Period
to 20 January 2019

The following table provides summary statistics for permanent job vacancies with a requirement for Jupyter skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Jupyter over the 6 months to 20 January 2019 with a comparison to the same period in the previous 2 years.

Jupyter (JupyterHub, JupyterLab)
UK
6 months to
20 Jan 2019
Same period 2018 Same period 2017
Rank 1074 1150 1174
Rank change year-on-year +76 +24 -
Permanent jobs citing Jupyter 44 30 21
As % of all permanent IT jobs advertised in the UK 0.029% 0.017% 0.012%
As % of the Application Platforms category 0.18% 0.10% 0.066%
Number of salaries quoted 31 17 16
UK median annual salary £77,500 £52,500 £42,500
Median salary % change year-on-year +47.62% +23.53% -
10th Percentile £44,500 £41,250 £40,000
90th Percentile £105,000 £95,000 £70,000
UK excluding London median annual salary £58,750 £45,000 £42,500
% change year-on-year +30.56% +5.88% -

Jupyter is in the Application Platforms category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for application platform skills.

All Application Platform Skills
UK
Permanent vacancies with a requirement for application platform skills 24,028 29,569 31,801
As % of all permanent IT jobs advertised in the UK 16.07% 17.08% 17.96%
Number of salaries quoted 19,168 24,326 26,704
UK median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £28,000 £27,500 £26,750
90th Percentile £85,000 £77,500 £75,000
UK excluding London median annual salary £43,041 £40,500 £40,000
% change year-on-year +6.27% +1.25% -

Jupyter
Job Vacancy Trend

Job postings citing Jupyter as a percentage of all IT jobs advertised.

Job vacancy trend for Jupyter in the UK

Jupyter
Salary Trend

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

Salary trend for Jupyter in the UK

Jupyter
Salary Histogram

The salary distribution of IT jobs citing Jupyter over the 6 months to 20 January 2019.

Salary histogram for Jupyter in the UK

Jupyter
Top 10 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Jupyter within the UK over the 6 months to 20 January 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
England +96 44 £77,500 +44.19% 14
London +74 31 £80,000 +39.13% 8
UK excluding London +60 13 £58,750 +30.56% 8
South East +43 7 £75,000 +66.67% 4
East of England +34 3 £57,500 - 2
North of England +36 1 - -
North West +27 1 - -
South West - 1 - - 1
West Midlands - 1 £52,500 -
Midlands - 1 £52,500 -

For the 6 months to 20 January 2019, IT jobs citing Jupyter 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 with a requirement for Jupyter.

1 44 (100.00%) Python
2 21 (47.73%) Machine Learning
2 21 (47.73%) Data Science
3 19 (43.18%) Natural Language Processing
3 19 (43.18%) SQL
4 18 (40.91%) R
5 17 (38.64%) Apache Spark
6 16 (36.36%) Analytics
6 16 (36.36%) Apache
7 14 (31.82%) Big Data
7 14 (31.82%) DevOps
7 14 (31.82%) Hadoop
8 13 (29.55%) Visualisation
8 13 (29.55%) Amazon AWS
8 13 (29.55%) Artificial Intelligence
8 13 (29.55%) Google
9 12 (27.27%) Agile Software Development
9 12 (27.27%) Pandas
9 12 (27.27%) TensorFlow
10 11 (25.00%) Docker
10 11 (25.00%) Open Source
10 11 (25.00%) Microsoft Azure
11 10 (22.73%) Continuous Integration
11 10 (22.73%) NumPy
11 10 (22.73%) Elasticsearch
11 10 (22.73%) SOA
11 10 (22.73%) JavaScript
12 9 (20.45%) EAI
12 9 (20.45%) Java
12 9 (20.45%) TOGAF

Jupyter
Co-occurring IT Skills 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 17 (38.64%) Apache Spark
2 16 (36.36%) Apache
3 10 (22.73%) Elasticsearch
4 5 (11.36%) Apache Solr
5 3 (6.82%) Apache Airflow
5 3 (6.82%) Apache Pig
5 3 (6.82%) ArcGIS
6 1 (2.27%) Confluence
6 1 (2.27%) Drupal
6 1 (2.27%) Luigi
6 1 (2.27%) nginx
Applications
1 5 (11.36%) Microsoft Excel
2 2 (4.55%) SPSS
3 1 (2.27%) Chatbot
Cloud Services
1 13 (29.55%) Amazon AWS
2 11 (25.00%) Microsoft Azure
3 9 (20.45%) Google Cloud Platform
4 5 (11.36%) SaaS
5 3 (6.82%) Cloud Computing
5 3 (6.82%) GitHub
6 2 (4.55%) Amazon EMR
6 2 (4.55%) Amazon S3
6 2 (4.55%) Apigee
6 2 (4.55%) AWS Lambda
6 2 (4.55%) Azure Active Directory
6 2 (4.55%) Azure Data Factory
6 2 (4.55%) Azure Machine Learning
6 2 (4.55%) Boomi
6 2 (4.55%) Data Lake Analytics
6 2 (4.55%) IaaS
6 2 (4.55%) iPaaS
6 2 (4.55%) Office 365
6 2 (4.55%) PaaS
6 2 (4.55%) Serverless
Communications & Networking
1 4 (9.09%) DAB
1 4 (9.09%) Firewall
2 2 (4.55%) DNS
2 2 (4.55%) VPN
3 1 (2.27%) HTTP
3 1 (2.27%) SSH
Database & Business Intelligence
1 14 (31.82%) Big Data
1 14 (31.82%) Hadoop
2 9 (20.45%) PostgreSQL
3 5 (11.36%) Apache Hive
3 5 (11.36%) Data Mining
4 4 (9.09%) MySQL
4 4 (9.09%) Redis
5 3 (6.82%) Data Lake
5 3 (6.82%) Geospatial Data
5 3 (6.82%) GIS
5 3 (6.82%) HBase
5 3 (6.82%) MongoDB
5 3 (6.82%) NoSQL
5 3 (6.82%) Power BI
5 3 (6.82%) Spatial Data
6 2 (4.55%) Apache Zeppelin
6 2 (4.55%) BigQuery
6 2 (4.55%) Cosmos DB
6 2 (4.55%) HDInsight
6 2 (4.55%) Presto
Development Applications
1 7 (15.91%) Git (software)
2 6 (13.64%) Jenkins
3 2 (4.55%) ER Studio
3 2 (4.55%) ERwin
3 2 (4.55%) Maven
3 2 (4.55%) Selenium
3 2 (4.55%) Visual Studio Team System
4 1 (2.27%) GitLab
4 1 (2.27%) JIRA
4 1 (2.27%) PHPUnit
4 1 (2.27%) Travis CI
General
1 8 (18.18%) Finance
2 5 (11.36%) Front Office
3 2 (4.55%) Banking
3 2 (4.55%) Retail
4 1 (2.27%) Advertising
4 1 (2.27%) Investment Banking
4 1 (2.27%) Marketing
4 1 (2.27%) Prime Brokerage
4 1 (2.27%) Publishing
4 1 (2.27%) Telecoms
Job Titles
1 12 (27.27%) Data Scientist
2 10 (22.73%) Analyst
3 9 (20.45%) Architect
4 8 (18.18%) Developer
5 6 (13.64%) Artificial Intelligence Architect
5 6 (13.64%) Data Analyst
5 6 (13.64%) Data Engineer
6 5 (11.36%) Senior Data Scientist
7 4 (9.09%) Full Stack Developer
7 4 (9.09%) JavaScript Developer
7 4 (9.09%) Node.js Developer
7 4 (9.09%) React Developer
8 3 (6.82%) GIS Analyst
8 3 (6.82%) Machine Learning Analyst
8 3 (6.82%) Machine Learning Scientist
8 3 (6.82%) Python Developer
8 3 (6.82%) Senior Analyst
8 3 (6.82%) Senior GIS Analyst
9 2 (4.55%) Python Engineer
9 2 (4.55%) Python Team Leader
Libraries, Frameworks & Software Standards
1 19 (43.18%) Natural Language Processing
2 12 (27.27%) Pandas
2 12 (27.27%) TensorFlow
3 10 (22.73%) NumPy
4 9 (20.45%) Elastic Stack
5 8 (18.18%) scikit-learn
6 7 (15.91%) .NET
6 7 (15.91%) Kafka
7 6 (13.64%) AngularJS
7 6 (13.64%) D3.js
7 6 (13.64%) Node.js
7 6 (13.64%) React
7 6 (13.64%) Web Services
8 5 (11.36%) Matplotlib
8 5 (11.36%) SciPy
9 4 (9.09%) CSS
9 4 (9.09%) CSS3
9 4 (9.09%) HTML
9 4 (9.09%) HTML5
9 4 (9.09%) J2EE
Miscellaneous
1 8 (18.18%) Hedge funds
2 6 (13.64%) Analytical Skills
3 5 (11.36%) Algorithms
4 4 (9.09%) Cloud Native
4 4 (9.09%) Fixed Income
4 4 (9.09%) Greenfield Project
5 2 (4.55%) Data Centre
5 2 (4.55%) Data Structures
5 2 (4.55%) Fintech
5 2 (4.55%) Management Information System
5 2 (4.55%) PMI
5 2 (4.55%) Public Cloud
5 2 (4.55%) Replication
5 2 (4.55%) SCADA
5 2 (4.55%) Smart Home
5 2 (4.55%) Taxonomies
5 2 (4.55%) Virtual Team
6 1 (2.27%) Marketing Technology
6 1 (2.27%) Robotics
Operating Systems
1 7 (15.91%) Linux
2 2 (4.55%) Debian
3 1 (2.27%) Unix
Processes & Methodologies
1 21 (47.73%) Data Science
1 21 (47.73%) Machine Learning
2 16 (36.36%) Analytics
3 14 (31.82%) DevOps
4 13 (29.55%) Artificial Intelligence
4 13 (29.55%) Visualisation
5 12 (27.27%) Agile Software Development
6 11 (25.00%) Open Source
7 10 (22.73%) Continuous Integration
7 10 (22.73%) SOA
8 9 (20.45%) EAI
8 9 (20.45%) TOGAF
9 8 (18.18%) Data Analytics
9 8 (18.18%) Neural Network
10 7 (15.91%) Data Analysis
10 7 (15.91%) Enterprise Search
10 7 (15.91%) Software Engineering
11 6 (13.64%) Data Engineering
11 6 (13.64%) Mathematics
11 6 (13.64%) Statistics
Programming Languages
1 44 (100.00%) Python
2 19 (43.18%) SQL
3 18 (40.91%) R
4 10 (22.73%) JavaScript
5 9 (20.45%) Java
6 5 (11.36%) Bash Shell
7 4 (9.09%) C#
7 4 (9.09%) C++
7 4 (9.09%) Perl
8 3 (6.82%) PHP
8 3 (6.82%) Ruby
8 3 (6.82%) Scala
9 2 (4.55%) PowerShell
10 1 (2.27%) Go
10 1 (2.27%) MATLAB
10 1 (2.27%) Shell Script
Qualifications
1 7 (15.91%) Degree
2 5 (11.36%) Numerate Degree
3 3 (6.82%) PhD
4 2 (4.55%) CEH
4 2 (4.55%) PMI Certification
4 2 (4.55%) Security Cleared
4 2 (4.55%) TOGAF Certification
5 1 (2.27%) DV Cleared
5 1 (2.27%) SC Cleared
System Software
1 11 (25.00%) Docker
2 2 (4.55%) Active Directory
2 2 (4.55%) Snort
Systems Management
1 8 (18.18%) Kibana
2 7 (15.91%) logstash
3 5 (11.36%) Ansible
3 5 (11.36%) Terraform
4 4 (9.09%) Kubernetes
4 4 (9.09%) Opscode Chef
5 2 (4.55%) Ambari
5 2 (4.55%) Mesos
5 2 (4.55%) Nagios
5 2 (4.55%) Puppet
5 2 (4.55%) Salt
Vendors
1 13 (29.55%) Google
2 4 (9.09%) Cisco
2 4 (9.09%) Microsoft
2 4 (9.09%) Rackspace
3 3 (6.82%) Databricks
3 3 (6.82%) ESRI
3 3 (6.82%) Tableau
4 2 (4.55%) Alteryx
4 2 (4.55%) Aspera
4 2 (4.55%) Axway
4 2 (4.55%) HP
4 2 (4.55%) Informatica
4 2 (4.55%) Jitterbit
4 2 (4.55%) MuleSoft
4 2 (4.55%) Percona
4 2 (4.55%) Red Hat
4 2 (4.55%) Signiant
4 2 (4.55%) SnapLogic
4 2 (4.55%) TIBCO
5 1 (2.27%) New Relic