Period
to 13 August 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 13 August 2020 with a comparison to the same period in the previous 2 years.

Jupyter (JupyterHub, JupyterLab)
UK
6 months to
13 Aug 2020
Same period 2019 Same period 2018
Rank 698 1018 1139
Rank change year-on-year +320 +121 +56
Permanent jobs citing Jupyter 68 77 45
As % of all permanent jobs advertised in the UK 0.11% 0.054% 0.027%
As % of the Application Platforms category 0.77% 0.36% 0.16%
Number of salaries quoted 54 62 31
Median annual salary £75,000 £70,000 £70,000
Median salary % change year-on-year +7.14% - +40.00%
10th Percentile £53,750 £49,125 £46,250
90th Percentile £102,500 £100,000 £78,750
UK excluding London median annual salary £67,500 £55,000 £59,250
% change year-on-year +22.73% -7.17% +48.13%

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 8,868 21,150 28,158
As % of all permanent IT jobs advertised in the UK 14.12% 14.86% 16.59%
Number of salaries quoted 7,007 16,724 22,520
Median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £31,250 £27,750 £28,000
90th Percentile £90,000 £85,000 £81,250
UK excluding London median annual salary £45,000 £43,156 £44,000
% change year-on-year +4.27% -1.92% +6.02%

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 13 August 2020.

Salary histogram for Jupyter in the UK

Jupyter
Top 12 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 13 August 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 +317 68 £75,000 +7.14% 5
London +185 50 £85,000 +17.24% 2
UK excluding London +297 23 £67,500 +22.73% 3
South East +202 7 £67,500 +12.50%
North of England +163 6 £43,000 - 1
West Midlands - 6 £57,500 - 1
Midlands - 6 £57,500 - 1
North West - 5 - -
East of England +113 2 £77,500 +10.71%
South West +107 2 £57,500 +4.55% 1
Yorkshire +124 1 £43,000 - 1
Work from Home +58 1 - -

For the 6 months to 13 August 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 65 (95.59%) Python
2 52 (76.47%) Data Science
3 42 (61.76%) Machine Learning
4 31 (45.59%) Apache Spark
5 29 (42.65%) Analytics
5 29 (42.65%) NumPy
6 28 (41.18%) Agile Software Development
7 27 (39.71%) Algorithms
7 27 (39.71%) Pandas
8 25 (36.76%) Analytical Skills
8 25 (36.76%) Problem-Solving
9 23 (33.82%) Big Data
9 23 (33.82%) Hadoop
10 22 (32.35%) Visualisation
10 22 (32.35%) Data Analysis
10 22 (32.35%) Java
10 22 (32.35%) scikit-learn
11 20 (29.41%) AWS
12 18 (26.47%) SQL
13 17 (25.00%) Predictive Modelling
13 17 (25.00%) Statistics
13 17 (25.00%) Degree
14 16 (23.53%) Data Visualisation
14 16 (23.53%) C#
14 16 (23.53%) Finance
15 15 (22.06%) HBase
15 15 (22.06%) Data Analytics
16 14 (20.59%) Artificial Intelligence
17 13 (19.12%) Front Office
17 13 (19.12%) Cloud Computing

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 31 (45.59%) Apache Spark
2 8 (11.76%) Apache Airflow
3 1 (1.47%) Apache
3 1 (1.47%) Apache Pig
3 1 (1.47%) Elasticsearch
3 1 (1.47%) SAS
Applications
1 7 (10.29%) S-PLUS
2 2 (2.94%) Microsoft Excel
Business Applications
1 5 (7.35%) SAP CRM
1 5 (7.35%) SAP ERP
1 5 (7.35%) SAP IS-U
Cloud Services
1 20 (29.41%) AWS
2 13 (19.12%) Cloud Computing
3 10 (14.71%) Azure
4 8 (11.76%) GCP
5 7 (10.29%) Amazon S3
6 6 (8.82%) Amazon EMR
7 5 (7.35%) Power Platform
7 5 (7.35%) Serverless
8 4 (5.88%) Amazon SageMaker
8 4 (5.88%) AWS Data Pipeline
9 3 (4.41%) Amazon EKS
10 2 (2.94%) Amazon EC2
10 2 (2.94%) Amazon ECS
10 2 (2.94%) Azure Data Factory
10 2 (2.94%) Azure Machine Learning
10 2 (2.94%) IaaS
10 2 (2.94%) PaaS
11 1 (1.47%) AWS Lambda
Communications & Networking
1 5 (7.35%) Internet
Database & Business Intelligence
1 23 (33.82%) Big Data
1 23 (33.82%) Hadoop
2 15 (22.06%) HBase
3 10 (14.71%) BigQuery
4 8 (11.76%) Impala
5 7 (10.29%) Apache Hive
6 6 (8.82%) Data Mining
6 6 (8.82%) SQL Server
7 5 (7.35%) PostgreSQL
7 5 (7.35%) Power BI
8 4 (5.88%) Data Warehouse
8 4 (5.88%) Sqoop
9 3 (4.41%) MongoDB
9 3 (4.41%) NoSQL
10 2 (2.94%) Amazon DynamoDB
10 2 (2.94%) Amazon Redshift
10 2 (2.94%) Azure SQL Database
10 2 (2.94%) BusinessObjects
10 2 (2.94%) MySQL
10 2 (2.94%) SQL Server Integration Services
Development Applications
1 6 (8.82%) Git (software)
2 4 (5.88%) Artifactory
2 4 (5.88%) GitLab
3 2 (2.94%) JIRA
3 2 (2.94%) MLflow
General
1 16 (23.53%) Finance
2 13 (19.12%) Front Office
3 10 (14.71%) Retail
4 7 (10.29%) Marketing
5 5 (7.35%) Law
6 3 (4.41%) Banking
7 2 (2.94%) Investment Banking
8 1 (1.47%) Legal
Job Titles
1 31 (45.59%) Data Scientist
2 21 (30.88%) Senior Data Scientist
3 18 (26.47%) Data Engineer
4 11 (16.18%) Developer
5 10 (14.71%) Python Engineer
6 9 (13.24%) Python Developer
7 8 (11.76%) Machine Learning Engineer
8 7 (10.29%) Machine Learning Scientist
8 7 (10.29%) Senior Developer
9 5 (7.35%) Analytics Developer
9 5 (7.35%) Front Office Developer
9 5 (7.35%) Senior Data Engineer
9 5 (7.35%) Senior Python Developer
10 4 (5.88%) Architect
10 4 (5.88%) Big Data Engineer
10 4 (5.88%) Cloud Engineer
11 2 (2.94%) Consultant
11 2 (2.94%) Data Architect
11 2 (2.94%) Data Consultant
11 2 (2.94%) Principal Architect
Libraries, Frameworks & Software Standards
1 29 (42.65%) NumPy
2 27 (39.71%) Pandas
3 22 (32.35%) scikit-learn
4 13 (19.12%) Flask
4 13 (19.12%) Natural Language Processing
5 10 (14.71%) SciPy
6 9 (13.24%) Kafka
7 8 (11.76%) AngularJS
7 8 (11.76%) React
8 7 (10.29%) PySpark
9 6 (8.82%) REST
10 5 (7.35%) Keras
10 5 (7.35%) TensorFlow
10 5 (7.35%) Web Services
11 4 (5.88%) ADO
11 4 (5.88%) Django
11 4 (5.88%) HTML
11 4 (5.88%) HTML5
11 4 (5.88%) Spark Streaming
12 3 (4.41%) Node.js
Miscellaneous
1 27 (39.71%) Algorithms
2 25 (36.76%) Analytical Skills
3 8 (11.76%) Pricing Data
4 5 (7.35%) Analytical Mindset
4 5 (7.35%) Cybercrime
4 5 (7.35%) Greenfield Project
4 5 (7.35%) Hedge funds
5 4 (5.88%) Enterprise Software
5 4 (5.88%) PMI
5 4 (5.88%) User Experience
6 2 (2.94%) Foreign Exchange (FX)
6 2 (2.94%) Self-Motivation
6 2 (2.94%) Spread Betting
7 1 (1.47%) Data Structures
7 1 (1.47%) Management Information System
Operating Systems
1 2 (2.94%) Unix
Processes & Methodologies
1 52 (76.47%) Data Science
2 42 (61.76%) Machine Learning
3 29 (42.65%) Analytics
4 28 (41.18%) Agile Software Development
5 25 (36.76%) Problem-Solving
6 22 (32.35%) Data Analysis
6 22 (32.35%) Visualisation
7 17 (25.00%) Predictive Modelling
7 17 (25.00%) Statistics
8 16 (23.53%) Data Visualisation
9 15 (22.06%) Data Analytics
10 14 (20.59%) Artificial Intelligence
11 13 (19.12%) Mathematics
12 12 (17.65%) Stakeholder Management
13 11 (16.18%) Data Engineering
14 10 (14.71%) Collaborative Working
15 9 (13.24%) Mentoring
15 9 (13.24%) OO
16 8 (11.76%) Deep Learning
16 8 (11.76%) Probability Theory
Programming Languages
1 65 (95.59%) Python
2 22 (32.35%) Java
3 18 (26.47%) SQL
4 16 (23.53%) C#
5 12 (17.65%) C++
5 12 (17.65%) Scala
6 11 (16.18%) R
7 10 (14.71%) JavaScript
8 9 (13.24%) C
9 8 (11.76%) MATLAB
10 7 (10.29%) Go
11 3 (4.41%) Haskell
12 1 (1.47%) Cython
Qualifications
1 17 (25.00%) Degree
2 9 (13.24%) PhD
3 5 (7.35%) AWS Certification
3 5 (7.35%) Numerate Degree
3 5 (7.35%) SC Cleared
3 5 (7.35%) Security Cleared
4 4 (5.88%) Computer Science Degree
4 4 (5.88%) PMI Certification
Quality Assurance & Compliance
1 2 (2.94%) QA
System Software
1 10 (14.71%) Docker
2 4 (5.88%) HDFS
Systems Management
1 10 (14.71%) Kubernetes
2 6 (8.82%) Terraform
3 4 (5.88%) Hadoop YARN
3 4 (5.88%) Oozie
4 3 (4.41%) Kibana
Vendors
1 7 (10.29%) Tableau
2 5 (7.35%) SAP
3 4 (5.88%) Cloudera
3 4 (5.88%) Oracle
4 3 (4.41%) Microsoft
5 2 (2.94%) Alteryx
5 2 (2.94%) EXASOL
5 2 (2.94%) Informatica
5 2 (2.94%) MicroStrategy
5 2 (2.94%) Sybase
5 2 (2.94%) Talend
6 1 (1.47%) Alias
6 1 (1.47%) BT
6 1 (1.47%) Google