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

6 months to
12 Jun 2026
Same period 2025 Same period 2024
Rank 598 590 819
Rank change year-on-year -8 +229 +20
Permanent jobs citing scikit-learn 141 69 93
As % of all permanent jobs in the UK 0.15% 0.16% 0.087%
As % of the Libraries, Frameworks & Software Standards category 1.49% 0.79% 0.44%
Number of salaries quoted 72 34 29
10th Percentile - £62,000 £32,500
25th Percentile £33,750 £71,250 £55,000
Median annual salary (50th Percentile) £37,500 £86,376 £65,000
Median % change year-on-year -56.59% +32.89% -13.33%
75th Percentile £43,000 £109,688 £86,250
90th Percentile £75,000 £130,500 £111,000
UK excluding London median annual salary £37,500 £76,250 £65,000
% change year-on-year -50.82% +17.31% +4.00%

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 9,475 8,737 21,332
As % of all permanent jobs advertised in the UK 10.23% 19.74% 19.95%
Number of salaries quoted 7,044 5,718 16,250
10th Percentile £40,000 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £66,253 £60,000
Median % change year-on-year -1.89% +10.42% -11.11%
75th Percentile £85,000 £87,500 £78,750
90th Percentile £100,000 £112,150 £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 June 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 June 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 +7 125 £37,500 -57.14% 93
UK excluding London -20 78 £37,500 -50.82% 75
London -4 51 £58,250 -38.68% 35
North of England -9 35 £37,500 -50.82% 18
Work from Home -14 22 £70,000 +3.70% 24
North West +24 17 £37,500 -54.61% 10
Midlands -5 17 £37,500 -29.91% 13
Yorkshire -29 13 £37,500 -41.41% 5
West Midlands -16 9 £37,500 -29.91% 5
East of England -19 9 - - 6
East Midlands - 8 £48,750 - 8
Scotland +9 6 £37,500 -46.43% 1
South West -58 6 £37,500 -25.00% 11
North East - 5 £37,500 - 3
South East -26 4 £70,000 -36.36% 23
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 (38.30%) Jupyter
2 27 (19.15%) Apache Spark
3 23 (16.31%) Apache Airflow
4 8 (5.67%) Appian
Applications
1 56 (39.72%) Chatbot
2 1 (0.71%) Trello
Cloud Services
1 112 (79.43%) AWS
2 65 (46.10%) Azure
3 54 (38.30%) Cloud Computing
4 46 (32.62%) GCP
5 29 (20.57%) Power Platform
6 25 (17.73%) Snowflake
7 23 (16.31%) Azure Synapse Analytics
7 23 (16.31%) dbt
8 11 (7.80%) Azure AI
9 10 (7.09%) Anthropic Claude
10 9 (6.38%) Azure Data Factory
11 8 (5.67%) Power Automate
12 7 (4.96%) Amazon OpenSearch
13 5 (3.55%) Azure Machine Learning
14 4 (2.84%) Amazon SageMaker
14 4 (2.84%) AWS Lambda
14 4 (2.84%) Serverless
15 3 (2.13%) Amazon S3
15 3 (2.13%) Azure DevOps
15 3 (2.13%) SaaS
Communications & Networking
1 4 (2.84%) Broadband
Database & Business Intelligence
1 29 (20.57%) Power BI
2 27 (19.15%) Data Warehouse
3 26 (18.44%) Tableau
4 25 (17.73%) Amazon Redshift
5 23 (16.31%) BigQuery
5 23 (16.31%) Data Lake
5 23 (16.31%) Elasticsearch
5 23 (16.31%) Looker
5 23 (16.31%) Snowflake Schema
6 13 (9.22%) Pinecone
7 8 (5.67%) SQL Server
8 6 (4.26%) Big Data
8 6 (4.26%) MongoDB
9 4 (2.84%) NoSQL
9 4 (2.84%) PostgreSQL
10 3 (2.13%) Amazon Athena
10 3 (2.13%) Hadoop
10 3 (2.13%) MySQL
11 2 (1.42%) Neo4j
11 2 (1.42%) Redis
Development Applications
1 54 (38.30%) Visual Studio Code
2 37 (26.24%) MLflow
3 9 (6.38%) GitLab
4 8 (5.67%) Git
5 2 (1.42%) Jenkins
6 1 (0.71%) JIRA
General
1 82 (58.16%) Finance
2 60 (42.55%) Retail
3 55 (39.01%) Manufacturing
4 41 (29.08%) Analytical Skills
5 15 (10.64%) Social Skills
6 6 (4.26%) Pharmaceutical
7 4 (2.84%) Banking
7 4 (2.84%) Inclusion and Diversity
8 1 (0.71%) Law
8 1 (0.71%) Marketing
8 1 (0.71%) Publishing
Job Titles
1 51 (36.17%) Artificial Intelligence Programmer
1 51 (36.17%) Programmer
1 51 (36.17%) Trainee
1 51 (36.17%) Trainee Programmer
2 36 (25.53%) Senior
3 23 (16.31%) Senior Systems Engineer
3 23 (16.31%) Systems Engineer
4 20 (14.18%) Data Scientist
5 15 (10.64%) Developer
6 12 (8.51%) Artificial Intelligence Engineer
7 11 (7.80%) Senior Data Scientist
8 8 (5.67%) Automation Engineer
9 7 (4.96%) Lead
9 7 (4.96%) Machine Learning Engineer
9 7 (4.96%) Machine Learning Scientist
10 6 (4.26%) Artificial Intelligence Developer
10 6 (4.26%) Software Engineer
11 5 (3.55%) Lead Data Scientist
11 5 (3.55%) Software Developer
12 4 (2.84%) Consultant
Libraries, Frameworks & Software Standards
1 89 (63.12%) Pandas
2 79 (56.03%) NumPy
3 76 (53.90%) PyTorch
4 65 (46.10%) Hugging Face
5 60 (42.55%) TensorFlow
6 58 (41.13%) Matplotlib
7 54 (38.30%) Streamlit
8 37 (26.24%) LangChain
9 32 (22.70%) Kafka
10 25 (17.73%) LlamaIndex
10 25 (17.73%) pgvector
11 18 (12.77%) REST
12 13 (9.22%) FastAPI
12 13 (9.22%) Flask
13 11 (7.80%) XGBoost
14 10 (7.09%) Faiss
14 10 (7.09%) RESTful
15 9 (6.38%) Django
15 9 (6.38%) pytest
15 9 (6.38%) RabbitMQ
Miscellaneous
1 61 (43.26%) Algorithms
2 33 (23.40%) Cloud Native
3 24 (17.02%) Clustering
4 23 (16.31%) Public Cloud
5 9 (6.38%) Distributed Systems
6 8 (5.67%) Legacy Systems
6 8 (5.67%) Low-Code
7 7 (4.96%) Product Ownership
8 5 (3.55%) Enterprise Software
9 3 (2.13%) AI Agents
9 3 (2.13%) Data Structures
10 2 (1.42%) Life Science
11 1 (0.71%) Acoustics
11 1 (0.71%) Autonomous Agent
11 1 (0.71%) Social Media
Operating Systems
1 1 (0.71%) Linux
Processes & Methodologies
1 138 (97.87%) Machine Learning
2 125 (88.65%) AI
3 100 (70.92%) Retrieval-Augmented Generation
4 92 (65.25%) Prompt Engineering
5 86 (60.99%) LLM
6 69 (48.94%) Data Science
7 66 (46.81%) Visualisation
8 64 (45.39%) Workflow
9 63 (44.68%) OO
10 60 (42.55%) Conversational UI
11 57 (40.43%) Neural Network
12 55 (39.01%) Artificial Intelligence Engineering
12 55 (39.01%) OOP
13 54 (38.30%) Customer Service
13 54 (38.30%) Data Privacy
13 54 (38.30%) Sentiment Analysis
14 53 (37.59%) Generative AI
15 41 (29.08%) Analytics
16 40 (28.37%) Data Engineering
16 40 (28.37%) Data Pipeline
Programming Languages
1 139 (98.58%) Python
2 54 (38.30%) SQL
3 11 (7.80%) JavaScript
4 9 (6.38%) R
5 3 (2.13%) C++
5 3 (2.13%) Java
5 3 (2.13%) PowerShell
6 1 (0.71%) Bash
6 1 (0.71%) C
Qualifications
1 54 (38.30%) AWS Certification
1 54 (38.30%) AWS Certified Cloud Practitioner
2 18 (12.77%) Degree
3 9 (6.38%) Security Cleared
4 7 (4.96%) PhD
5 6 (4.26%) DBS Check
5 6 (4.26%) Master's Degree
6 3 (2.13%) Microsoft Certification
7 1 (0.71%) DV Cleared
Quality Assurance & Compliance
1 23 (16.31%) California Consumer Privacy Act
1 23 (16.31%) GDPR
2 13 (9.22%) Data Quality
System Software
1 26 (18.44%) Docker
Systems Management
1 25 (17.73%) Kubernetes
2 8 (5.67%) Terraform
3 7 (4.96%) Ansible
3 7 (4.96%) Grafana
3 7 (4.96%) Prometheus
4 2 (1.42%) Argo
Vendors
1 59 (41.84%) Microsoft
2 33 (23.40%) Databricks
3 23 (16.31%) Cloudera
3 23 (16.31%) Dell
4 17 (12.06%) OpenAI
5 11 (7.80%) Google
6 8 (5.67%) Automation Anywhere
6 8 (5.67%) UiPath
7 3 (2.13%) CrowdStrike
7 3 (2.13%) Fortinet
7 3 (2.13%) Foundry
7 3 (2.13%) Palo Alto
8 1 (0.71%) Cognizant