Period
to 28 May 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 28 May 2020 with a comparison to the same period in the previous 2 years.

Jupyter (JupyterHub, JupyterLab)
UK
6 months to
28 May 2020
Same period 2019 Same period 2018
Rank 784 1014 1152
Rank change year-on-year +230 +138 +34
Permanent jobs citing Jupyter 101 75 37
As % of all permanent jobs advertised in the UK 0.11% 0.052% 0.021%
As % of the Application Platforms category 0.78% 0.34% 0.13%
Number of salaries quoted 89 63 26
Median annual salary £75,000 £80,000 £63,750
Median salary % change year-on-year -6.25% +25.49% +21.43%
10th Percentile £45,000 £58,000 £43,750
90th Percentile £105,000 £122,500 £76,875
UK excluding London median annual salary £67,500 £57,500 £50,500
% change year-on-year +17.39% +13.86% +15.43%

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 12,945 22,028 29,020
As % of all permanent IT jobs advertised in the UK 14.33% 15.31% 16.84%
Number of salaries quoted 10,248 17,249 23,518
Median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +7.53%
10th Percentile £30,000 £28,225 £27,985
90th Percentile £87,500 £85,000 £80,000
UK excluding London median annual salary £45,000 £43,156 £42,500
% change year-on-year +4.27% +1.54% +6.25%

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 28 May 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 28 May 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 +222 99 £76,250 -4.69% 2
London +163 84 £83,750 +4.69% 1
UK excluding London +211 21 £67,500 +17.39% 1
South East - 9 £67,500 -
Midlands - 6 £57,500 - 1
West Midlands - 6 £57,500 - 1
North of England +117 2 £26,500 -
Work from Home +54 2 £115,000 +27.78%
North West - 2 £26,500 -
South West - 2 £51,250 -
East of England +85 1 - -
Scotland - 1 - -

For the 6 months to 28 May 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 97 (96.04%) Python
2 72 (71.29%) Data Science
3 54 (53.47%) Machine Learning
4 49 (48.51%) Analytics
5 42 (41.58%) Pandas
6 41 (40.59%) NumPy
7 38 (37.62%) Apache Spark
7 38 (37.62%) Agile Software Development
8 34 (33.66%) Algorithms
9 32 (31.68%) Analytical Skills
9 32 (31.68%) scikit-learn
9 32 (31.68%) Big Data
9 32 (31.68%) Visualisation
10 31 (30.69%) Hadoop
10 31 (30.69%) Degree
10 31 (30.69%) Data Analysis
10 31 (30.69%) Java
10 31 (30.69%) Problem-Solving
11 30 (29.70%) SQL
12 29 (28.71%) Data Analytics
12 29 (28.71%) AWS
13 26 (25.74%) Front Office
14 25 (24.75%) Finance
14 25 (24.75%) C#
15 24 (23.76%) Statistics
15 24 (23.76%) Predictive Modelling
16 21 (20.79%) Stakeholder Management
16 21 (20.79%) OO
17 20 (19.80%) JavaScript
17 20 (19.80%) Computer Science

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 38 (37.62%) Apache Spark
2 14 (13.86%) Apache Airflow
3 4 (3.96%) IIS
4 3 (2.97%) Confluence
4 3 (2.97%) IPython
5 1 (0.99%) Apache
5 1 (0.99%) Apache Pig
5 1 (0.99%) Elasticsearch
Applications
1 5 (4.95%) S-PLUS
2 4 (3.96%) Microsoft Excel
Business Applications
1 5 (4.95%) SAP CRM
1 5 (4.95%) SAP ERP
1 5 (4.95%) SAP IS-U
2 1 (0.99%) FINCAD Analytics
Cloud Services
1 29 (28.71%) AWS
2 16 (15.84%) Azure
3 15 (14.85%) Cloud Computing
4 13 (12.87%) Amazon S3
5 10 (9.90%) GCP
6 8 (7.92%) Amazon EMR
7 7 (6.93%) Amazon ECS
7 7 (6.93%) Amazon SageMaker
7 7 (6.93%) Power Platform
8 6 (5.94%) AWS Data Pipeline
9 4 (3.96%) Amazon EKS
9 4 (3.96%) Azure Data Factory
9 4 (3.96%) Azure Machine Learning
10 3 (2.97%) GitHub
11 2 (1.98%) Amazon EC2
11 2 (1.98%) Serverless
12 1 (0.99%) IaaS
12 1 (0.99%) PaaS
Database & Business Intelligence
1 32 (31.68%) Big Data
2 31 (30.69%) Hadoop
3 17 (16.83%) HBase
4 15 (14.85%) PostgreSQL
5 11 (10.89%) Impala
6 10 (9.90%) Apache Hive
7 9 (8.91%) SQL Server
8 8 (7.92%) Data Mining
8 8 (7.92%) Data Warehouse
9 7 (6.93%) BigQuery
9 7 (6.93%) Power BI
10 4 (3.96%) Amazon DynamoDB
10 4 (3.96%) Amazon Redshift
10 4 (3.96%) Azure SQL Data Warehouse
10 4 (3.96%) Azure SQL Database
10 4 (3.96%) Data Lake
10 4 (3.96%) MySQL
10 4 (3.96%) NoSQL
10 4 (3.96%) SQL Server Integration Services
10 4 (3.96%) Sqoop
Development Applications
1 18 (17.82%) Git (software)
2 6 (5.94%) Subversion
3 5 (4.95%) JIRA
4 4 (3.96%) Artifactory
4 4 (3.96%) GitLab
4 4 (3.96%) Team Foundation Server
5 3 (2.97%) Jenkins
6 2 (1.98%) MLflow
7 1 (0.99%) PyCharm
General
1 26 (25.74%) Front Office
2 25 (24.75%) Finance
3 9 (8.91%) Marketing
4 8 (7.92%) Retail
5 5 (4.95%) Law
6 4 (3.96%) Banking
7 3 (2.97%) Billing
8 2 (1.98%) Investment Banking
9 1 (0.99%) Legal
Job Titles
1 39 (38.61%) Data Scientist
2 23 (22.77%) Developer
3 20 (19.80%) Senior Data Scientist
4 16 (15.84%) Data Engineer
5 15 (14.85%) Python Developer
6 13 (12.87%) Senior Developer
7 10 (9.90%) Front Office Developer
7 10 (9.90%) Python Engineer
8 8 (7.92%) Analytics Developer
8 8 (7.92%) Senior Python Developer
9 7 (6.93%) Machine Learning Scientist
10 6 (5.94%) Architect
10 6 (5.94%) Machine Learning Engineer
11 4 (3.96%) Analyst
11 4 (3.96%) C# Developer
11 4 (3.96%) Consultant
11 4 (3.96%) Data Architect
11 4 (3.96%) Data Consultant
11 4 (3.96%) Principal Architect
11 4 (3.96%) Principal Engineer
Libraries, Frameworks & Software Standards
1 42 (41.58%) Pandas
2 41 (40.59%) NumPy
3 32 (31.68%) scikit-learn
4 18 (17.82%) Flask
5 17 (16.83%) SciPy
6 14 (13.86%) AngularJS
6 14 (13.86%) React
7 13 (12.87%) Natural Language Processing
8 12 (11.88%) HTML
9 10 (9.90%) CSS
9 10 (9.90%) HTML5
9 10 (9.90%) Kafka
10 8 (7.92%) .NET
10 8 (7.92%) PySpark
10 8 (7.92%) REST
11 7 (6.93%) Matplotlib
12 6 (5.94%) TensorFlow
13 5 (4.95%) Akka
13 5 (4.95%) Web Services
14 4 (3.96%) ADO
Miscellaneous
1 34 (33.66%) Algorithms
2 32 (31.68%) Analytical Skills
3 10 (9.90%) Pricing Data
4 9 (8.91%) Greenfield Project
5 8 (7.92%) Hedge funds
6 6 (5.94%) Analytical Mindset
7 4 (3.96%) Enterprise Software
7 4 (3.96%) Fixed Income
7 4 (3.96%) PMI
7 4 (3.96%) Self-Motivation
7 4 (3.96%) User Experience
8 3 (2.97%) Social Media
9 2 (1.98%) Foreign Exchange (FX)
10 1 (0.99%) Data Structures
10 1 (0.99%) Management Information System
10 1 (0.99%) Smartphone
Operating Systems
1 2 (1.98%) Unix
Processes & Methodologies
1 72 (71.29%) Data Science
2 54 (53.47%) Machine Learning
3 49 (48.51%) Analytics
4 38 (37.62%) Agile Software Development
5 32 (31.68%) Visualisation
6 31 (30.69%) Data Analysis
6 31 (30.69%) Problem-Solving
7 29 (28.71%) Data Analytics
8 24 (23.76%) Predictive Modelling
8 24 (23.76%) Statistics
9 21 (20.79%) OO
9 21 (20.79%) Stakeholder Management
10 20 (19.80%) Computer Science
11 19 (18.81%) Data Visualisation
12 17 (16.83%) Deep Learning
12 17 (16.83%) Mathematics
13 15 (14.85%) ETL
14 13 (12.87%) Artificial Intelligence
15 12 (11.88%) Business Intelligence
15 12 (11.88%) Data Modelling
Programming Languages
1 97 (96.04%) Python
2 31 (30.69%) Java
3 30 (29.70%) SQL
4 25 (24.75%) C#
5 20 (19.80%) JavaScript
6 18 (17.82%) Scala
7 16 (15.84%) R
8 15 (14.85%) C++
9 8 (7.92%) C
10 7 (6.93%) MATLAB
11 5 (4.95%) Go
12 4 (3.96%) Haskell
13 1 (0.99%) Cython
Qualifications
1 31 (30.69%) Degree
2 12 (11.88%) PhD
3 8 (7.92%) Computer Science Degree
4 5 (4.95%) Numerate Degree
5 4 (3.96%) PMI Certification
6 2 (1.98%) AWS Certification
Quality Assurance & Compliance
1 2 (1.98%) QA
System Software
1 16 (15.84%) Docker
2 4 (3.96%) HDFS
Systems Management
1 13 (12.87%) Kubernetes
2 8 (7.92%) Terraform
3 5 (4.95%) Oozie
4 4 (3.96%) Hadoop YARN
5 2 (1.98%) Kibana
Vendors
1 8 (7.92%) Tableau
2 6 (5.94%) Oracle
3 5 (4.95%) Cloudera
3 5 (4.95%) EXASOL
3 5 (4.95%) MicroStrategy
3 5 (4.95%) SAP
4 4 (3.96%) Alteryx
4 4 (3.96%) Informatica
4 4 (3.96%) Talend
5 3 (2.97%) Microsoft
6 2 (1.98%) Alias
6 2 (1.98%) Google
6 2 (1.98%) Sybase
7 1 (0.99%) BT
7 1 (0.99%) Teradata