Period
to 27 October 2020

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 27 October 2020 with a comparison to the same period in the previous 2 years.

Jupyter (JupyterHub, JupyterLab)
UK
6 months to
27 Oct 2020
Same period 2019 Same period 2018
Rank 660 975 1124
Rank change year-on-year +315 +149 +60
Permanent jobs citing Jupyter 37 92 47
As % of all permanent jobs advertised in the UK 0.075% 0.068% 0.029%
As % of the Application Platforms category 0.53% 0.46% 0.18%
Number of salaries quoted 27 76 29
Median annual salary £75,000 £70,000 £67,500
Median salary % change year-on-year +7.14% +3.70% +35.00%
10th Percentile £41,500 £42,500 £37,250
90th Percentile £100,000 £90,625 £88,000
UK excluding London median annual salary £51,250 £53,550 £65,000
% change year-on-year -4.30% -17.62% +62.50%

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 6,929 19,999 26,718
As % of all permanent IT jobs advertised in the UK 14.00% 14.71% 16.33%
Number of salaries quoted 5,709 15,984 21,420
Median annual salary £55,000 £50,000 £50,000
Median salary % change year-on-year +10.00% - +5.26%
10th Percentile £31,250 £27,500 £27,951
90th Percentile £90,000 £85,000 £82,500
UK excluding London median annual salary £45,000 £43,156 £43,750
% change year-on-year +4.27% -1.36% +9.38%

Jupyter
Job Vacancy Trend

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

Job vacancy trend for Jupyter in the UK

Jupyter
Salary Trend

3-month moving average salary quoted in jobs citing Jupyter.

Salary trend for Jupyter in the UK

Jupyter
Salary Histogram

Salary distribution for jobs citing Jupyter over the 6 months to 27 October 2020.

Salary histogram for Jupyter in the UK

Jupyter
Top 13 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 27 October 2020. 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 +336 37 £75,000 +7.14% 10
London +213 19 £85,000 +21.43% 5
UK excluding London +298 17 £51,250 -4.30% 5
North of England - 7 £43,000 - 1
North West - 5 - - 1
Midlands - 4 £45,653 - 1
South West +120 3 £55,000 +15.79% 1
East of England +137 2 £77,500 +10.71% 1
West Midlands - 2 £60,000 -
Yorkshire - 2 £43,000 -
East Midlands - 2 £31,305 - 1
South East +198 1 £50,000 -19.35% 1
Work from Home +24 1 - - 3

For the 6 months to 27 October 2020, 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 36 (97.30%) Python
2 29 (78.38%) Data Science
3 22 (59.46%) Machine Learning
4 15 (40.54%) Pandas
5 14 (37.84%) Apache Spark
5 14 (37.84%) Algorithms
5 14 (37.84%) Agile Software Development
6 12 (32.43%) Predictive Modelling
7 11 (29.73%) Big Data
7 11 (29.73%) Degree
7 11 (29.73%) Visualisation
7 11 (29.73%) Artificial Intelligence
8 10 (27.03%) Analytical Skills
8 10 (27.03%) Flask
8 10 (27.03%) Collaborative Working
8 10 (27.03%) SQL
8 10 (27.03%) NumPy
9 9 (24.32%) Natural Language Processing
9 9 (24.32%) Hadoop
9 9 (24.32%) AWS
9 9 (24.32%) Statistics
9 9 (24.32%) Data Analysis
9 9 (24.32%) scikit-learn
10 8 (21.62%) Problem-Solving
11 7 (18.92%) Data Engineering
11 7 (18.92%) Docker
11 7 (18.92%) R
11 7 (18.92%) Data Visualisation
11 7 (18.92%) Java
11 7 (18.92%) Front Office

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 14 (37.84%) Apache Spark
2 3 (8.11%) SAS
3 1 (2.70%) Apache
3 1 (2.70%) Apache Airflow
3 1 (2.70%) Apache Pig
3 1 (2.70%) Confluence
Applications
1 2 (5.41%) S-PLUS
Cloud Services
1 9 (24.32%) AWS
2 6 (16.22%) Azure
3 5 (13.51%) GCP
4 4 (10.81%) Serverless
5 3 (8.11%) Amazon EMR
5 3 (8.11%) Cloud Computing
5 3 (8.11%) GitHub
6 2 (5.41%) IaaS
6 2 (5.41%) PaaS
7 1 (2.70%) Amazon EKS
7 1 (2.70%) AWS Lambda
7 1 (2.70%) Azure Active Directory
7 1 (2.70%) Azure Functions
7 1 (2.70%) Azure Machine Learning
7 1 (2.70%) Data Lake Analytics
7 1 (2.70%) Logic Apps
7 1 (2.70%) Power Platform
Communications & Networking
1 5 (13.51%) Internet
Database & Business Intelligence
1 11 (29.73%) Big Data
2 9 (24.32%) Hadoop
3 6 (16.22%) HBase
4 5 (13.51%) NoSQL
5 4 (10.81%) Data Lake
5 4 (10.81%) Data Warehouse
5 4 (10.81%) SQL Server
6 3 (8.11%) BigQuery
7 2 (5.41%) Data Mining
7 2 (5.41%) RDBMS
7 2 (5.41%) Relational Database
7 2 (5.41%) Tableau
8 1 (2.70%) Apache Hive
8 1 (2.70%) Base SAS
8 1 (2.70%) Microsoft Analysis Services
8 1 (2.70%) OLTP
8 1 (2.70%) PostgreSQL
8 1 (2.70%) QlikView
8 1 (2.70%) SAS Enterprise Guide
8 1 (2.70%) SQL Server Analysis Services
Development Applications
1 4 (10.81%) Git (software)
2 2 (5.41%) GitLab
2 2 (5.41%) Sonatype Nexus
3 1 (2.70%) CircleCI
3 1 (2.70%) ER Studio
3 1 (2.70%) ERwin
3 1 (2.70%) Jenkins
3 1 (2.70%) JIRA
3 1 (2.70%) Travis CI
3 1 (2.70%) Visual Studio Team System
General
1 7 (18.92%) Finance
1 7 (18.92%) Front Office
2 5 (13.51%) Law
3 2 (5.41%) Banking
3 2 (5.41%) Financial Institution
3 2 (5.41%) Marketing
3 2 (5.41%) Retail
4 1 (2.70%) Manufacturing
4 1 (2.70%) Pharmaceutical
Job Titles
1 15 (40.54%) Data Scientist
2 11 (29.73%) Senior Data Scientist
3 10 (27.03%) Data Engineer
4 8 (21.62%) Python Engineer
5 4 (10.81%) Developer
5 4 (10.81%) DevOps Engineer
5 4 (10.81%) Python Developer
5 4 (10.81%) Senior Data Engineer
6 3 (8.11%) Machine Learning Engineer
7 2 (5.41%) Analytics Developer
7 2 (5.41%) Front Office Developer
7 2 (5.41%) Machine Learning Scientist
7 2 (5.41%) Platform Engineer
7 2 (5.41%) Product Manager
7 2 (5.41%) Report Developer
7 2 (5.41%) Senior Developer
7 2 (5.41%) Senior Python Developer
7 2 (5.41%) SQL Developer
7 2 (5.41%) Technical Manager
7 2 (5.41%) Technical Product Manager
Libraries, Frameworks & Software Standards
1 15 (40.54%) Pandas
2 10 (27.03%) Flask
2 10 (27.03%) NumPy
3 9 (24.32%) Natural Language Processing
3 9 (24.32%) scikit-learn
4 6 (16.22%) TensorFlow
5 5 (13.51%) AngularJS
5 5 (13.51%) Matplotlib
5 5 (13.51%) React
6 4 (10.81%) Django
6 4 (10.81%) SciPy
7 3 (8.11%) Apache NiFi
7 3 (8.11%) Dask
7 3 (8.11%) Keras
7 3 (8.11%) REST
7 3 (8.11%) Spring Boot
8 2 (5.41%) Bokeh
8 2 (5.41%) GraphQL
8 2 (5.41%) PyTorch
8 2 (5.41%) Seaborn
Miscellaneous
1 14 (37.84%) Algorithms
2 10 (27.03%) Analytical Skills
3 5 (13.51%) Cybercrime
3 5 (13.51%) Pricing Data
4 4 (10.81%) Hedge funds
5 3 (8.11%) Management Information System
6 2 (5.41%) Greenfield Project
6 2 (5.41%) Spread Betting
7 1 (2.70%) Enterprise Software
7 1 (2.70%) Hybrid Cloud
Operating Systems
1 3 (8.11%) Linux
2 1 (2.70%) Unix
Processes & Methodologies
1 29 (78.38%) Data Science
2 22 (59.46%) Machine Learning
3 14 (37.84%) Agile Software Development
4 12 (32.43%) Predictive Modelling
5 11 (29.73%) Artificial Intelligence
5 11 (29.73%) Visualisation
6 10 (27.03%) Collaborative Working
7 9 (24.32%) Data Analysis
7 9 (24.32%) Statistics
8 8 (21.62%) Problem-Solving
9 7 (18.92%) Data Engineering
9 7 (18.92%) Data Visualisation
10 6 (16.22%) Analytics
10 6 (16.22%) Mentoring
11 5 (13.51%) DevOps
11 5 (13.51%) ETL
11 5 (13.51%) Mathematics
11 5 (13.51%) Neural Network
11 5 (13.51%) Probability Theory
11 5 (13.51%) Threat Management
Programming Languages
1 36 (97.30%) Python
2 10 (27.03%) SQL
3 7 (18.92%) Java
3 7 (18.92%) R
4 5 (13.51%) JavaScript
5 4 (10.81%) Bash Shell
6 3 (8.11%) C#
6 3 (8.11%) C++
7 2 (5.41%) C
7 2 (5.41%) Go
7 2 (5.41%) MATLAB
8 1 (2.70%) Korn
8 1 (2.70%) Shell Script
Qualifications
1 11 (29.73%) Degree
2 6 (16.22%) PhD
3 5 (13.51%) SC Cleared
3 5 (13.51%) Security Cleared
4 3 (8.11%) AWS Certification
Quality Assurance & Compliance
1 1 (2.70%) Data Quality
1 1 (2.70%) SLA
System Software
1 7 (18.92%) Docker
2 2 (5.41%) VirtualBox
2 2 (5.41%) VMware Infrastructure
3 1 (2.70%) Active Directory
Systems Management
1 4 (10.81%) Kubernetes
2 2 (5.41%) Ansible
2 2 (5.41%) Nagios
2 2 (5.41%) Opscode Chef
2 2 (5.41%) Puppet
2 2 (5.41%) ZABBIX
3 1 (2.70%) Kibana
3 1 (2.70%) Terraform
Vendors
1 5 (13.51%) Google
2 4 (10.81%) Microsoft
3 2 (5.41%) Sonatype
3 2 (5.41%) VMware
4 1 (2.70%) Databricks
4 1 (2.70%) Informatica