Period
to

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 3 July 2022 with a comparison to the same period in the previous 2 years.

Jupyter (JupyterHub, JupyterLab)
UK
6 months to
3 Jul 2022
Same period 2021 Same period 2020
Rank 925 900 758
Rank change year-on-year -25 -142 +297
Permanent jobs citing Jupyter 338 85 92
As % of all permanent jobs advertised in the UK 0.19% 0.079% 0.12%
As % of the Application Platforms category 1.43% 0.63% 0.89%
Number of salaries quoted 97 26 77
10th Percentile £42,439 £46,250 £51,500
25th Percentile £42,500 £48,750 £62,500
Median annual salary (50th Percentile) £57,063 £60,000 £82,500
Median % change year-on-year -4.90% -27.27% +3.13%
75th Percentile £77,500 £73,750 £100,000
90th Percentile £117,000 £91,250 £105,000
UK excluding London median annual salary £57,063 £57,500 £60,000
% change year-on-year -0.76% -4.17% -

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 23,673 13,539 10,355
As % of all permanent IT jobs advertised in the UK 13.09% 12.56% 13.06%
Number of salaries quoted 10,607 9,194 8,205
10th Percentile £31,250 £31,250 £30,500
25th Percentile £41,250 £40,000 £38,750
Median annual salary (50th Percentile) £55,000 £52,500 £52,500
Median % change year-on-year +4.76% - +5.00%
75th Percentile £75,000 £73,750 £71,250
90th Percentile £95,000 £87,500 £87,500
UK excluding London median annual salary £49,000 £45,000 £45,000
% change year-on-year +8.89% - +5.88%

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 3 July 2022.

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 3 July 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 -66 249 £60,000 +4.35% 13
London -69 225 £53,750 -23.21% 8
Work from Home -122 160 £45,000 -27.42% 7
UK excluding London -109 43 £57,063 -0.76% 5
Wales - 15 £57,063 -
East of England -86 12 - - 3
Scotland - 6 £60,000 -
Midlands - 5 £65,000 -
South West -28 4 £58,000 +36.47%
East Midlands - 4 £65,000 -
Yorkshire -57 1 £62,500 +19.05%
North of England -85 1 £62,500 +19.05% 2
West Midlands - 1 £60,000 -

For the 6 months to 3 July 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.

1 289 (85.50%) Python
2 197 (58.28%) Data Science
3 192 (56.80%) SQL
4 148 (43.79%) AWS
5 144 (42.60%) Machine Learning
6 143 (42.31%) Pandas
7 135 (39.94%) Analytics
8 123 (36.39%) PostgreSQL
9 114 (33.73%) Docker
10 109 (32.25%) Analytical Skills
11 104 (30.77%) Visualisation
12 98 (28.99%) Software Engineering
13 95 (28.11%) CI/CD
14 94 (27.81%) Git (software)
15 93 (27.51%) Kubernetes
16 85 (25.15%) JavaScript
17 84 (24.85%) Data Engineering
18 78 (23.08%) Problem-Solving
18 78 (23.08%) ETL
19 76 (22.49%) Finance
19 76 (22.49%) GitHub
20 75 (22.19%) NumPy
20 75 (22.19%) Social Skills
21 74 (21.89%) Data Analysis
22 70 (20.71%) Data Analytics
23 69 (20.41%) Agile
24 65 (19.23%) Degree
25 64 (18.93%) TypeScript
26 63 (18.64%) Linux
27 61 (18.05%) Amazon S3

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 54 (15.98%) Apache Spark
2 48 (14.20%) Apache Airflow
3 25 (7.40%) Apache
4 14 (4.14%) Ethereum
5 13 (3.85%) Confluence
6 12 (3.55%) Apache Solr
7 7 (2.07%) Tomcat
8 1 (0.30%) Apache Synapse
8 1 (0.30%) ArcGIS
8 1 (0.30%) CICS
8 1 (0.30%) Luigi
8 1 (0.30%) R Markdown
8 1 (0.30%) SAS
Applications
1 10 (2.96%) Microsoft Excel
2 6 (1.78%) Spreadsheet
3 2 (0.59%) MS Visio
4 1 (0.30%) Microsoft PowerPoint
Business Applications
1 13 (3.85%) Ripple
1 13 (3.85%) Ripple XRP
Cloud Services
1 148 (43.79%) AWS
2 76 (22.49%) GitHub
3 61 (18.05%) Amazon S3
4 59 (17.46%) GCP
5 52 (15.38%) Serverless
6 48 (14.20%) GitHub Actions
7 40 (11.83%) SaaS
8 35 (10.36%) Amazon EC2
8 35 (10.36%) Route 53
9 32 (9.47%) Azure
10 26 (7.69%) Datadog
11 22 (6.51%) AWS Step Functions
12 21 (6.21%) Pulumi
13 20 (5.92%) Amazon SageMaker
14 18 (5.33%) AWS Lambda
15 17 (5.03%) npm
16 16 (4.73%) PaaS
17 13 (3.85%) Snowflake
18 12 (3.55%) IaaS
19 10 (2.96%) Power Platform
Communications & Networking
1 7 (2.07%) Wireshark
2 2 (0.59%) Broadband
Database & Business Intelligence
1 123 (36.39%) PostgreSQL
2 53 (15.68%) Relational Database
3 46 (13.61%) Data Warehouse
4 45 (13.31%) Big Data
5 42 (12.43%) Tableau
6 30 (8.88%) BigQuery
6 30 (8.88%) Elasticsearch
7 26 (7.69%) Amazon RDS
7 26 (7.69%) DynamoDB
8 25 (7.40%) Looker
8 25 (7.40%) NoSQL
9 24 (7.10%) Amazon Redshift
9 24 (7.10%) MySQL
10 22 (6.51%) Parquet
10 22 (6.51%) Redis
11 16 (4.73%) Apache Arrow
11 16 (4.73%) Data Mining
11 16 (4.73%) Hadoop
12 14 (4.14%) RDBMS
13 12 (3.55%) Metadata
Development Applications
1 94 (27.81%) Git (software)
2 51 (15.09%) JIRA
3 49 (14.50%) Jenkins
4 14 (4.14%) Selenium
5 13 (3.85%) IntelliJ
5 13 (3.85%) JUnit
5 13 (3.85%) Mockito
6 12 (3.55%) RStudio
7 8 (2.37%) CircleCI
8 7 (2.07%) Postman
9 3 (0.89%) MLflow
9 3 (0.89%) PyCharm
10 1 (0.30%) Cypress.io
10 1 (0.30%) ERwin
10 1 (0.30%) GitLab
10 1 (0.30%) MagicDraw
10 1 (0.30%) Snakemake
10 1 (0.30%) Travis CI
10 1 (0.30%) Visual Studio
10 1 (0.30%) Visual Studio Code
General
1 109 (32.25%) Analytical Skills
2 76 (22.49%) Finance
3 75 (22.19%) Social Skills
4 33 (9.76%) Marketing
5 29 (8.58%) Retail
6 21 (6.21%) Games
7 17 (5.03%) Pharmaceutical
8 16 (4.73%) Inclusion and Diversity
9 14 (4.14%) Banking
10 10 (2.96%) Legal
10 10 (2.96%) Presentation Skills
11 9 (2.66%) Automotive
11 9 (2.66%) Public Sector
12 7 (2.07%) Financial Institution
12 7 (2.07%) Law
13 6 (1.78%) Back Office
13 6 (1.78%) Front Office
13 6 (1.78%) Online Betting
14 3 (0.89%) Advertising
15 2 (0.59%) Telecoms
Job Titles
1 73 (21.60%) Data Scientist
2 69 (20.41%) Developer
3 55 (16.27%) Data Engineer
4 54 (15.98%) Software Engineer
5 42 (12.43%) Analyst
6 28 (8.28%) Data Analyst
7 27 (7.99%) SaaS Developer
8 26 (7.69%) Senior Data Scientist
9 23 (6.80%) Python Developer
10 20 (5.92%) Software Developer
11 17 (5.03%) Java Developer
11 17 (5.03%) Senior Software Engineer
12 15 (4.44%) Architect
13 13 (3.85%) Core Java Developer
13 13 (3.85%) Data Architect
13 13 (3.85%) Full Stack Developer
13 13 (3.85%) Java Software Developer
13 13 (3.85%) Senior Data Engineer
14 12 (3.55%) Principal Architect
14 12 (3.55%) Principal Data Architect
Libraries, Frameworks & Software Standards
1 143 (42.31%) Pandas
2 75 (22.19%) NumPy
3 51 (15.09%) Django
4 43 (12.72%) React
5 36 (10.65%) TensorFlow
6 31 (9.17%) scikit-learn
7 30 (8.88%) HTML
8 29 (8.58%) GraphQL
8 29 (8.58%) Vue.js
9 27 (7.99%) Celery
10 24 (7.10%) RabbitMQ
10 24 (7.10%) Spring
11 23 (6.80%) Jest
12 21 (6.21%) Apollo GraphQL
12 21 (6.21%) Kafka
12 21 (6.21%) Lambda Expressions
12 21 (6.21%) Matplotlib
13 20 (5.92%) Keras
13 20 (5.92%) Plotly
14 18 (5.33%) H2O
Miscellaneous
1 28 (8.28%) Hackathon
2 27 (7.99%) NHS
3 21 (6.21%) FMCG
4 18 (5.33%) Algorithms
5 15 (4.44%) Blog
5 15 (4.44%) Fixed Income
6 14 (4.14%) Blockchain
6 14 (4.14%) Clustering
6 14 (4.14%) Foreign Exchange (FX)
6 14 (4.14%) IoT
6 14 (4.14%) Social Media
7 13 (3.85%) Bitcoin
7 13 (3.85%) Litecoin
8 12 (3.55%) Analytical Mindset
8 12 (3.55%) Smartphone
9 11 (3.25%) Public Cloud
10 9 (2.66%) Legacy Systems
10 9 (2.66%) Virtual Team
11 8 (2.37%) Data Structures
12 7 (2.07%) Hedge funds
Operating Systems
1 63 (18.64%) Linux
2 13 (3.85%) CentOS
2 13 (3.85%) Unix
3 2 (0.59%) Windows
4 1 (0.30%) zOS
Processes & Methodologies
1 197 (58.28%) Data Science
2 144 (42.60%) Machine Learning
3 135 (39.94%) Analytics
4 104 (30.77%) Visualisation
5 98 (28.99%) Software Engineering
6 95 (28.11%) CI/CD
7 84 (24.85%) Data Engineering
8 78 (23.08%) ETL
8 78 (23.08%) Problem-Solving
9 74 (21.89%) Data Analysis
10 70 (20.71%) Data Analytics
11 69 (20.41%) Agile
12 51 (15.09%) Open Source
13 47 (13.91%) Computer Science
14 46 (13.61%) Business Intelligence
15 45 (13.31%) Data Visualisation
16 44 (13.02%) Data Pipeline
16 44 (13.02%) Test Automation
17 40 (11.83%) Artificial Intelligence
18 39 (11.54%) Natural Language Processing
Programming Languages
1 289 (85.50%) Python
2 192 (56.80%) SQL
3 85 (25.15%) JavaScript
4 64 (18.93%) TypeScript
5 56 (16.57%) R
6 53 (15.68%) Java
7 27 (7.99%) ES6
8 16 (4.73%) F#
9 15 (4.44%) C
10 10 (2.96%) Scala
11 8 (2.37%) Bash
12 6 (1.78%) Cython
12 6 (1.78%) LookML
12 6 (1.78%) Ruby
13 3 (0.89%) PL/SQL
14 2 (0.59%) Kotlin
15 1 (0.30%) C++
15 1 (0.30%) SHACL
15 1 (0.30%) XQuery
Qualifications
1 65 (19.23%) Degree
2 19 (5.62%) PhD
3 7 (2.07%) Computer Science Degree
4 6 (1.78%) Master's Degree
5 3 (0.89%) CFA
6 2 (0.59%) Numerate Degree
Quality Assurance & Compliance
1 23 (6.80%) Data Quality
2 17 (5.03%) QA
3 6 (1.78%) Accessibility
System Software
1 114 (33.73%) Docker
2 7 (2.07%) Apache ZooKeeper
Systems Management
1 93 (27.51%) Kubernetes
2 27 (7.99%) Docker Swarm
3 19 (5.62%) Terraform
4 17 (5.03%) Consul
4 17 (5.03%) Opscode Chef
5 3 (0.89%) Grafana
6 2 (0.59%) Argo
7 1 (0.30%) OMEGAMON
7 1 (0.30%) Puppet
7 1 (0.30%) Rancher
Vendors
1 38 (11.24%) Google
2 27 (7.99%) Siemens
3 14 (4.14%) Databricks
3 14 (4.14%) Oracle
4 8 (2.37%) Alteryx
5 5 (1.48%) Splunk
6 3 (0.89%) Sun
7 2 (0.59%) Bloomberg
8 1 (0.30%) Cadence
8 1 (0.30%) Dynatrace
8 1 (0.30%) ESRI
8 1 (0.30%) PayPal