Period
to 19 April 2019

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 6 months to 19 April 2019 with a comparison to the same period in the previous 2 years.

SciPy
UK > England
6 months to
19 Apr 2019
Same period 2018 Same period 2017
Rank 892 946 1081
Rank change year-on-year +54 +135 +6
Permanent jobs citing SciPy 185 202 87
As % of all permanent IT jobs advertised in England 0.13% 0.12% 0.054%
As % of the Libraries, Frameworks & Software Standards category 0.35% 0.30% 0.13%
Number of salaries quoted 161 184 78
England median annual salary £75,000 £70,000 £84,000
Median salary % change year-on-year +7.14% -16.67% +20.00%
10th Percentile £45,000 £45,000 £45,000
90th Percentile £121,250 £100,000 £115,000
UK median annual salary £75,000 £70,000 £84,000
% change year-on-year +7.14% -16.67% +20.00%

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 England with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
England
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 53,559 67,887 65,207
As % of all permanent IT jobs advertised in England 38.95% 40.90% 40.24%
Number of salaries quoted 44,110 57,704 56,254
England median annual salary £53,500 £50,000 £47,500
Median salary % change year-on-year +7.00% +5.26% -
10th Percentile £31,250 £31,000 £29,000
90th Percentile £85,000 £80,000 £77,500
UK median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -

SciPy
Job Vacancy Trend in England

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

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 6 months to 19 April 2019.

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 6 months to 19 April 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
London +30 153 £75,000 +3.45% 9
South West +36 18 £55,000 -
South East +54 6 £50,000 -4.76%
East of England +93 3 £55,000 +83.33% 4
North of England +36 3 £42,500 -19.05%
North West +27 3 £42,500 -29.17%
East Midlands - 2 £55,000 -
Midlands - 2 £55,000 -
SciPy
UK

For the 6 months to 19 April 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 England region with a requirement for SciPy.

1 185 (100.00%) Python
2 137 (74.05%) NumPy
3 131 (70.81%) Pandas
4 108 (58.38%) Data Science
5 104 (56.22%) Machine Learning
6 94 (50.81%) SQL
7 83 (44.86%) scikit-learn
8 75 (40.54%) Software Engineering
9 69 (37.30%) Algorithms
10 66 (35.68%) Amazon AWS
11 65 (35.14%) Java
12 58 (31.35%) Agile Software Development
13 57 (30.81%) Apache Spark
14 52 (28.11%) Data Analysis
15 50 (27.03%) Finance
15 50 (27.03%) Natural Language Processing
16 49 (26.49%) Hadoop
17 47 (25.41%) Docker
18 46 (24.86%) Visualisation
19 45 (24.32%) Big Data
20 43 (23.24%) Analytics
21 42 (22.70%) R
21 42 (22.70%) DevOps
21 42 (22.70%) TensorFlow
22 40 (21.62%) Mathematics
23 39 (21.08%) Scala
24 38 (20.54%) Artificial Intelligence
25 36 (19.46%) C#
25 36 (19.46%) Greenfield Project
26 34 (18.38%) Google Cloud Platform

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 57 (30.81%) Apache Spark
2 23 (12.43%) Jupyter
3 20 (10.81%) Apache
4 9 (4.86%) Apache Pig
5 7 (3.78%) Elasticsearch
6 3 (1.62%) Confluence
7 2 (1.08%) SAS
8 1 (0.54%) Apache Airflow
8 1 (0.54%) Luigi
8 1 (0.54%) nginx
Applications
1 2 (1.08%) Chatbot
Cloud Services
1 66 (35.68%) Amazon AWS
2 34 (18.38%) Google Cloud Platform
3 30 (16.22%) Microsoft Azure
4 8 (4.32%) Amazon S3
5 7 (3.78%) Amazon EC2
5 7 (3.78%) AWS CloudFormation
5 7 (3.78%) AWS Elastic Beanstalk
5 7 (3.78%) AWS Lambda
5 7 (3.78%) Serverless
6 2 (1.08%) SaaS
7 1 (0.54%) GitHub
Communications & Networking
1 7 (3.78%) MQTT
2 1 (0.54%) HTTP
Database & Business Intelligence
1 49 (26.49%) Hadoop
2 45 (24.32%) Big Data
3 31 (16.76%) Data Mining
4 29 (15.68%) NoSQL
5 24 (12.97%) MongoDB
6 19 (10.27%) Neo4j
7 18 (9.73%) PostgreSQL
8 17 (9.19%) SQL Server
9 14 (7.57%) Data Lake
10 11 (5.95%) Amazon RDS
10 11 (5.95%) Relational Database
11 9 (4.86%) Amazon Redshift
11 9 (4.86%) Parquet
12 7 (3.78%) Redis
13 6 (3.24%) Apache Hive
14 4 (2.16%) HBase
14 4 (2.16%) Text Mining
15 3 (1.62%) Apache Cassandra
15 3 (1.62%) BigQuery
15 3 (1.62%) RDBMS
Development Applications
1 28 (15.14%) Git (software)
2 20 (10.81%) Mercurial
3 18 (9.73%) Jenkins
4 9 (4.86%) Hudson
5 7 (3.78%) Artifactory
5 7 (3.78%) Atlassian Bamboo
5 7 (3.78%) Maven
6 6 (3.24%) GitLab
6 6 (3.24%) Travis CI
7 4 (2.16%) JIRA
8 2 (1.08%) Subversion
9 1 (0.54%) Selenium
9 1 (0.54%) Visual Studio Team System
General
1 50 (27.03%) Finance
2 32 (17.30%) Front Office
3 26 (14.05%) Retail
4 18 (9.73%) Law
5 15 (8.11%) Military
6 14 (7.57%) Banking
7 3 (1.62%) Financial Institution
8 2 (1.08%) Corporate Banking
8 2 (1.08%) Investment Banking
8 2 (1.08%) Marketing
Job Titles
1 70 (37.84%) Developer
2 53 (28.65%) Data Scientist
3 44 (23.78%) Python Developer
4 36 (19.46%) Data Engineer
5 28 (15.14%) Python Engineer
6 27 (14.59%) Lead Developer
7 21 (11.35%) Software Engineer
8 16 (8.65%) Architect
8 16 (8.65%) JavaScript Developer
8 16 (8.65%) Lead Architect
9 15 (8.11%) Machine Learning Engineer
10 13 (7.03%) Data Science Engineer
11 11 (5.95%) Full Stack Developer
11 11 (5.95%) Python Software Engineer
12 7 (3.78%) AWS Engineer
12 7 (3.78%) AWS Software Engineer
12 7 (3.78%) Big Data Engineer
12 7 (3.78%) Developer/Software Engineer
12 7 (3.78%) Java Engineer
12 7 (3.78%) Junior
Libraries, Frameworks & Software Standards
1 137 (74.05%) NumPy
2 131 (70.81%) Pandas
3 83 (44.86%) scikit-learn
4 50 (27.03%) Natural Language Processing
5 42 (22.70%) TensorFlow
6 31 (16.76%) AngularJS
6 31 (16.76%) Web Services
7 30 (16.22%) React
8 29 (15.68%) Kafka
9 27 (14.59%) J2EE
10 24 (12.97%) Node.js
11 22 (11.89%) .NET
12 21 (11.35%) CSS
12 21 (11.35%) HTML
12 21 (11.35%) HTML5
12 21 (11.35%) Vue.js
13 20 (10.81%) CSS3
13 20 (10.81%) D3.js
14 18 (9.73%) Backbone.js
14 18 (9.73%) KnockoutJS
Miscellaneous
1 69 (37.30%) Algorithms
2 36 (19.46%) Greenfield Project
3 27 (14.59%) Hedge funds
4 22 (11.89%) Cloud Native
4 22 (11.89%) Fixed Income
5 18 (9.73%) Data Structures
5 18 (9.73%) Derivative
6 16 (8.65%) Blog
7 12 (6.49%) Analytical Skills
8 11 (5.95%) Robotics
9 9 (4.86%) Equities
9 9 (4.86%) Market Risk
9 9 (4.86%) Spread Betting
10 8 (4.32%) Fintech
10 8 (4.32%) Foreign Exchange (FX)
11 4 (2.16%) Mobile App
12 2 (1.08%) Credit Risk
12 2 (1.08%) Grid Computing
12 2 (1.08%) Social Media
13 1 (0.54%) Self-Motivation
Operating Systems
1 27 (14.59%) Linux
1 27 (14.59%) Unix
2 1 (0.54%) Red Hat Enterprise Linux
2 1 (0.54%) Robot Operating System
Processes & Methodologies
1 108 (58.38%) Data Science
2 104 (56.22%) Machine Learning
3 75 (40.54%) Software Engineering
4 58 (31.35%) Agile Software Development
5 52 (28.11%) Data Analysis
6 46 (24.86%) Visualisation
7 43 (23.24%) Analytics
8 42 (22.70%) DevOps
9 40 (21.62%) Mathematics
10 38 (20.54%) Artificial Intelligence
11 33 (17.84%) Computer Science
12 30 (16.22%) Problem-Solving
13 28 (15.14%) Asset Management
13 28 (15.14%) Microservices
14 27 (14.59%) Mentoring
15 26 (14.05%) Data Analytics
16 22 (11.89%) Decision Tree
16 22 (11.89%) Investment Management
17 20 (10.81%) SDLC
18 19 (10.27%) Statistics
Programming Languages
1 185 (100.00%) Python
2 94 (50.81%) SQL
3 65 (35.14%) Java
4 42 (22.70%) R
5 39 (21.08%) Scala
6 36 (19.46%) C#
7 31 (16.76%) C++
7 31 (16.76%) JavaScript
8 25 (13.51%) Shell Script
9 18 (9.73%) Cypher
10 7 (3.78%) Clojure
11 3 (1.62%) Bash Shell
11 3 (1.62%) MATLAB
12 2 (1.08%) C
12 2 (1.08%) F#
12 2 (1.08%) Go
12 2 (1.08%) ML
12 2 (1.08%) VB
Qualifications
1 22 (11.89%) PhD
2 19 (10.27%) Degree
3 7 (3.78%) AWS Certification
4 5 (2.70%) Master's Degree
5 2 (1.08%) Computer Science Degree
6 1 (0.54%) Numerate Degree
Quality Assurance & Compliance
1 15 (8.11%) Data Quality
2 1 (0.54%) Solvency II
System Software
1 47 (25.41%) Docker
2 4 (2.16%) Apache ZooKeeper
Systems Management
1 13 (7.03%) Kubernetes
2 11 (5.95%) Terraform
3 4 (2.16%) Docker Swarm
4 2 (1.08%) Hadoop YARN
4 2 (1.08%) Opscode Chef
5 1 (0.54%) Ansible
Vendors
1 25 (13.51%) Google
2 20 (10.81%) Rackspace
3 7 (3.78%) Red Hat
4 5 (2.70%) Microsoft
5 4 (2.16%) Oracle
6 2 (1.08%) Perforce
6 2 (1.08%) Splunk
7 1 (0.54%) Atlassian
7 1 (0.54%) Facebook
7 1 (0.54%) Instagram
7 1 (0.54%) Twitter