Period
to 23 November 2017

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 6 months to 23 November 2017 with a comparison to the same period in the previous 2 years.

SciPy
England > London
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 753 770 794
Rank change year-on-year +17 +24 +55
Permanent jobs citing SciPy 87 80 116
As % of all permanent IT jobs advertised in London 0.12% 0.11% 0.13%
As % of the Libraries, Frameworks & Software Standards category 0.30% 0.26% 0.35%
Number of salaries quoted 84 77 107
London median annual salary £73,750 £95,000 £75,000
Median salary % change year-on-year -22.37% +26.67% +20.00%
10th Percentile £47,500 £52,500 £40,500
90th Percentile £110,250 £120,000 £85,500
England median annual salary £70,000 £92,500 £72,500
% change year-on-year -24.32% +27.59% +20.83%

SciPy is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 29292 30564 33375
As % of all permanent IT jobs advertised in London 38.99% 40.20% 37.65%
Number of salaries quoted 23887 26919 28611
London median annual salary £60,000 £58,000 £55,000
Median salary % change year-on-year +3.45% +5.45% +4.76%
10th Percentile £36,250 £35,000 £34,750
90th Percentile £90,000 £86,250 £83,750
England median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

SciPy
Job Vacancy Trend in London

Job postings citing SciPy as a percentage of all IT jobs advertised in London.

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 6 months to 23 November 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 6 months to 23 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Central London +11 16 £70,000 -26.32% 1
East London -1 2 £70,000 -17.65% 1
SciPy
England

For the 6 months to 23 November 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 85 (97.70%) Python
2 78 (89.66%) NumPy
3 60 (68.97%) Pandas
4 51 (58.62%) Mathematics
5 38 (43.68%) Computer Science
6 35 (40.23%) Machine Learning
7 32 (36.78%) Agile Software Development
8 31 (35.63%) Java
8 31 (35.63%) SQL
9 30 (34.48%) Finance
10 29 (33.33%) Linux
11 28 (32.18%) OO
11 28 (32.18%) Apache Spark
12 27 (31.03%) PhD
12 27 (31.03%) Software Engineering
13 26 (29.89%) MongoDB
13 26 (29.89%) NoSQL
14 25 (28.74%) C++
15 24 (27.59%) Oracle
15 24 (27.59%) Statistics
16 23 (26.44%) Analytics
17 22 (25.29%) Hedge funds
17 22 (25.29%) Hadoop
18 21 (24.14%) Degree
18 21 (24.14%) JavaScript
19 20 (22.99%) Continuous Integration
19 20 (22.99%) Git (software)
19 20 (22.99%) Algorithms
20 19 (21.84%) Flask
20 19 (21.84%) scikit-learn

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 28 (32.18%) Apache Spark
2 11 (12.64%) Apache
3 9 (10.34%) IPython
4 8 (9.20%) Elasticsearch
5 5 (5.75%) SAS
6 4 (4.60%) Luigi
7 2 (2.30%) Apache Airflow
7 2 (2.30%) Apache Pig
7 2 (2.30%) OpenStack
7 2 (2.30%) Oracle Workflow
7 2 (2.30%) Tornado
Applications
1 4 (4.60%) CPLEX
2 2 (2.30%) Chatbot
2 2 (2.30%) HipChat
3 1 (1.15%) GNU Octave
Cloud Services
1 5 (5.75%) Amazon AWS
2 3 (3.45%) Microsoft Azure
3 1 (1.15%) Cloud Computing
3 1 (1.15%) GitHub
3 1 (1.15%) Google Cloud Platform
Database & Business Intelligence
1 26 (29.89%) MongoDB
1 26 (29.89%) NoSQL
2 22 (25.29%) Hadoop
3 19 (21.84%) Big Data
4 12 (13.79%) Apache Hive
5 8 (9.20%) MySQL
6 5 (5.75%) KDB
7 4 (4.60%) Blockchain
7 4 (4.60%) Flink
8 3 (3.45%) Relational Database
8 3 (3.45%) SQL Server
9 2 (2.30%) BigQuery
9 2 (2.30%) Data Mining
9 2 (2.30%) HBase
9 2 (2.30%) PostgreSQL
9 2 (2.30%) Sqoop
10 1 (1.15%) Amazon Redshift
10 1 (1.15%) Apache Cassandra
10 1 (1.15%) Redis
10 1 (1.15%) Text Mining
Development Applications
1 20 (22.99%) Git (software)
2 14 (16.09%) Mercurial
3 2 (2.30%) Bitbucket
3 2 (2.30%) Jenkins
3 2 (2.30%) JIRA
4 1 (1.15%) Maven
General
1 30 (34.48%) Finance
2 8 (9.20%) Front Office
3 6 (6.90%) Advertising
4 3 (3.45%) Banking
5 1 (1.15%) Back Office
5 1 (1.15%) Corporate Banking
5 1 (1.15%) Electronics
5 1 (1.15%) Games
5 1 (1.15%) Investment Banking
5 1 (1.15%) Law
5 1 (1.15%) Marketing
5 1 (1.15%) Retail Banking
Job Titles
1 45 (51.72%) Developer
2 41 (47.13%) Python Developer
3 23 (26.44%) Data Scientist
4 11 (12.64%) Senior Developer
4 11 (12.64%) Senior Python Developer
5 7 (8.05%) Junior
5 7 (8.05%) Junior Developer
6 5 (5.75%) Data Manager
6 5 (5.75%) Senior Data Scientist
7 4 (4.60%) Architect
7 4 (4.60%) Big Data Architect
7 4 (4.60%) Data Architect
7 4 (4.60%) Engineering Manager
7 4 (4.60%) Machine Learning Engineer
8 3 (3.45%) Junior Python Developer
8 3 (3.45%) Lead Developer
8 3 (3.45%) Quantitative Developer
8 3 (3.45%) Senior Software Engineer
8 3 (3.45%) Software Engineer
8 3 (3.45%) Technical Leader
Libraries, Frameworks & Software Standards
1 78 (89.66%) NumPy
2 60 (68.97%) Pandas
3 19 (21.84%) Flask
3 19 (21.84%) scikit-learn
4 17 (19.54%) Matplotlib
5 15 (17.24%) Pyramid
6 14 (16.09%) D3.js
6 14 (16.09%) Highcharts JS
7 9 (10.34%) Web Services
8 7 (8.05%) AngularJS
8 7 (8.05%) pytest
8 7 (8.05%) REST
8 7 (8.05%) Swagger
9 6 (6.90%) .NET
9 6 (6.90%) Natural Language Processing
9 6 (6.90%) PySpark
9 6 (6.90%) Spring Boot
10 5 (5.75%) .NET Core
10 5 (5.75%) Node.js
10 5 (5.75%) SQLAlchemy
Miscellaneous
1 38 (43.68%) Computer Science
2 22 (25.29%) Hedge funds
3 20 (22.99%) Algorithms
4 9 (10.34%) Greenfield Project
5 4 (4.60%) Analytical Skills
5 4 (4.60%) Fintech
5 4 (4.60%) Video\Live Streaming
6 3 (3.45%) Equities
6 3 (3.45%) Fixed Income
6 3 (3.45%) Private Cloud
6 3 (3.45%) Social Media
7 1 (1.15%) Blog
Operating Systems
1 29 (33.33%) Linux
2 15 (17.24%) Windows
3 3 (3.45%) Unix
Processes & Methodologies
1 51 (58.62%) Mathematics
2 35 (40.23%) Machine Learning
3 32 (36.78%) Agile Software Development
4 28 (32.18%) OO
5 27 (31.03%) Software Engineering
6 24 (27.59%) Statistics
7 23 (26.44%) Analytics
8 20 (22.99%) Continuous Integration
9 18 (20.69%) TDD
10 17 (19.54%) Unit Testing
11 16 (18.39%) Refactoring
12 14 (16.09%) BDD
12 14 (16.09%) Web Development
13 12 (13.79%) Predictive Modelling
14 11 (12.64%) Mentoring
14 11 (12.64%) Statistical Analysis
15 10 (11.49%) Applied Mathematics
16 8 (9.20%) Business Intelligence
16 8 (9.20%) Data Analysis
17 7 (8.05%) OOP
Programming Languages
1 85 (97.70%) Python
2 31 (35.63%) Java
2 31 (35.63%) SQL
3 25 (28.74%) C++
4 21 (24.14%) JavaScript
5 15 (17.24%) R
6 12 (13.79%) C#
7 9 (10.34%) Scala
8 6 (6.90%) MATLAB
9 3 (3.45%) C
10 1 (1.15%) Bash Shell
Qualifications
1 27 (31.03%) PhD
2 21 (24.14%) Degree
3 7 (8.05%) Computer Science Degree
4 5 (5.75%) Numerate Degree
5 2 (2.30%) Master's Degree
6 1 (1.15%) Postgraduate
System Software
1 6 (6.90%) Docker
2 2 (2.30%) Apache Flume
Systems Management
1 7 (8.05%) Kibana
2 3 (3.45%) Kubernetes
3 2 (2.30%) Ansible
3 2 (2.30%) Grafana
3 2 (2.30%) logstash
3 2 (2.30%) Prometheus
Vendors
1 24 (27.59%) Oracle
2 3 (3.45%) Google
2 3 (3.45%) Sybase
3 2 (2.30%) Alteryx
3 2 (2.30%) Informatica
3 2 (2.30%) Microsoft
3 2 (2.30%) Tableau
3 2 (2.30%) Twitter