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

6 months to
23 Jul 2026
Same period 2025 Same period 2024
Rank 622 590 754
Rank change year-on-year -32 +164 +27
Permanent jobs citing scikit-learn 147 100 92
As % of all permanent jobs in the UK 0.15% 0.20% 0.099%
As % of the Libraries, Frameworks & Software Standards category 1.43% 1.13% 0.51%
Number of salaries quoted 85 47 32
10th Percentile - £51,550 £46,625
25th Percentile £33,750 £62,000 £57,500
Median annual salary (50th Percentile) £37,500 £85,253 £71,250
Median % change year-on-year -56.01% +19.65% +1.79%
75th Percentile £60,000 £97,500 £104,375
90th Percentile £113,750 £113,750 £129,625
UK excluding London median annual salary £37,500 £64,000 £63,750
% change year-on-year -41.41% +0.39% +2.00%

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 10,271 8,848 18,167
As % of all permanent jobs advertised in the UK 10.24% 18.02% 19.62%
Number of salaries quoted 7,657 5,833 13,542
10th Percentile £40,625 £38,750 £36,250
25th Percentile £50,000 £51,250 £46,250
Median annual salary (50th Percentile) £65,000 £67,500 £60,000
Median % change year-on-year -3.70% +12.50% -11.11%
75th Percentile £85,000 £87,500 £80,000
90th Percentile £100,000 £113,750 £102,500
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 23 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 23 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 -39 132 £37,500 -56.01% 96
UK excluding London -51 80 £37,500 -41.41% 80
London -24 53 £107,500 +13.16% 37
North of England -14 36 £37,500 -41.41% 22
Work from Home -26 31 £70,000 +8.53% 15
Midlands -17 20 £37,500 -29.91% 11
North West +6 18 £37,500 -45.45% 13
Yorkshire -24 13 £37,500 -41.41% 6
East Midlands -21 10 £39,250 - 6
West Midlands -23 10 £37,500 -29.91% 5
East of England -13 8 £55,000 - 9
Scotland +18 6 £37,500 -46.43% 1
South West -55 6 £37,500 -25.00% 14
North East -49 5 £37,500 - 5
South East -24 3 £70,000 -33.33% 21
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 (36.73%) Jupyter
2 24 (16.33%) Apache Airflow
2 24 (16.33%) Apache Spark
3 2 (1.36%) Appian
Applications
1 56 (38.10%) Chatbot
2 1 (0.68%) Trello
Business Applications
1 1 (0.68%) NetSuite
Cloud Services
1 120 (81.63%) AWS
2 60 (40.82%) Azure
3 54 (36.73%) Cloud Computing
4 51 (34.69%) GCP
5 32 (21.77%) Power Platform
6 26 (17.69%) Snowflake
7 24 (16.33%) dbt
8 23 (15.65%) Azure Synapse Analytics
9 6 (4.08%) Amazon OpenSearch
10 5 (3.40%) Amazon SageMaker
10 5 (3.40%) AWS Lambda
10 5 (3.40%) Serverless
11 4 (2.72%) Amazon S3
11 4 (2.72%) Anthropic Claude
12 3 (2.04%) Azure Data Factory
12 3 (2.04%) Azure Machine Learning
12 3 (2.04%) SaaS
13 2 (1.36%) Google Gemini
13 2 (1.36%) Power Automate
13 2 (1.36%) Vertex AI
Communications & Networking
1 4 (2.72%) Broadband
Database & Business Intelligence
1 32 (21.77%) Power BI
2 29 (19.73%) Data Warehouse
3 25 (17.01%) Amazon Redshift
3 25 (17.01%) Tableau
4 24 (16.33%) BigQuery
5 23 (15.65%) Data Lake
5 23 (15.65%) Elasticsearch
5 23 (15.65%) Looker
5 23 (15.65%) Snowflake Schema
6 7 (4.76%) Pinecone
7 6 (4.08%) MongoDB
8 4 (2.72%) NoSQL
8 4 (2.72%) PostgreSQL
9 3 (2.04%) Amazon Athena
9 3 (2.04%) Big Data
9 3 (2.04%) MySQL
9 3 (2.04%) SQL Server
10 2 (1.36%) Neo4j
10 2 (1.36%) Redis
10 2 (1.36%) Relational Database
Development Applications
1 54 (36.73%) Visual Studio Code
2 27 (18.37%) MLflow
3 14 (9.52%) Git
4 8 (5.44%) GitLab
5 2 (1.36%) Jenkins
6 1 (0.68%) JIRA
6 1 (0.68%) Yeoman
General
1 88 (59.86%) Finance
2 60 (40.82%) Retail
3 55 (37.41%) Manufacturing
4 41 (27.89%) Analytical Skills
5 12 (8.16%) Banking
5 12 (8.16%) Social Skills
6 6 (4.08%) Pharmaceutical
7 4 (2.72%) Inclusion and Diversity
7 4 (2.72%) Law
7 4 (2.72%) Marketing
7 4 (2.72%) Retail Banking
8 1 (0.68%) Influencing Skills
8 1 (0.68%) Publishing
Job Titles
1 51 (34.69%) Artificial Intelligence Programmer
1 51 (34.69%) Programmer
1 51 (34.69%) Trainee
1 51 (34.69%) Trainee Programmer
2 34 (23.13%) Senior
3 27 (18.37%) Data Scientist
4 23 (15.65%) Senior Systems Engineer
4 23 (15.65%) Systems Engineer
5 16 (10.88%) Senior Data Scientist
6 13 (8.84%) Lead
7 11 (7.48%) Developer
7 11 (7.48%) Software Engineer
8 10 (6.80%) Lead Data Scientist
8 10 (6.80%) Machine Learning Engineer
9 8 (5.44%) Machine Learning Scientist
10 7 (4.76%) Artificial Intelligence Engineer
11 4 (2.72%) Consultant
11 4 (2.72%) Data Consultant
11 4 (2.72%) Data Science Consultant
11 4 (2.72%) Software Developer
Libraries, Frameworks & Software Standards
1 86 (58.50%) Pandas
2 77 (52.38%) NumPy
3 74 (50.34%) PyTorch
4 59 (40.14%) Hugging Face
4 59 (40.14%) TensorFlow
5 57 (38.78%) Matplotlib
6 54 (36.73%) Streamlit
7 38 (25.85%) LangChain
8 31 (21.09%) Kafka
9 25 (17.01%) LlamaIndex
9 25 (17.01%) pgvector
10 12 (8.16%) XGBoost
11 11 (7.48%) LangGraph
11 11 (7.48%) REST
12 8 (5.44%) RabbitMQ
13 7 (4.76%) FastAPI
13 7 (4.76%) Flask
14 6 (4.08%) AngularJS
14 6 (4.08%) OpenTelemetry
15 4 (2.72%) Keras
Miscellaneous
1 58 (39.46%) Algorithms
2 37 (25.17%) Cloud Native
3 24 (16.33%) Clustering
4 23 (15.65%) Public Cloud
5 10 (6.80%) Product Ownership
6 8 (5.44%) Distributed Systems
7 5 (3.40%) Credit Risk
8 3 (2.04%) AI Agents
8 3 (2.04%) Data Structures
8 3 (2.04%) Legacy Systems
9 2 (1.36%) Enterprise Software
9 2 (1.36%) Low-Code
10 1 (0.68%) Acoustics
10 1 (0.68%) Autonomous Agent
10 1 (0.68%) Life Science
10 1 (0.68%) Mobile Banking
10 1 (0.68%) Social Media
Operating Systems
1 1 (0.68%) Linux
Processes & Methodologies
1 140 (95.24%) Machine Learning
2 129 (87.76%) AI
3 98 (66.67%) Retrieval-Augmented Generation
4 86 (58.50%) Prompt Engineering
5 78 (53.06%) Data Science
5 78 (53.06%) LLM
6 68 (46.26%) Visualisation
7 60 (40.82%) Conversational UI
8 57 (38.78%) Neural Network
8 57 (38.78%) OO
8 57 (38.78%) Workflow
9 56 (38.10%) Data Privacy
10 55 (37.41%) Artificial Intelligence Engineering
10 55 (37.41%) Customer Service
10 55 (37.41%) OOP
11 54 (36.73%) Sentiment Analysis
12 51 (34.69%) Generative AI
13 49 (33.33%) Analytics
14 42 (28.57%) Data Pipeline
15 39 (26.53%) Data Engineering
Programming Languages
1 144 (97.96%) Python
2 54 (36.73%) SQL
3 7 (4.76%) JavaScript
4 4 (2.72%) R
5 3 (2.04%) C++
5 3 (2.04%) Java
6 1 (0.68%) Bash
6 1 (0.68%) C
6 1 (0.68%) Data Analysis Expressions
6 1 (0.68%) T-SQL
Qualifications
1 54 (36.73%) AWS Certification
1 54 (36.73%) AWS Certified Cloud Practitioner
2 18 (12.24%) Degree
3 13 (8.84%) Security Cleared
4 9 (6.12%) PhD
5 6 (4.08%) DBS Check
5 6 (4.08%) Master's Degree
6 2 (1.36%) Computer Science Degree
7 1 (0.68%) DV Cleared
7 1 (0.68%) SC Cleared
Quality Assurance & Compliance
1 27 (18.37%) GDPR
2 23 (15.65%) California Consumer Privacy Act
3 8 (5.44%) Data Quality
4 4 (2.72%) EU AI Act
System Software
1 17 (11.56%) Docker
Systems Management
1 16 (10.88%) Kubernetes
2 8 (5.44%) Terraform
3 6 (4.08%) Ansible
3 6 (4.08%) Grafana
3 6 (4.08%) Prometheus
4 2 (1.36%) Argo
Vendors
1 56 (38.10%) Microsoft
2 31 (21.09%) Databricks
3 23 (15.65%) Cloudera
3 23 (15.65%) Dell
4 12 (8.16%) Google
5 10 (6.80%) OpenAI
6 2 (1.36%) Automation Anywhere
6 2 (1.36%) UiPath
7 1 (0.68%) Cognizant