Period
to 17 April 2021

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 17 April 2021 with a comparison to the same period in the previous 2 years.

Jupyter (JupyterHub, JupyterLab)
UK
6 months to
17 Apr 2021
Same period 2020 Same period 2019
Rank 807 848 1047
Rank change year-on-year +41 +199 +133
Permanent jobs citing Jupyter 56 114 65
As % of all permanent jobs advertised in the UK 0.067% 0.10% 0.044%
As % of the Application Platforms category 0.49% 0.71% 0.28%
Number of salaries quoted 22 89 55
10th Percentile £42,000 £42,500 £53,750
25th Percentile £49,063 £53,750 £63,750
Median annual salary (50th Percentile) £60,000 £75,000 £80,000
Median % change year-on-year -20.00% -6.25% +23.08%
75th Percentile £73,750 £91,250 £117,500
90th Percentile £95,000 £105,000 £122,500
UK excluding London median annual salary £55,000 £57,500 £57,500
% change year-on-year -4.35% - +7.48%

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 11,393 16,010 22,998
As % of all permanent IT jobs advertised in the UK 13.54% 14.41% 15.47%
Number of salaries quoted 8,743 12,839 18,339
10th Percentile £31,250 £29,000 £28,000
25th Percentile £40,000 £37,500 £36,250
Median annual salary (50th Percentile) £55,000 £50,000 £50,000
Median % change year-on-year +10.00% - -
75th Percentile £72,500 £70,000 £68,750
90th Percentile £87,500 £85,000 £85,000
UK excluding London median annual salary £47,500 £45,000 £43,000
% change year-on-year +5.56% +4.65% +1.18%

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 17 April 2021.

Salary histogram for Jupyter in the UK

Jupyter
Top 11 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 17 April 2021. 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 +79 54 £60,000 -21.31% 8
London +55 35 £72,500 -14.71% 3
UK excluding London +103 17 £55,000 -4.35% 6
Work from Home -128 9 £67,500 -41.30% 1
East of England +60 8 £75,000 -
North of England +42 4 £52,500 +101.92% 1
Yorkshire - 4 £52,500 -
Midlands +47 2 £31,305 -45.56%
South West +8 2 £55,000 +7.32% 1
East Midlands - 2 £31,305 -
South East +69 1 £55,000 -18.52% 3

For the 6 months to 17 April 2021, 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 48 (85.71%) Python
2 31 (55.36%) Data Science
3 29 (51.79%) Machine Learning
4 27 (48.21%) Pandas
5 26 (46.43%) Degree
6 24 (42.86%) NumPy
7 23 (41.07%) Software Engineering
8 19 (33.93%) Finance
8 19 (33.93%) Problem-Solving
9 18 (32.14%) Computer Science
9 18 (32.14%) AWS
10 17 (30.36%) Java
10 17 (30.36%) Algorithms
10 17 (30.36%) scikit-learn
11 15 (26.79%) ETL
12 14 (25.00%) SQL
12 14 (25.00%) Analytical Skills
13 13 (23.21%) Pair Programming
13 13 (23.21%) Open Source
13 13 (23.21%) Blog
14 12 (21.43%) Google
14 12 (21.43%) SciPy
14 12 (21.43%) Apache Spark
15 11 (19.64%) GitHub
15 11 (19.64%) Computer Science Degree
15 11 (19.64%) C
15 11 (19.64%) PhD
16 10 (17.86%) Agile Software Development
16 10 (17.86%) NoSQL
16 10 (17.86%) Scala

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 12 (21.43%) Apache Spark
2 6 (10.71%) Apache Airflow
3 3 (5.36%) Confluence
3 3 (5.36%) SAS
4 1 (1.79%) ArcGIS
4 1 (1.79%) GeoServer
Cloud Services
1 18 (32.14%) AWS
2 11 (19.64%) GitHub
3 8 (14.29%) Amazon EMR
4 6 (10.71%) Amazon CloudWatch
4 6 (10.71%) Amazon ELB
4 6 (10.71%) Amazon SQS
4 6 (10.71%) Azure
4 6 (10.71%) Google Docs
4 6 (10.71%) Loggly
4 6 (10.71%) Trello
5 5 (8.93%) GCP
6 3 (5.36%) Amazon SageMaker
6 3 (5.36%) AWS Lambda
6 3 (5.36%) Power Platform
6 3 (5.36%) Serverless
7 1 (1.79%) Azure Machine Learning
7 1 (1.79%) Stackdriver
Communications & Networking
1 5 (8.93%) HTTP
Database & Business Intelligence
1 10 (17.86%) NoSQL
2 8 (14.29%) Apache Zeppelin
2 8 (14.29%) Big Data
2 8 (14.29%) Electronic Patient Records
3 6 (10.71%) Data Lake
3 6 (10.71%) Data Mining
3 6 (10.71%) Hadoop
3 6 (10.71%) PostgreSQL
4 5 (8.93%) Data Warehouse
5 4 (7.14%) RDBMS
5 4 (7.14%) Relational Database
6 3 (5.36%) Impala
6 3 (5.36%) Snowflake Schema
6 3 (5.36%) Spotfire
6 3 (5.36%) SQL Server
6 3 (5.36%) Tableau
7 2 (3.57%) Apache Hive
7 2 (3.57%) BigQuery
7 2 (3.57%) InfluxDB
8 1 (1.79%) Qlik Sense
Development Applications
1 10 (17.86%) GitLab
2 8 (14.29%) Git (software)
2 8 (14.29%) Maven
3 7 (12.50%) Octopus Deploy
4 6 (10.71%) CircleCI
5 3 (5.36%) JIRA
6 2 (3.57%) Jenkins
6 2 (3.57%) Sonatype Nexus
7 1 (1.79%) Bitbucket
7 1 (1.79%) RStudio
7 1 (1.79%) TeamCity
General
1 19 (33.93%) Finance
2 8 (14.29%) Retail
3 5 (8.93%) Marketing
4 1 (1.79%) Banking
4 1 (1.79%) Financial Institution
Job Titles
1 15 (26.79%) Data Engineer
2 10 (17.86%) Developer
3 8 (14.29%) Data Scientist
3 8 (14.29%) Software Engineer
4 7 (12.50%) Java Engineer
4 7 (12.50%) Java Software Engineer
5 6 (10.71%) Machine Learning Engineer
6 5 (8.93%) Backend Developer
7 3 (5.36%) Data Programmer
7 3 (5.36%) DevOps Engineer
7 3 (5.36%) Programmer
7 3 (5.36%) Python Engineer
8 2 (3.57%) Analyst
8 2 (3.57%) Data Analyst
8 2 (3.57%) Data Science Leader
8 2 (3.57%) Performance Engineer
8 2 (3.57%) Platform Engineer
8 2 (3.57%) Python Developer
8 2 (3.57%) Senior Developer
8 2 (3.57%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 27 (48.21%) Pandas
2 24 (42.86%) NumPy
3 17 (30.36%) scikit-learn
4 12 (21.43%) SciPy
5 7 (12.50%) Django
5 7 (12.50%) REST
5 7 (12.50%) TensorFlow
6 6 (10.71%) Celery
6 6 (10.71%) Flask
6 6 (10.71%) RabbitMQ
6 6 (10.71%) React Native
6 6 (10.71%) Redux
6 6 (10.71%) Sass
7 5 (8.93%) Apache NiFi
7 5 (8.93%) Spring Boot
8 4 (7.14%) Kafka
8 4 (7.14%) Matplotlib
8 4 (7.14%) Natural Language Processing
8 4 (7.14%) NLTK
9 3 (5.36%) Shiny
Miscellaneous
1 17 (30.36%) Algorithms
2 14 (25.00%) Analytical Skills
3 13 (23.21%) Blog
4 7 (12.50%) Podcast
5 6 (10.71%) Mobile App
5 6 (10.71%) User Experience
6 5 (8.93%) Renewable Energy
6 5 (8.93%) Smart Meter
7 3 (5.36%) Analytical Mindset
7 3 (5.36%) Smartphone
8 2 (3.57%) iPad
8 2 (3.57%) Management Information System
9 1 (1.79%) Credit Risk
9 1 (1.79%) Enterprise Software
9 1 (1.79%) Hedge funds
Operating Systems
1 3 (5.36%) Linux
Processes & Methodologies
1 31 (55.36%) Data Science
2 29 (51.79%) Machine Learning
3 23 (41.07%) Software Engineering
4 19 (33.93%) Problem-Solving
5 18 (32.14%) Computer Science
6 15 (26.79%) ETL
7 13 (23.21%) Open Source
7 13 (23.21%) Pair Programming
8 10 (17.86%) Agile Software Development
9 9 (16.07%) Data Analysis
9 9 (16.07%) Data Modelling
9 9 (16.07%) Mathematics
9 9 (16.07%) Statistics
10 8 (14.29%) Logistics
11 7 (12.50%) Continuous Integration
11 7 (12.50%) Digital Twin
11 7 (12.50%) Migration
11 7 (12.50%) Neural Network
11 7 (12.50%) Predictive Modelling
11 7 (12.50%) Statistical Analysis
Programming Languages
1 48 (85.71%) Python
2 17 (30.36%) Java
3 14 (25.00%) SQL
4 11 (19.64%) C
5 10 (17.86%) Scala
6 7 (12.50%) Java 8
7 6 (10.71%) C++
8 5 (8.93%) R
9 3 (5.36%) Bash Shell
10 2 (3.57%) JavaScript
11 1 (1.79%) C#
11 1 (1.79%) Perl
11 1 (1.79%) PL/SQL
11 1 (1.79%) Ruby
11 1 (1.79%) T-SQL
Qualifications
1 26 (46.43%) Degree
2 11 (19.64%) Computer Science Degree
2 11 (19.64%) PhD
3 9 (16.07%) Numerate Degree
4 3 (5.36%) Master's Degree
5 1 (1.79%) Postgraduate
Quality Assurance & Compliance
1 1 (1.79%) Data Quality
System Software
1 8 (14.29%) Docker
2 2 (3.57%) VirtualBox
2 2 (3.57%) VMware Infrastructure
Systems Management
1 7 (12.50%) Terraform
2 6 (10.71%) Consul
2 6 (10.71%) Kubernetes
2 6 (10.71%) Packer
3 3 (5.36%) Ansible
4 2 (3.57%) Nagios
4 2 (3.57%) Opscode Chef
4 2 (3.57%) Puppet
4 2 (3.57%) ZABBIX
5 1 (1.79%) Kubeflow
Vendors
1 12 (21.43%) Google
2 8 (14.29%) Microsoft
3 2 (3.57%) Sonatype
3 2 (3.57%) VMware
4 1 (1.79%) Cloudera
4 1 (1.79%) Databricks
4 1 (1.79%) ESRI
4 1 (1.79%) Mapbox