Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 25 January 2022

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 25 January 2022 with a comparison to the same period in the previous 2 years.

Jupyter (JupyterHub, JupyterLab)
UK
6 months to
25 Jan 2022		 Same period 2021 Same period 2020
Rank 915 733 935
Rank change year-on-year -182 +202 +146
Permanent jobs citing Jupyter 158 38 102
As % of all permanent jobs advertised in the UK 0.12% 0.060% 0.082%
As % of the Application Platforms category 0.91% 0.43% 0.56%
Number of salaries quoted 54 27 79
10th Percentile £52,000 £37,272 £40,000
25th Percentile £67,500 £45,000 £45,000
Median annual salary (50th Percentile) £73,750 £55,000 £62,000
Median % change year-on-year +34.09% -11.29% -20.00%
75th Percentile £90,000 £74,375 £85,000
90th Percentile £109,625 £90,500 £93,000
UK excluding London median annual salary £70,000 £52,500 £50,000
% change year-on-year +33.33% +5.00% -13.04%

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 17,307 8,870 18,367
As % of all permanent IT jobs advertised in the UK 13.33% 13.90% 14.70%
Number of salaries quoted 10,668 7,173 14,875
10th Percentile £30,000 £31,250 £27,500
25th Percentile £39,250 £39,750 £36,250
Median annual salary (50th Percentile) £55,000 £55,000 £50,000
Median % change year-on-year - +10.00% -
75th Percentile £75,000 £71,250 £68,750
90th Percentile £92,500 £86,250 £85,000
UK excluding London median annual salary £47,500 £45,500 £45,000
% change year-on-year +4.40% +1.11% +4.65%

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 25 January 2022.

Salary histogram for Jupyter in the UK

Jupyter
Top 14 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 25 January 2022. 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
Jobs
England -170 135 £72,500 +31.82% 10
London -143 90 £75,000 +3.45% 7
UK excluding London -158 64 £70,000 +33.33% 4
Scotland - 21 £90,000 - 1
East of England -77 16 £80,000 -11.11% 2
South East -107 14 £57,500 +15.00% 1
North of England -120 6 £70,000 +62.79%
North West - 6 £70,000 -
South West -47 4 - -
Work from Home -211 4 £78,750 +50.00% 2
Midlands -96 3 - -
East Midlands -63 2 - -
West Midlands - 1 - -
Northern Ireland - 1 £47,500 -

For the 6 months to 25 January 2022, 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.

1 157 (99.37%) Python
2 99 (62.66%) Data Science
3 80 (50.63%) Machine Learning
4 75 (47.47%) SQL
4 75 (47.47%) Software Engineering
5 74 (46.84%) AWS
6 66 (41.77%) Agile Software Development
7 64 (40.51%) Pandas
8 55 (34.81%) Analytics
9 54 (34.18%) Docker
10 53 (33.54%) Algorithms
10 53 (33.54%) Computer Science
11 52 (32.91%) Degree
12 51 (32.28%) Visualisation
13 48 (30.38%) Kubernetes
14 46 (29.11%) Linux
15 45 (28.48%) Apache Spark
15 45 (28.48%) Problem-Solving
16 44 (27.85%) CI/CD
17 42 (26.58%) Analytical Skills
18 40 (25.32%) Hadoop
19 36 (22.78%) Big Data
20 33 (20.89%) Google
20 33 (20.89%) Scrum
21 32 (20.25%) NumPy
22 31 (19.62%) Bash
22 31 (19.62%) GCP
22 31 (19.62%) Social Skills
23 30 (18.99%) PostgreSQL
24 29 (18.35%) Java

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 45 (28.48%) Apache Spark
2 26 (16.46%) Elasticsearch
3 14 (8.86%) Apache Airflow
4 13 (8.23%) Apache
5 3 (1.90%) Hyperledger
5 3 (1.90%) SAS
6 2 (1.27%) IPython
7 1 (0.63%) R Markdown
7 1 (0.63%) Tomcat
Applications
1 2 (1.27%) Spreadsheet
2 1 (0.63%) Microsoft Excel
2 1 (0.63%) Microsoft PowerPoint
Cloud Services
1 74 (46.84%) AWS
2 31 (19.62%) GCP
3 19 (12.03%) Azure
3 19 (12.03%) npm
4 16 (10.13%) Cloud Computing
4 16 (10.13%) Datadog
4 16 (10.13%) GitHub
5 15 (9.49%) Amazon S3
6 14 (8.86%) Amazon Kinesis
6 14 (8.86%) Amazon SQS
7 12 (7.59%) Power Platform
8 8 (5.06%) Amazon ECS
8 8 (5.06%) AWS Step Functions
9 7 (4.43%) CloudBees
10 6 (3.80%) GitHub Actions
11 5 (3.16%) Pulumi
12 4 (2.53%) Amazon SageMaker
12 4 (2.53%) Azure Event Grid
12 4 (2.53%) Azure Logic Apps
13 3 (1.90%) dbt
Communications & Networking
1 1 (0.63%) Wireshark
Database & Business Intelligence
1 40 (25.32%) Hadoop
2 36 (22.78%) Big Data
3 30 (18.99%) PostgreSQL
4 22 (13.92%) Tableau
5 17 (10.76%) BigQuery
6 14 (8.86%) Amazon DynamoDB
6 14 (8.86%) NoSQL
7 13 (8.23%) Amazon RDS
7 13 (8.23%) Couchbase
7 13 (8.23%) MySQL
8 12 (7.59%) Power BI
9 10 (6.33%) Data Warehouse
10 6 (3.80%) Relational Database
11 5 (3.16%) HBase
11 5 (3.16%) Redis
11 5 (3.16%) SQL Server
12 4 (2.53%) Blockchain
12 4 (2.53%) DB2
12 4 (2.53%) MongoDB
12 4 (2.53%) RDBMS
Development Applications
1 27 (17.09%) JIRA
2 23 (14.56%) Jenkins
3 21 (13.29%) Git (software)
4 20 (12.66%) GitLab
5 19 (12.03%) Octopus Deploy
5 19 (12.03%) TestRail
6 7 (4.43%) CircleCI
7 6 (3.80%) webpack
8 3 (1.90%) RStudio
9 2 (1.27%) MLflow
10 1 (0.63%) Postman
10 1 (0.63%) PyCharm
10 1 (0.63%) Visual Studio
General
1 42 (26.58%) Analytical Skills
2 31 (19.62%) Social Skills
3 24 (15.19%) Finance
4 22 (13.92%) Retail
5 20 (12.66%) Inclusion and Diversity
6 15 (9.49%) Marketing
7 14 (8.86%) Pharmaceutical
8 9 (5.70%) Law
9 5 (3.16%) Legal
10 4 (2.53%) Telecoms
11 3 (1.90%) Advertising
11 3 (1.90%) Banking
11 3 (1.90%) Investment Banking
11 3 (1.90%) Manufacturing
12 2 (1.27%) Back Office
13 1 (0.63%) Front Office
13 1 (0.63%) Influencing Skills
13 1 (0.63%) Local Government
13 1 (0.63%) Public Sector
Job Titles
1 35 (22.15%) Data Scientist
2 33 (20.89%) Developer
3 29 (18.35%) Python Developer
4 21 (13.29%) Software Engineer
5 19 (12.03%) Lead Developer
5 19 (12.03%) Lead Software Developer
5 19 (12.03%) Software Developer
6 15 (9.49%) Data Engineer
7 12 (7.59%) Performance Engineer
7 12 (7.59%) Performance Test Engineer
7 12 (7.59%) Software Test Engineer
7 12 (7.59%) Test Engineer
8 7 (4.43%) Agile Developer
8 7 (4.43%) Azure Developer
8 7 (4.43%) Linux Developer
8 7 (4.43%) Machine Learning Engineer
8 7 (4.43%) Senior Systems Engineer
9 6 (3.80%) Senior Data Scientist
10 5 (3.16%) Analytics Consultant
10 5 (3.16%) Data Analytics Consultant
Libraries, Frameworks & Software Standards
1 64 (40.51%) Pandas
2 32 (20.25%) NumPy
3 27 (17.09%) Kafka
4 23 (14.56%) Web Services
5 22 (13.92%) pytest
6 21 (13.29%) Dask
7 19 (12.03%) PyQt
7 19 (12.03%) React
7 19 (12.03%) RESTful
7 19 (12.03%) Software Packaging
7 19 (12.03%) Sphinx
7 19 (12.03%) Tkinter
8 16 (10.13%) Spring
9 15 (9.49%) TensorFlow
10 14 (8.86%) AngularJS
10 14 (8.86%) Elastic Stack
11 13 (8.23%) Ionic Framework
11 13 (8.23%) Keras
11 13 (8.23%) LAPP Stack
11 13 (8.23%) scikit-learn
Miscellaneous
1 53 (33.54%) Algorithms
2 19 (12.03%) Life Science
3 12 (7.59%) Analytical Mindset
3 12 (7.59%) Smartphone
4 6 (3.80%) User Experience
5 5 (3.16%) FMCG
5 5 (3.16%) Semantic Web
6 4 (2.53%) Clustering
6 4 (2.53%) Social Media
6 4 (2.53%) Virtual Team
7 3 (1.90%) Greenfield Project
8 2 (1.27%) Hedge funds
8 2 (1.27%) NHS
9 1 (0.63%) Derivative
9 1 (0.63%) Digital Media
9 1 (0.63%) LIMS
9 1 (0.63%) Self-Motivation
Operating Systems
1 46 (29.11%) Linux
2 25 (15.82%) Unix
3 19 (12.03%) Mac OS
Processes & Methodologies
1 99 (62.66%) Data Science
2 80 (50.63%) Machine Learning
3 75 (47.47%) Software Engineering
4 66 (41.77%) Agile Software Development
5 55 (34.81%) Analytics
6 53 (33.54%) Computer Science
7 51 (32.28%) Visualisation
8 45 (28.48%) Problem-Solving
9 44 (27.85%) CI/CD
10 33 (20.89%) Scrum
11 28 (17.72%) Coaching
11 28 (17.72%) Data Engineering
12 23 (14.56%) Data Modelling
13 22 (13.92%) Data Analysis
14 21 (13.29%) Personalization
14 21 (13.29%) Recommender Systems
15 20 (12.66%) ETL
15 20 (12.66%) Microservices
16 19 (12.03%) Kanban
16 19 (12.03%) Software Testing
Programming Languages
1 157 (99.37%) Python
2 75 (47.47%) SQL
3 31 (19.62%) Bash
4 29 (18.35%) Java
4 29 (18.35%) JavaScript
4 29 (18.35%) TypeScript
5 18 (11.39%) R
6 7 (4.43%) ES6
7 4 (2.53%) C#
8 3 (1.90%) MATLAB
8 3 (1.90%) Scala
8 3 (1.90%) Solidity
9 2 (1.27%) Shell Script
9 2 (1.27%) T-SQL
10 1 (0.63%) Perl
10 1 (0.63%) PL/SQL
10 1 (0.63%) Ruby
Qualifications
1 52 (32.91%) Degree
2 16 (10.13%) Computer Science Degree
3 4 (2.53%) PhD
4 2 (1.27%) Numerate Degree
5 1 (0.63%) CFA
5 1 (0.63%) Postgraduate
Quality Assurance & Compliance
1 22 (13.92%) QA
2 6 (3.80%) Data Quality
3 1 (0.63%) ISO/IEC 17025
System Software
1 54 (34.18%) Docker
2 5 (3.16%) Apache ZooKeeper
Systems Management
1 48 (30.38%) Kubernetes
2 19 (12.03%) Ansible
3 15 (9.49%) Terraform
4 13 (8.23%) Consul
4 13 (8.23%) Opscode Chef
5 10 (6.33%) Kubeflow
6 7 (4.43%) Puppet
6 7 (4.43%) Rancher
7 3 (1.90%) Grafana
8 1 (0.63%) Docker Swarm
Vendors
1 33 (20.89%) Google
2 19 (12.03%) YouTube
3 6 (3.80%) Sybase
4 5 (3.16%) Oracle
5 4 (2.53%) Databricks
6 3 (1.90%) Monax
6 3 (1.90%) Splunk
7 2 (1.27%) Bloomberg
7 2 (1.27%) Samsung
7 2 (1.27%) Sun
7 2 (1.27%) TIBCO
8 1 (0.63%) LexisNexis
8 1 (0.63%) Siemens