Period
to 26 June 2019

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 26 June 2019 with a comparison to the same period in the previous 2 years.

SciPy
England > London
6 months to
26 Jun 2019
Same period 2018 Same period 2017
Rank 607 643 754
Rank change year-on-year +36 +111 +4
Permanent jobs citing SciPy 137 192 83
As % of all permanent IT jobs advertised in London 0.24% 0.27% 0.12%
As % of the Libraries, Frameworks & Software Standards category 0.60% 0.68% 0.29%
Number of salaries quoted 113 175 66
London median annual salary £75,000 £77,500 £90,000
Median salary % change year-on-year -3.23% -13.89% +12.50%
10th Percentile £40,000 £45,000 £46,250
90th Percentile £121,250 £115,000 £115,000
England median annual salary £69,500 £75,000 £87,500
% change year-on-year -7.33% -14.29% +14.75%

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 22,732 28,260 28,445
As % of all permanent IT jobs advertised in London 39.34% 40.13% 40.30%
Number of salaries quoted 18,964 23,159 23,987
London median annual salary £67,500 £62,500 £60,000
Median salary % change year-on-year +8.00% +4.17% +8.47%
10th Percentile £38,750 £37,500 £36,250
90th Percentile £97,500 £92,500 £87,500
England median annual salary £53,371 £50,000 £47,500
% change year-on-year +6.74% +5.26% -

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 26 June 2019.

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 26 June 2019. 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 +32 28 £80,000 +3.23% 3
West London - 2 £70,000 -
SciPy
England

For the 6 months to 26 June 2019, IT jobs citing SciPy also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for SciPy.

1 137 (100.00%) Python
2 115 (83.94%) NumPy
3 96 (70.07%) Pandas
4 75 (54.74%) Data Science
5 67 (48.91%) SQL
6 63 (45.99%) Software Engineering
7 59 (43.07%) Agile Software Development
7 59 (43.07%) Machine Learning
8 56 (40.88%) Amazon AWS
9 50 (36.50%) Java
10 47 (34.31%) Docker
11 46 (33.58%) Finance
12 42 (30.66%) Google Cloud Platform
13 38 (27.74%) Microsoft Azure
14 37 (27.01%) JavaScript
14 37 (27.01%) Greenfield Project
15 36 (26.28%) R
15 36 (26.28%) scikit-learn
16 34 (24.82%) Hadoop
17 33 (24.09%) Mathematics
17 33 (24.09%) Data Analysis
18 32 (23.36%) Analytics
18 32 (23.36%) C#
19 31 (22.63%) C++
19 31 (22.63%) Asset Management
19 31 (22.63%) AngularJS
20 29 (21.17%) Web Services
20 29 (21.17%) Front Office
21 28 (20.44%) Linux
21 28 (20.44%) Computer Science

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 24 (17.52%) Apache Spark
1 24 (17.52%) Jupyter
2 12 (8.76%) Elasticsearch
3 9 (6.57%) Apache
4 5 (3.65%) SAS
5 4 (2.92%) Confluence
6 2 (1.46%) Apache Pig
7 1 (0.73%) Apache Airflow
7 1 (0.73%) Luigi
7 1 (0.73%) nginx
Cloud Services
1 56 (40.88%) Amazon AWS
2 42 (30.66%) Google Cloud Platform
3 38 (27.74%) Microsoft Azure
4 8 (5.84%) Amazon S3
5 7 (5.11%) Amazon EC2
5 7 (5.11%) AWS CloudFormation
5 7 (5.11%) AWS Elastic Beanstalk
5 7 (5.11%) AWS Lambda
5 7 (5.11%) Serverless
6 4 (2.92%) Amazon ECS
7 1 (0.73%) AdWords
7 1 (0.73%) AWS IoT
7 1 (0.73%) Firebase
7 1 (0.73%) Slack
Communications & Networking
1 2 (1.46%) MQTT
Database & Business Intelligence
1 34 (24.82%) Hadoop
2 28 (20.44%) Big Data
3 21 (15.33%) MongoDB
4 19 (13.87%) NoSQL
5 18 (13.14%) Data Mining
5 18 (13.14%) PostgreSQL
6 15 (10.95%) Relational Database
7 14 (10.22%) SQL Server
8 9 (6.57%) Amazon Redshift
8 9 (6.57%) Parquet
9 8 (5.84%) Amazon RDS
9 8 (5.84%) Data Lake
9 8 (5.84%) MariaDB
9 8 (5.84%) MySQL
10 7 (5.11%) Redis
11 6 (4.38%) Apache Hive
12 3 (2.19%) BigQuery
13 2 (1.46%) Data Warehouse
13 2 (1.46%) Neo4j
13 2 (1.46%) Text Mining
Development Applications
1 18 (13.14%) Jenkins
2 16 (11.68%) Git (software)
3 9 (6.57%) Hudson
4 7 (5.11%) Artifactory
4 7 (5.11%) Atlassian Bamboo
4 7 (5.11%) GitLab
4 7 (5.11%) Maven
5 6 (4.38%) JIRA
5 6 (4.38%) Travis CI
6 3 (2.19%) Visual Studio Team System
7 2 (1.46%) Mercurial
7 2 (1.46%) Subversion
8 1 (0.73%) Selenium
General
1 46 (33.58%) Finance
2 29 (21.17%) Front Office
3 18 (13.14%) Banking
4 13 (9.49%) Retail
5 7 (5.11%) Marketing
6 5 (3.65%) Telecoms
7 4 (2.92%) Law
8 2 (1.46%) Corporate Banking
8 2 (1.46%) Investment Banking
9 1 (0.73%) Advertising
9 1 (0.73%) Financial Institution
Job Titles
1 74 (54.01%) Developer
2 50 (36.50%) Python Developer
3 33 (24.09%) Data Scientist
4 26 (18.98%) Lead Developer
5 24 (17.52%) Python Engineer
6 21 (15.33%) Software Engineer
7 17 (12.41%) Data Engineer
8 16 (11.68%) Architect
8 16 (11.68%) JavaScript Developer
8 16 (11.68%) Lead Architect
9 13 (9.49%) Python Software Engineer
10 11 (8.03%) Developer/Software Engineer
10 11 (8.03%) Full Stack Developer
10 11 (8.03%) Senior Data Scientist
11 9 (6.57%) Data Science Engineer
11 9 (6.57%) Python Developer - Fintech
12 8 (5.84%) Software Developer
13 7 (5.11%) Java Engineer
13 7 (5.11%) Java Software Engineer
13 7 (5.11%) Junior
Libraries, Frameworks & Software Standards
1 115 (83.94%) NumPy
2 96 (70.07%) Pandas
3 36 (26.28%) scikit-learn
4 31 (22.63%) AngularJS
5 29 (21.17%) Web Services
6 27 (19.71%) HTML
6 27 (19.71%) HTML5
6 27 (19.71%) J2EE
6 27 (19.71%) React
7 25 (18.25%) TensorFlow
8 24 (17.52%) Node.js
9 23 (16.79%) CSS
10 22 (16.06%) .NET
10 22 (16.06%) Backbone.js
11 20 (14.60%) CSS3
11 20 (14.60%) D3.js
12 18 (13.14%) Ember.js
12 18 (13.14%) KnockoutJS
12 18 (13.14%) Meteor
12 18 (13.14%) Vue.js
Miscellaneous
1 37 (27.01%) Greenfield Project
2 28 (20.44%) Algorithms
3 24 (17.52%) Hedge funds
4 22 (16.06%) Cloud Native
4 22 (16.06%) Fixed Income
5 16 (11.68%) Blog
5 16 (11.68%) Derivative
6 14 (10.22%) Robotics
7 11 (8.03%) Data Structures
8 9 (6.57%) Analytical Skills
9 6 (4.38%) Equities
9 6 (4.38%) Foreign Exchange (FX)
10 5 (3.65%) Digital Media
10 5 (3.65%) Market Risk
10 5 (3.65%) Spread Betting
11 4 (2.92%) Credit Risk
12 1 (0.73%) Self-Motivation
Operating Systems
1 28 (20.44%) Linux
2 8 (5.84%) Unix
3 1 (0.73%) Red Hat Enterprise Linux
Processes & Methodologies
1 75 (54.74%) Data Science
2 63 (45.99%) Software Engineering
3 59 (43.07%) Agile Software Development
3 59 (43.07%) Machine Learning
4 33 (24.09%) Data Analysis
4 33 (24.09%) Mathematics
5 32 (23.36%) Analytics
6 31 (22.63%) Asset Management
7 28 (20.44%) Computer Science
7 28 (20.44%) DevOps
7 28 (20.44%) Microservices
8 23 (16.79%) Artificial Intelligence
8 23 (16.79%) Fintech
8 23 (16.79%) Mentoring
9 21 (15.33%) Investment Management
10 20 (14.60%) Visualisation
11 17 (12.41%) Statistics
12 15 (10.95%) Statistical Modelling
13 13 (9.49%) Creative Thinking
13 13 (9.49%) Web Development
Programming Languages
1 137 (100.00%) Python
2 67 (48.91%) SQL
3 50 (36.50%) Java
4 37 (27.01%) JavaScript
5 36 (26.28%) R
6 32 (23.36%) C#
7 31 (22.63%) C++
8 13 (9.49%) Scala
9 8 (5.84%) Perl
9 8 (5.84%) Shell Script
10 4 (2.92%) C
11 3 (2.19%) Bash Shell
11 3 (2.19%) MATLAB
12 2 (1.46%) Cypher
12 2 (1.46%) VB
13 1 (0.73%) TypeScript
Qualifications
1 20 (14.60%) Degree
2 17 (12.41%) PhD
3 8 (5.84%) Master's Degree
4 7 (5.11%) AWS Certification
5 5 (3.65%) Numerate Degree
6 1 (0.73%) Computer Science Degree
Quality Assurance & Compliance
1 1 (0.73%) QA
1 1 (0.73%) Solvency II
System Software
1 47 (34.31%) Docker
2 1 (0.73%) Apache ZooKeeper
Systems Management
1 14 (10.22%) Kubernetes
2 11 (8.03%) Terraform
3 7 (5.11%) Docker Swarm
4 2 (1.46%) Opscode Chef
5 1 (0.73%) Ansible
Vendors
1 24 (17.52%) Google
2 20 (14.60%) Rackspace
3 6 (4.38%) Red Hat
4 5 (3.65%) Microsoft
5 4 (2.92%) Oracle
6 2 (1.46%) Facebook
6 2 (1.46%) Perforce
6 2 (1.46%) Twitter
7 1 (0.73%) Atlassian
7 1 (0.73%) Instagram