5 6 (7.14%) Risk Data Analyst
5 6 (7.14%) Software Engineer
6 5 (5.95%) Consultant
6 5 (5.95%) Data Analytics Analyst
6 5 (5.95%) Data Consultant
7 4 (4.76%) Junior
7 4 (4.76%) Senior Data Scientist
8 3 (3.57%) Machine Learning Scientist
Libraries, Frameworks & Software Standards
1 74 (88.10%) NumPy
2 64 (76.19%) Pandas
3 22 (26.19%) D3.js
4 19 (22.62%) Pyramid
5 18 (21.43%) Matplotlib
6 17 (20.24%) Highcharts JS
7 13 (15.48%) scikit-learn
8 12 (14.29%) Kafka
9 11 (13.10%) Natural Language Processing
10 10 (11.90%) Flask
11 7 (8.33%) Django
12 6 (7.14%) Celery
13 5 (5.95%) Cascalog
14 4 (4.76%) AngularJS
15 2 (2.38%) .NET
15 2 (2.38%) Elastic Stack
15 2 (2.38%) Esper
15 2 (2.38%) React
15 2 (2.38%) TensorFlow
16 1 (1.19%) HTML
Miscellaneous
1 35 (41.67%) Computer Science
2 21 (25.00%) Hedge funds
3 12 (14.29%) Derivative
3 12 (14.29%) Foreign Exchange (FX)
4 11 (13.10%) Algorithms
4 11 (13.10%) Analytical Skills
5 9 (10.71%) Fintech
6 8 (9.52%) Data Structures
7 6 (7.14%) Greenfield Project
7 6 (7.14%) Management Information System
8 2 (2.38%) Fixed Income
9 1 (1.19%) Digital Media
Operating Systems
1 27 (32.14%) Linux
2 20 (23.81%) Windows
3 5 (5.95%) Unix
Processes & Methodologies
1 37 (44.05%) OO
1 37 (44.05%) Software Engineering
2 27 (32.14%) Mathematics
3 26 (30.95%) Machine Learning
4 25 (29.76%) TDD
4 25 (29.76%) Unit Testing
5 24 (28.57%) Agile Software Development
5 24 (28.57%) Analytics
5 24 (28.57%) Continuous Integration
6 20 (23.81%) Visualisation
7 18 (21.43%) Data Analytics
7 18 (21.43%) Refactoring
8 17 (20.24%) BDD
8 17 (20.24%) Web Development
9 16 (19.05%) SDLC
10 12 (14.29%) Asset Management
10 12 (14.29%) Wealth Management
11 10 (11.90%) Data Analysis
11 10 (11.90%) Statistics
12 9 (10.71%) Open Source
Programming Languages
1 84 (100.00%) Python
2 46 (54.76%) SQL
3 45 (53.57%) C++
4 37 (44.05%) Java
5 24 (28.57%) R
6 19 (22.62%) JavaScript
7 18 (21.43%) C#
8 9 (10.71%) Scala
9 8 (9.52%) Bash Shell
10 7 (8.33%) VBA
11 5 (5.95%) C
11 5 (5.95%) Clojure
11 5 (5.95%) Cypher
12 2 (2.38%) MATLAB
13 1 (1.19%) Cython
13 1 (1.19%) ES6
13 1 (1.19%) F#
13 1 (1.19%) TypeScript
Qualifications
1 31 (36.90%) PhD
2 18 (21.43%) Degree
3 9 (10.71%) Computer Science Degree
4 5 (5.95%) Master's Degree
5 3 (3.57%) Numerate Degree
Quality Assurance & Compliance
1 12 (14.29%) Data Quality
2 2 (2.38%) Actionable Recommendations
System Software
1 5 (5.95%) Docker
1 5 (5.95%) Virtual Machines
1 5 (5.95%) VirtualBox
Systems Management
1 4 (4.76%) Kubernetes
2 2 (2.38%) Kibana
2 2 (2.38%) logstash
3 1 (1.19%) Ansible
3 1 (1.19%) StatsD
Vendors
1 18 (21.43%) Oracle
2 3 (3.57%) IBM
2 3 (3.57%) Tableau
3 2 (2.38%) Microsoft
4 1 (1.19%) Google
City, London
Harrington Starr
Salary: £50000 - £70000 per annum + Bonus
Posted: 3 days ago
London
Harrington Starr
Salary: £50000 - £65000 per annum + Benefits + Bonus
Posted: 3 days ago
North London
Quant Capital
Salary: Up to £33,000 per annum
Posted: 3 days ago
London
Harrington Starr
Salary: £50000 - £70000 per annum + Benefits + Bonus
Posted: 5 days ago