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 12 July 2026, with comparisons to the same periods in the previous two years.

6 months to
12 Jul 2026
Same period 2025 Same period 2024
Rank 617 586 790
Rank change year-on-year -31 +204 -8
Permanent jobs citing scikit-learn 144 98 94
As % of all permanent jobs in the UK 0.15% 0.20% 0.093%
As % of the Libraries, Frameworks & Software Standards category 1.41% 1.09% 0.47%
Number of salaries quoted 84 45 33
10th Percentile - £52,050 £45,250
25th Percentile £33,750 £62,000 £57,500
Median annual salary (50th Percentile) £37,500 £85,253 £70,000
Median % change year-on-year -56.01% +21.79% -6.67%
75th Percentile £58,125 £102,500 £102,500
90th Percentile £113,750 £119,000 £129,250
UK excluding London median annual salary £37,500 £64,500 £62,500
% change year-on-year -41.86% +3.20% -

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 10,207 8,988 20,179
As % of all permanent jobs advertised in the UK 10.34% 18.26% 19.94%
Number of salaries quoted 7,641 5,944 15,215
10th Percentile £41,250 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £67,500 £60,000
Median % change year-on-year -3.70% +12.50% -9.60%
75th Percentile £85,000 £87,500 £80,000
90th Percentile £100,000 £112,500 £100,000
UK excluding London median annual salary £60,000 £60,000 £55,000
% change year-on-year - +9.09% -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 12 July 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 12 July 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 -21 128 £37,500 -56.59% 120
UK excluding London -47 80 £37,500 -41.86% 89
London -7 49 £86,250 -9.21% 52
North of England +1 36 £37,500 -41.41% 21
Work from Home -18 29 £70,000 +8.53% 17
Midlands -17 20 £37,500 -29.91% 12
North West -4 18 £37,500 -45.45% 8
Yorkshire -24 13 £37,500 -41.41% 8
West Midlands -10 10 £37,500 -29.91% 5
East Midlands -22 10 £39,250 - 7
East of England -22 8 £55,000 - 10
Scotland +8 6 £37,500 -46.43% 3
South West -55 6 £37,500 -25.00% 14
North East -51 5 £37,500 - 7
South East -31 3 £70,000 -36.36% 29
Northern Ireland - 1 - - 2

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 54 (37.50%) Jupyter
2 24 (16.67%) Apache Airflow
2 24 (16.67%) Apache Spark
3 3 (2.08%) Appian
Applications
1 56 (38.89%) Chatbot
2 1 (0.69%) Trello
Business Applications
1 1 (0.69%) NetSuite
Cloud Services
1 116 (80.56%) AWS
2 60 (41.67%) Azure
3 54 (37.50%) Cloud Computing
4 50 (34.72%) GCP
5 32 (22.22%) Power Platform
6 26 (18.06%) Snowflake
7 24 (16.67%) dbt
8 23 (15.97%) Azure Synapse Analytics
9 7 (4.86%) Amazon OpenSearch
10 5 (3.47%) Amazon SageMaker
10 5 (3.47%) Anthropic Claude
11 4 (2.78%) AWS Lambda
11 4 (2.78%) Azure Data Factory
11 4 (2.78%) Serverless
12 3 (2.08%) Amazon S3
12 3 (2.08%) Azure AI
12 3 (2.08%) Azure Machine Learning
12 3 (2.08%) Power Automate
12 3 (2.08%) SaaS
13 2 (1.39%) Google Gemini
Communications & Networking
1 4 (2.78%) Broadband
Database & Business Intelligence
1 32 (22.22%) Power BI
2 28 (19.44%) Data Warehouse
3 25 (17.36%) Amazon Redshift
3 25 (17.36%) Tableau
4 24 (16.67%) BigQuery
5 23 (15.97%) Data Lake
5 23 (15.97%) Elasticsearch
5 23 (15.97%) Looker
5 23 (15.97%) Snowflake Schema
6 8 (5.56%) Pinecone
7 6 (4.17%) MongoDB
8 4 (2.78%) NoSQL
8 4 (2.78%) PostgreSQL
8 4 (2.78%) SQL Server
9 3 (2.08%) Amazon Athena
9 3 (2.08%) Big Data
9 3 (2.08%) MySQL
10 2 (1.39%) Neo4j
10 2 (1.39%) Redis
10 2 (1.39%) Relational Database
Development Applications
1 54 (37.50%) Visual Studio Code
2 28 (19.44%) MLflow
3 13 (9.03%) Git
4 9 (6.25%) GitLab
5 2 (1.39%) Jenkins
6 1 (0.69%) JIRA
6 1 (0.69%) Yeoman
General
1 85 (59.03%) Finance
2 60 (41.67%) Retail
3 55 (38.19%) Manufacturing
4 41 (28.47%) Analytical Skills
5 11 (7.64%) Social Skills
6 9 (6.25%) Banking
7 6 (4.17%) Pharmaceutical
8 3 (2.08%) Retail Banking
9 1 (0.69%) Inclusion and Diversity
9 1 (0.69%) Influencing Skills
9 1 (0.69%) Law
9 1 (0.69%) Marketing
9 1 (0.69%) Publishing
Job Titles
1 51 (35.42%) Artificial Intelligence Programmer
1 51 (35.42%) Programmer
1 51 (35.42%) Trainee
1 51 (35.42%) Trainee Programmer
2 34 (23.61%) Senior
3 26 (18.06%) Data Scientist
4 23 (15.97%) Senior Systems Engineer
4 23 (15.97%) Systems Engineer
5 15 (10.42%) Senior Data Scientist
6 12 (8.33%) Developer
7 11 (7.64%) Lead
8 9 (6.25%) Lead Data Scientist
8 9 (6.25%) Machine Learning Engineer
9 8 (5.56%) Artificial Intelligence Engineer
9 8 (5.56%) Software Engineer
10 7 (4.86%) Machine Learning Scientist
11 5 (3.47%) Software Developer
12 4 (2.78%) Consultant
12 4 (2.78%) Data Consultant
12 4 (2.78%) Security Consultant
Libraries, Frameworks & Software Standards
1 86 (59.72%) Pandas
2 77 (53.47%) NumPy
3 72 (50.00%) PyTorch
4 60 (41.67%) Hugging Face
5 57 (39.58%) Matplotlib
6 56 (38.89%) TensorFlow
7 54 (37.50%) Streamlit
8 37 (25.69%) LangChain
9 32 (22.22%) Kafka
10 25 (17.36%) LlamaIndex
10 25 (17.36%) pgvector
11 13 (9.03%) REST
12 11 (7.64%) XGBoost
13 10 (6.94%) LangGraph
14 9 (6.25%) RabbitMQ
15 8 (5.56%) FastAPI
15 8 (5.56%) Flask
16 7 (4.86%) AngularJS
16 7 (4.86%) OpenTelemetry
17 5 (3.47%) RESTful
Miscellaneous
1 58 (40.28%) Algorithms
2 35 (24.31%) Cloud Native
3 24 (16.67%) Clustering
4 23 (15.97%) Public Cloud
5 9 (6.25%) Distributed Systems
5 9 (6.25%) Product Ownership
6 4 (2.78%) Credit Risk
6 4 (2.78%) Legacy Systems
7 3 (2.08%) AI Agents
7 3 (2.08%) Data Structures
7 3 (2.08%) Low-Code
8 2 (1.39%) Enterprise Software
9 1 (0.69%) Acoustics
9 1 (0.69%) Autonomous Agent
9 1 (0.69%) Life Science
9 1 (0.69%) Social Media
Operating Systems
1 1 (0.69%) Linux
Processes & Methodologies
1 138 (95.83%) Machine Learning
2 127 (88.19%) AI
3 98 (68.06%) Retrieval-Augmented Generation
4 84 (58.33%) Prompt Engineering
5 76 (52.78%) Data Science
5 76 (52.78%) LLM
6 68 (47.22%) Visualisation
7 60 (41.67%) Conversational UI
8 58 (40.28%) OO
8 58 (40.28%) Workflow
9 56 (38.89%) Data Privacy
9 56 (38.89%) Neural Network
10 55 (38.19%) Artificial Intelligence Engineering
10 55 (38.19%) Customer Service
10 55 (38.19%) OOP
11 54 (37.50%) Sentiment Analysis
12 49 (34.03%) Generative AI
13 48 (33.33%) Analytics
14 41 (28.47%) Data Pipeline
15 40 (27.78%) Data Engineering
Programming Languages
1 141 (97.92%) Python
2 53 (36.81%) SQL
3 8 (5.56%) JavaScript
4 4 (2.78%) R
5 3 (2.08%) C++
5 3 (2.08%) Java
6 1 (0.69%) Bash
6 1 (0.69%) C
6 1 (0.69%) Data Analysis Expressions
6 1 (0.69%) T-SQL
Qualifications
1 54 (37.50%) AWS Certification
1 54 (37.50%) AWS Certified Cloud Practitioner
2 16 (11.11%) Degree
3 14 (9.72%) Security Cleared
4 7 (4.86%) PhD
5 6 (4.17%) DBS Check
5 6 (4.17%) Master's Degree
6 1 (0.69%) DV Cleared
6 1 (0.69%) SC Cleared
Quality Assurance & Compliance
1 26 (18.06%) GDPR
2 23 (15.97%) California Consumer Privacy Act
3 8 (5.56%) Data Quality
4 3 (2.08%) EU AI Act
System Software
1 19 (13.19%) Docker
Systems Management
1 18 (12.50%) Kubernetes
2 9 (6.25%) Terraform
3 7 (4.86%) Ansible
3 7 (4.86%) Grafana
3 7 (4.86%) Prometheus
4 2 (1.39%) Argo
Vendors
1 56 (38.89%) Microsoft
2 31 (21.53%) Databricks
3 23 (15.97%) Cloudera
3 23 (15.97%) Dell
4 12 (8.33%) Google
5 9 (6.25%) OpenAI
6 3 (2.08%) Automation Anywhere
6 3 (2.08%) UiPath
7 1 (0.69%) Cognizant