Period
to 4 December 2021

The following table provides summary statistics for permanent job vacancies with a requirement for Kubeflow skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Kubeflow over the 6 months to 4 December 2021 with a comparison to the same period in the previous 2 years.

Kubeflow
UK
6 months to
4 Dec 2021
Same period 2020 Same period 2019
Rank 1019 731 1076
Rank change year-on-year -288 +345 -
Permanent jobs citing Kubeflow 44 1 4
As % of all permanent jobs advertised in the UK 0.034% 0.002% 0.003%
As % of the Systems Management category 0.21% 0.011% 0.023%
Number of salaries quoted 20 1 4
10th Percentile " " £50,425
25th Percentile £57,500 £36,250 £52,563
Median annual salary (50th Percentile) £67,500 £37,500 £57,500
Median % change year-on-year +80.00% -34.78% -
75th Percentile £85,313 £38,750 £63,438
90th Percentile £90,500 " £67,375
UK excluding London median annual salary £80,000 £37,500 -
% change year-on-year +113.33% - -

Kubeflow is in the Systems Management category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for systems management skills.

All Systems Management Skills
UK
Permanent vacancies with a requirement for systems management skills 21,291 9,366 17,604
As % of all permanent IT jobs advertised in the UK 16.65% 16.69% 12.96%
Number of salaries quoted 13,980 7,900 13,629
10th Percentile £37,500 £37,500 £32,000
25th Percentile £50,000 £45,000 £42,500
Median annual salary (50th Percentile) £67,500 £60,000 £57,500
Median % change year-on-year +12.50% +4.35% +4.55%
75th Percentile £87,500 £77,500 £77,500
90th Percentile £103,750 £92,500 £91,250
UK excluding London median annual salary £55,500 £52,000 £50,000
% change year-on-year +6.73% +4.00% +0.25%

Kubeflow
Job Vacancy Trend

Job postings citing Kubeflow as a proportion of all IT jobs advertised.

Job vacancy trend for Kubeflow in the UK

Kubeflow
Salary Trend

3-month moving average salary quoted in jobs citing Kubeflow.

Salary trend for Kubeflow in the UK

Kubeflow
Salary Histogram

Salary distribution for jobs citing Kubeflow over the 6 months to 4 December 2021.

Salary histogram for Kubeflow in the UK

Kubeflow
Top 6 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Kubeflow within the UK over the 6 months to 4 December 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 -238 44 £67,500 +80.00% 6
London - 33 £67,500 - 4
UK excluding London -203 11 £80,000 +113.33% 2
East of England - 7 £80,000 -
South East - 4 - - 2
Work from Home - 1 £67,500 - 1

For the 6 months to 4 December 2021, IT jobs citing Kubeflow 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 Kubeflow.

1 40 (90.91%) Machine Learning
1 40 (90.91%) Kubernetes
1 40 (90.91%) Data Science
2 39 (88.64%) Python
3 36 (81.82%) SQL
4 34 (77.27%) AWS
5 25 (56.82%) Docker
5 25 (56.82%) MLOps
6 22 (50.00%) GCP
7 21 (47.73%) Web Services
7 21 (47.73%) Artificial Intelligence
8 20 (45.45%) Google
8 20 (45.45%) Data Engineering
9 18 (40.91%) DevOps
10 16 (36.36%) Algorithms
10 16 (36.36%) Use Case
10 16 (36.36%) Finance
11 15 (34.09%) Software Engineering
11 15 (34.09%) Analytics
12 14 (31.82%) TensorFlow
12 14 (31.82%) Git (software)
12 14 (31.82%) Social Skills
13 13 (29.55%) Problem-Solving
13 13 (29.55%) Mathematics
13 13 (29.55%) Telecoms
13 13 (29.55%) E-Commerce
13 13 (29.55%) BigQuery
13 13 (29.55%) Looker
14 12 (27.27%) Relational Database
14 12 (27.27%) Azure

Kubeflow
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 9 (20.45%) Jupyter
2 7 (15.91%) Apache Spark
3 5 (11.36%) Apache
4 4 (9.09%) Tomcat
5 1 (2.27%) Apache Airflow
5 1 (2.27%) Elasticsearch
5 1 (2.27%) Luigi
5 1 (2.27%) Pachyderm
Applications
1 1 (2.27%) Chatbot
Cloud Services
1 34 (77.27%) AWS
2 22 (50.00%) GCP
3 12 (27.27%) Azure
4 7 (15.91%) GitHub
5 6 (13.64%) Serverless
6 3 (6.82%) Amazon EC2
6 3 (6.82%) Amazon S3
7 2 (4.55%) Amazon SageMaker
7 2 (4.55%) Azure Machine Learning
8 1 (2.27%) Amazon EKS
8 1 (2.27%) AWS CloudFormation
8 1 (2.27%) Azure Synapse Analytics
Database & Business Intelligence
1 13 (29.55%) BigQuery
1 13 (29.55%) Looker
2 12 (27.27%) Relational Database
3 10 (22.73%) Metadata
4 9 (20.45%) Big Data
5 8 (18.18%) Blockchain
6 7 (15.91%) Hadoop
7 4 (9.09%) SQL Server
8 3 (6.82%) Amazon RDS
9 1 (2.27%) NoSQL
Development Applications
1 14 (31.82%) Git (software)
2 8 (18.18%) git-flow
3 6 (13.64%) Jenkins
4 3 (6.82%) MLflow
General
1 16 (36.36%) Finance
2 14 (31.82%) Social Skills
3 13 (29.55%) Telecoms
4 10 (22.73%) Presentation Skills
5 8 (18.18%) Games
5 8 (18.18%) Legal
6 7 (15.91%) Publishing
7 2 (4.55%) Retail
8 1 (2.27%) Analytical Skills
8 1 (2.27%) Law
Job Titles
1 17 (38.64%) Machine Learning Engineer
2 11 (25.00%) Data Engineer
3 6 (13.64%) Operations Engineer
4 5 (11.36%) Data Scientist
5 4 (9.09%) Developer
5 4 (9.09%) Lead Developer
5 4 (9.09%) Lead Software Developer
5 4 (9.09%) Software Developer
6 2 (4.55%) Senior Data Scientist
7 1 (2.27%) Azure Engineer
7 1 (2.27%) Data Science Engineer
7 1 (2.27%) DevOps Engineer
7 1 (2.27%) Platform Engineer
7 1 (2.27%) Principal Engineer
7 1 (2.27%) Senior Data Engineer
7 1 (2.27%) Senior Platform Engineer
Libraries, Frameworks & Software Standards
1 21 (47.73%) Web Services
2 14 (31.82%) TensorFlow
3 10 (22.73%) Flask
4 4 (9.09%) AngularJS
4 4 (9.09%) Keras
4 4 (9.09%) PyTorch
4 4 (9.09%) REST
4 4 (9.09%) scikit-learn
4 4 (9.09%) SOAP
4 4 (9.09%) Spring
4 4 (9.09%) Spring Boot
4 4 (9.09%) XML
5 3 (6.82%) NumPy
5 3 (6.82%) Pandas
6 1 (2.27%) Caffe
6 1 (2.27%) OpenCV
6 1 (2.27%) scikit-image
Miscellaneous
1 16 (36.36%) Algorithms
2 9 (20.45%) Social Media
3 6 (13.64%) Cloud Native
3 6 (13.64%) Life Science
Operating Systems
1 10 (22.73%) Linux
Processes & Methodologies
1 40 (90.91%) Data Science
1 40 (90.91%) Machine Learning
2 25 (56.82%) MLOps
3 21 (47.73%) Artificial Intelligence
4 20 (45.45%) Data Engineering
5 18 (40.91%) DevOps
6 16 (36.36%) Use Case
7 15 (34.09%) Analytics
7 15 (34.09%) Software Engineering
8 13 (29.55%) E-Commerce
8 13 (29.55%) Mathematics
8 13 (29.55%) Problem-Solving
9 11 (25.00%) Agile Software Development
9 11 (25.00%) Computer Science
9 11 (25.00%) Microservices
9 11 (25.00%) Test Automation
10 10 (22.73%) Data Pipeline
10 10 (22.73%) Prototyping
10 10 (22.73%) Rapid Prototyping
11 9 (20.45%) GitOps
Programming Languages
1 39 (88.64%) Python
2 36 (81.82%) SQL
3 9 (20.45%) R
4 4 (9.09%) Java
5 1 (2.27%) Bash Shell
5 1 (2.27%) Scala
Qualifications
1 7 (15.91%) PhD
2 6 (13.64%) Computer Science Degree
2 6 (13.64%) Degree
Quality Assurance & Compliance
1 8 (18.18%) Data Quality
1 8 (18.18%) QA
2 6 (13.64%) GxP
System Software
1 25 (56.82%) Docker
2 1 (2.27%) HDFS
Systems Management
1 40 (90.91%) Kubernetes
2 8 (18.18%) Terraform
3 6 (13.64%) Ansible
Vendors
1 20 (45.45%) Google
2 1 (2.27%) Databricks
2 1 (2.27%) Microsoft