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 30 March 2017 with a comparison to the same period in the previous 2 years.

SciPy
England / London
3 months to
30 Mar 2017
Same period 2016 Same period 2015
Rank 544 575 596
Rank change year-on-year +31 +21  
Permanent jobs citing SciPy 43 76 51
As % of all permanent IT jobs advertised in London 0.13% 0.18% 0.12%
As % of the Libraries, Frameworks & Software Standards category 0.32% 0.45% 0.32%
Number of salaries quoted 40 73 41
Median salary £80,000 £72,500 £70,000
Median salary % change year-on-year +10.34% +3.57%  
90% offered a salary of more than £50,000 £45,000 £47,500
10% offered a salary of more than £110,000 £100,000 £115,000
UK excluding London median salary - £30,000 -

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 13624 16999 15893
As % of all permanent IT job vacancies advertised in London 40.21% 39.98% 37.07%
Number of salaries quoted 11736 14843 13487
Median salary £57,500 £55,000 £54,000
Median salary % change year-on-year +4.54% +1.85%  
90% offered a salary of more than £38,000 £37,500 £35,500
10% offered a salary of more than £80,000 £72,500 £77,500
UK excluding London median salary £40,000 £42,500 £40,000
% change year-on-year -5.88% +6.25%  

SciPy
Job Vacancy Trend in 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 30 March 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 30 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
City of London +30 5 £80,000 +42.22% 1
West End of London - 1 £65,000 -
SciPy
England

For the 6 months to 30 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 London region with a requirement for SciPy.

1 82 (100.00%) Python
2 73 (89.02%) NumPy
3 55 (67.07%) Finance
3 55 (67.07%) Pandas
4 44 (53.66%) SQL
5 40 (48.78%) C++
6 33 (40.24%) PhD
6 33 (40.24%) Computer Science
7 32 (39.02%) Linux
8 27 (32.93%) Mathematics
9 26 (31.71%) Machine Learning
10 25 (30.49%) NoSQL
11 24 (29.27%) Degree
11 24 (29.27%) OO
12 23 (28.05%) Unit Testing
12 23 (28.05%) Continuous Integration
12 23 (28.05%) MongoDB
13 22 (26.83%) Windows
13 22 (26.83%) Java
13 22 (26.83%) TDD
14 21 (25.61%) Git (software)
15 20 (24.39%) Hedge funds
15 20 (24.39%) D3.js
16 19 (23.17%) Software Engineering
17 17 (20.73%) Agile Software Development
17 17 (20.73%) JavaScript
17 17 (20.73%) Pyramid
18 16 (19.51%) Algorithms
18 16 (19.51%) Oracle
18 16 (19.51%) Matplotlib

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 15 (18.29%) IPython
2 8 (9.76%) Apache Spark
3 5 (6.10%) Apache Pig
4 4 (4.88%) Apache
5 3 (3.66%) SAS
6 2 (2.44%) Elasticsearch
6 2 (2.44%) Jupyter
Applications
1 7 (8.54%) GNU Octave
2 1 (1.22%) MS Excel
Cloud Services
1 9 (10.98%) Amazon AWS
2 6 (7.32%) Amazon EC2
2 6 (7.32%) Amazon EMR
2 6 (7.32%) Amazon S3
3 3 (3.66%) GitHub
4 2 (2.44%) Google Cloud Platform
5 1 (1.22%) Google Analytics
Database & Business Intelligence
1 25 (30.49%) NoSQL
2 23 (28.05%) MongoDB
3 12 (14.63%) Big Data
3 12 (14.63%) Hadoop
4 9 (10.98%) PostgreSQL
5 7 (8.54%) Apache Hive
5 7 (8.54%) Data Mining
6 6 (7.32%) Relational Database
7 5 (6.10%) Impala
7 5 (6.10%) Mahout
7 5 (6.10%) Neo4j
8 4 (4.88%) Amazon Redshift
8 4 (4.88%) MySQL
9 3 (3.66%) Apache Cassandra
9 3 (3.66%) BigQuery
9 3 (3.66%) SQL Server
10 1 (1.22%) Blockchain
10 1 (1.22%) KDB
10 1 (1.22%) Power BI
10 1 (1.22%) Sqoop
Development Applications
1 21 (25.61%) Git (software)
2 15 (18.29%) Mercurial
3 6 (7.32%) Jenkins
4 5 (6.10%) Vagrant
4 5 (6.10%) Yeoman
5 3 (3.66%) Maven
5 3 (3.66%) Team Foundation Server
6 1 (1.22%) Bower
General
1 55 (67.07%) Finance
2 5 (6.10%) Front Office
3 4 (4.88%) Banking
4 3 (3.66%) Financial Institution
4 3 (3.66%) Manufacturing
4 3 (3.66%) Retail
4 3 (3.66%) Telecoms
5 2 (2.44%) Back Office
6 1 (1.22%) Publishing
Job Titles
1 46 (56.10%) Developer
2 44 (53.66%) Python Developer
3 22 (26.83%) Data Scientist
4 5 (6.10%) Quantitative Developer
5 4 (4.88%) Analytics Manager
5 4 (4.88%) Data Manager
5 4 (4.88%) Junior
5 4 (4.88%) Linux Engineer
5 4 (4.88%) Machine Learning Scientist
5 4 (4.88%) Senior Data Scientist
6 3 (3.66%) Algorithmic Trading Developer
6 3 (3.66%) Analytics Consultant
6 3 (3.66%) C# Developer
6 3 (3.66%) Data Analytics Consultant
6 3 (3.66%) Data Analytics Manager
6 3 (3.66%) Data Consultant
6 3 (3.66%) DevOps Engineer
6 3 (3.66%) Linux DevOps Engineer
6 3 (3.66%) Linux/Unix DevOps
6 3 (3.66%) Senior Analytics Manager
Libraries, Frameworks & Software Standards
1 73 (89.02%) NumPy
2 55 (67.07%) Pandas
3 20 (24.39%) D3.js
4 17 (20.73%) Pyramid
5 16 (19.51%) Matplotlib
6 15 (18.29%) Highcharts JS
7 14 (17.07%) scikit-learn
8 7 (8.54%) Django
9 6 (7.32%) Natural Language Processing
10 5 (6.10%) Cascalog
11 4 (4.88%) AngularJS
11 4 (4.88%) Boost C++ Libraries
11 4 (4.88%) Celery
11 4 (4.88%) Flask
11 4 (4.88%) STL
12 3 (3.66%) SQLAlchemy
13 2 (2.44%) .NET
13 2 (2.44%) Elastic Stack
13 2 (2.44%) Esper
13 2 (2.44%) React
Miscellaneous
1 33 (40.24%) Computer Science
2 20 (24.39%) Hedge funds
3 16 (19.51%) Algorithms
4 13 (15.85%) Fintech
5 11 (13.41%) Analytical Skills
6 8 (9.76%) Data Structures
7 2 (2.44%) Clustering
7 2 (2.44%) PMI
8 1 (1.22%) Credit Risk
8 1 (1.22%) Derivative
8 1 (1.22%) Digital Media
8 1 (1.22%) Fixed Income
Operating Systems
1 32 (39.02%) Linux
2 22 (26.83%) Windows
3 11 (13.41%) Unix
4 1 (1.22%) CentOS
4 1 (1.22%) Debian
4 1 (1.22%) Red Hat Enterprise Linux
4 1 (1.22%) Ubuntu
Processes & Methodologies
1 27 (32.93%) Mathematics
2 26 (31.71%) Machine Learning
3 24 (29.27%) OO
4 23 (28.05%) Continuous Integration
4 23 (28.05%) Unit Testing
5 22 (26.83%) TDD
6 19 (23.17%) Software Engineering
7 17 (20.73%) Agile Software Development
8 15 (18.29%) BDD
8 15 (18.29%) Data Analysis
8 15 (18.29%) Refactoring
8 15 (18.29%) Web Development
9 14 (17.07%) Analytics
10 13 (15.85%) Statistics
11 11 (13.41%) High Availability
11 11 (13.41%) Multithreaded Programming
11 11 (13.41%) Multithreading
12 8 (9.76%) Low Latency
12 8 (9.76%) Open Source
12 8 (9.76%) Visualisation
Programming Languages
1 82 (100.00%) Python
2 44 (53.66%) SQL
3 40 (48.78%) C++
4 22 (26.83%) Java
5 17 (20.73%) JavaScript
6 15 (18.29%) R
7 12 (14.63%) Bash Shell
7 12 (14.63%) C
8 11 (13.41%) C#
9 7 (8.54%) Scala
10 6 (7.32%) VBA
11 5 (6.10%) Clojure
11 5 (6.10%) Cypher
12 4 (4.88%) MATLAB
13 1 (1.22%) Erlang
13 1 (1.22%) ES6
13 1 (1.22%) F#
13 1 (1.22%) Go
13 1 (1.22%) Haskell
13 1 (1.22%) TypeScript
Qualifications
1 33 (40.24%) PhD
2 24 (29.27%) Degree
3 2 (2.44%) PMI Certification
Quality Assurance & Compliance
1 1 (1.22%) Actionable Recommendations
1 1 (1.22%) Data Quality
System Software
1 5 (6.10%) Virtual Machines
1 5 (6.10%) VirtualBox
2 1 (1.22%) Apache Flume
2 1 (1.22%) Docker
Systems Management
1 2 (2.44%) Kibana
1 2 (2.44%) logstash
2 1 (1.22%) Ansible
2 1 (1.22%) StatsD
Vendors
1 16 (19.51%) Oracle
2 3 (3.66%) IBM
2 3 (3.66%) Red Hat
2 3 (3.66%) Tableau
3 2 (2.44%) Cloudera
3 2 (2.44%) Google
3 2 (2.44%) Hortonworks
4 1 (1.22%) Microsoft
City, London
TEKsystems
Salary: £60000 - £150000 per annum + bonus and pension
Posted: 4 days ago
London
TEKsystems
Salary: £70000 - £130000 per annum
Posted: 5 days ago
London
OHO Group Ltd.
Salary: £70000 - £80000 per annum
Posted: 17 days ago
London
UBS
Posted: 26 days ago