scikit-learn
UK

The table below provides summary statistics and salary benchmarking for jobs requiring scikit-learn skills. It covers permanent job vacancies from the 6 months leading up to 13 August 2026, with comparisons to the same periods in the previous two years.

6 months to
13 Aug 2026
Same period 2025 Same period 2024
Rank 648 592 723
Rank change year-on-year -56 +131 +22
Permanent jobs citing scikit-learn 142 106 93
As % of all permanent jobs in the UK 0.13% 0.21% 0.11%
As % of the Libraries, Frameworks & Software Standards category 1.33% 1.25% 0.58%
Number of salaries quoted 61 47 34
10th Percentile - £44,500 £52,250
25th Percentile £33,750 £54,375 £59,375
Median annual salary (50th Percentile) £43,500 £85,000 £75,000
Median % change year-on-year -48.82% +13.33% +7.14%
75th Percentile £77,500 £100,000 £109,375
90th Percentile £113,750 £118,500 £130,000
UK excluding London median annual salary £37,500 £54,250 £67,500
% change year-on-year -30.88% -19.63% +8.00%

All Software Libraries and Frameworks
UK

scikit-learn falls under the Software Libraries and Frameworks category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring technical specification, industry standards, software libraries and framework skills.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 10,659 8,491 16,140
As % of all permanent jobs advertised in the UK 10.03% 17.00% 19.34%
Number of salaries quoted 7,789 5,522 11,476
10th Percentile £41,200 £37,500 £37,500
25th Percentile £50,000 £50,000 £46,302
Median annual salary (50th Percentile) £65,000 £67,500 £62,500
Median % change year-on-year -3.70% +8.00% -7.41%
75th Percentile £85,000 £87,500 £81,250
90th Percentile £100,000 £112,500 £107,500
UK excluding London median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -4.35%

scikit-learn
Job Vacancy Trend

Historical trend showing the proportion of permanent IT job postings citing scikit-learn relative to all permanent IT jobs advertised.

scikit-learn job vacancy trend in the UK

scikit-learn
Salary Trend

Salary distribution trend for jobs in the UK citing scikit-learn.

Salary distribution trend for jobs in the UK citing scikit-learn

scikit-learn
Salary Histogram

Salary distribution for jobs citing scikit-learn over the 6 months to 13 August 2026.

Salary histogram for scikit-learn in the UK

scikit-learn
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing scikit-learn within the UK over the 6 months to 13 August 2026. 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 -60 130 £48,500 -42.94% 155
London -34 71 £107,500 +13.16% 75
UK excluding London -97 56 £37,500 -30.88% 100
Work from Home -27 33 £88,750 +38.67% 35
North of England -39 20 £37,500 -36.97% 26
Midlands -28 17 £37,500 -29.91% 14
North West +1 10 £60,000 - 15
East Midlands -22 10 £39,250 - 7
Yorkshire -21 8 £37,500 -36.97% 5
East of England -29 8 £55,000 +29.41% 14
West Midlands -23 7 £37,500 -29.91% 7
South East -21 5 £70,000 -8.20% 25
Scotland +10 2 £37,500 - 2
North East -55 2 £37,500 - 7
South West -58 2 £37,500 -18.92% 16
Northern Ireland - 2 - - 4

scikit-learn
Co-Occurring Skills & Capabilities by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 26 (18.31%) Apache Airflow
1 26 (18.31%) Jupyter
2 25 (17.61%) Apache Spark
Applications
1 28 (19.72%) Chatbot
2 1 (0.70%) Trello
Business Applications
1 1 (0.70%) NetSuite
Cloud Services
1 110 (77.46%) AWS
2 66 (46.48%) Azure
3 56 (39.44%) GCP
4 34 (23.94%) Power Platform
5 29 (20.42%) Snowflake
6 26 (18.31%) Cloud Computing
6 26 (18.31%) dbt
7 23 (16.20%) Azure Synapse Analytics
8 13 (9.15%) Amazon S3
8 13 (9.15%) AWS Lambda
8 13 (9.15%) Serverless
9 6 (4.23%) Azure Machine Learning
10 5 (3.52%) Amazon OpenSearch
10 5 (3.52%) Amazon SageMaker
10 5 (3.52%) SaaS
11 4 (2.82%) Anthropic Claude
11 4 (2.82%) Azure AI
11 4 (2.82%) Google Gemini
12 3 (2.11%) Amazon Bedrock
12 3 (2.11%) GitHub
Communications & Networking
1 4 (2.82%) Broadband
Database & Business Intelligence
1 34 (23.94%) Power BI
2 30 (21.13%) Data Warehouse
3 27 (19.01%) Tableau
4 24 (16.90%) Amazon Redshift
4 24 (16.90%) BigQuery
5 23 (16.20%) Data Lake
5 23 (16.20%) Elasticsearch
5 23 (16.20%) Looker
5 23 (16.20%) Snowflake Schema
6 6 (4.23%) Big Data
6 6 (4.23%) MongoDB
7 5 (3.52%) Pinecone
8 4 (2.82%) PostgreSQL
9 3 (2.11%) Amazon Athena
9 3 (2.11%) MySQL
9 3 (2.11%) NoSQL
10 2 (1.41%) Geospatial Data
10 2 (1.41%) Neo4j
10 2 (1.41%) Redis
10 2 (1.41%) Relational Database
Development Applications
1 26 (18.31%) Visual Studio Code
2 25 (17.61%) MLflow
3 19 (13.38%) Git
4 7 (4.93%) GitLab
5 2 (1.41%) Jenkins
6 1 (0.70%) JIRA
6 1 (0.70%) NUnit
6 1 (0.70%) Yeoman
General
1 75 (52.82%) Finance
2 48 (33.80%) Analytical Skills
3 32 (22.54%) Retail
4 27 (19.01%) Manufacturing
5 23 (16.20%) Banking
5 23 (16.20%) Inclusion and Diversity
6 20 (14.08%) Social Skills
7 19 (13.38%) Law
8 18 (12.68%) Marketing
9 6 (4.23%) Pharmaceutical
10 5 (3.52%) Retail Banking
11 4 (2.82%) Legal
11 4 (2.82%) Public Sector
12 3 (2.11%) Publishing
13 1 (0.70%) Financial Institution
13 1 (0.70%) Influencing Skills
13 1 (0.70%) Investment Banking
Job Titles
1 38 (26.76%) Senior
2 33 (23.24%) Data Scientist
3 29 (20.42%) Lead
4 23 (16.20%) Artificial Intelligence Programmer
4 23 (16.20%) Programmer
4 23 (16.20%) Senior Systems Engineer
4 23 (16.20%) Systems Engineer
4 23 (16.20%) Trainee
4 23 (16.20%) Trainee Programmer
5 21 (14.79%) Machine Learning Scientist
6 20 (14.08%) Senior Data Scientist
7 12 (8.45%) Lead Data Scientist
7 12 (8.45%) Software Engineer
8 11 (7.75%) Developer
9 10 (7.04%) Machine Learning Engineer
10 7 (4.93%) Artificial Intelligence Engineer
11 6 (4.23%) Consultant
12 4 (2.82%) Artificial Intelligence Developer
12 4 (2.82%) Data Engineer
12 4 (2.82%) Security Consultant
Libraries, Frameworks & Software Standards
1 93 (65.49%) PyTorch
2 78 (54.93%) TensorFlow
3 66 (46.48%) Pandas
4 54 (38.03%) NumPy
5 42 (29.58%) LangChain
6 30 (21.13%) Kafka
6 30 (21.13%) Streamlit
7 29 (20.42%) Hugging Face
7 29 (20.42%) Matplotlib
8 28 (19.72%) LlamaIndex
9 25 (17.61%) pgvector
10 15 (10.56%) XGBoost
11 11 (7.75%) LangGraph
12 9 (6.34%) Flask
12 9 (6.34%) REST
13 7 (4.93%) FastAPI
13 7 (4.93%) RabbitMQ
14 5 (3.52%) AngularJS
14 5 (3.52%) OpenTelemetry
15 4 (2.82%) Keras
Miscellaneous
1 54 (38.03%) Cloud Native
2 31 (21.83%) Algorithms
3 24 (16.90%) Clustering
4 23 (16.20%) Public Cloud
5 11 (7.75%) Product Ownership
6 10 (7.04%) Mobile Banking
7 8 (5.63%) AI Agents
8 7 (4.93%) Distributed Systems
9 6 (4.23%) Credit Risk
10 4 (2.82%) Blog
11 3 (2.11%) Data Structures
11 3 (2.11%) Enterprise Software
11 3 (2.11%) Hackathon
12 1 (0.70%) Acoustics
12 1 (0.70%) Legacy Systems
12 1 (0.70%) Life Science
12 1 (0.70%) Social Media
Operating Systems
1 1 (0.70%) Linux
Processes & Methodologies
1 134 (94.37%) Machine Learning
2 116 (81.69%) AI
3 95 (66.90%) Data Science
4 77 (54.23%) Retrieval-Augmented Generation
5 72 (50.70%) LLM
5 72 (50.70%) Prompt Engineering
6 62 (43.66%) Analytics
7 61 (42.96%) Generative AI
8 44 (30.99%) Data Engineering
9 43 (30.28%) Data Pipeline
10 42 (29.58%) Use Case
11 41 (28.87%) Feature Engineering
11 41 (28.87%) Visualisation
12 39 (27.46%) CI/CD
12 39 (27.46%) Predictive Modelling
13 38 (26.76%) MLOps
13 38 (26.76%) Neural Network
14 37 (26.06%) Statistics
15 35 (24.65%) Decision-Making
16 33 (23.24%) Software Engineering
Programming Languages
1 135 (95.07%) Python
2 65 (45.77%) SQL
3 6 (4.23%) JavaScript
4 4 (2.82%) Java
5 3 (2.11%) C++
5 3 (2.11%) R
6 1 (0.70%) Bash
6 1 (0.70%) C
6 1 (0.70%) C#
6 1 (0.70%) Data Analysis Expressions
6 1 (0.70%) Scala
6 1 (0.70%) T-SQL
Qualifications
1 32 (22.54%) Degree
2 26 (18.31%) AWS Certification
2 26 (18.31%) AWS Certified Cloud Practitioner
3 16 (11.27%) PhD
3 16 (11.27%) Security Cleared
4 10 (7.04%) Master's Degree
5 6 (4.23%) Computer Science Degree
5 6 (4.23%) DBS Check
6 3 (2.11%) SC Cleared
7 2 (1.41%) DV Cleared
8 1 (0.70%) Azure Certification
Quality Assurance & Compliance
1 28 (19.72%) GDPR
2 23 (16.20%) California Consumer Privacy Act
3 8 (5.63%) Data Quality
4 5 (3.52%) EU AI Act
5 2 (1.41%) Accessibility
5 2 (1.41%) ISO/IEC 42001
System Software
1 15 (10.56%) Docker
Systems Management
1 14 (9.86%) Kubernetes
2 7 (4.93%) Terraform
3 5 (3.52%) Ansible
3 5 (3.52%) Grafana
3 5 (3.52%) Prometheus
4 2 (1.41%) Argo
Vendors
1 34 (23.94%) Databricks
2 33 (23.24%) Microsoft
3 23 (16.20%) Cloudera
3 23 (16.20%) Dell
4 13 (9.15%) OpenAI
5 12 (8.45%) Google
6 2 (1.41%) Foundry
6 2 (1.41%) Workday
7 1 (0.70%) Cognizant