Hybrid/Remote scikit-learn Job Trends

scikit-learn
UK > Work from Home

The table below provides summary statistics and salary benchmarking for remote or hybrid work requiring scikit-learn skills. It covers permanent job vacancies from the 6 months leading up to 14 November 2025, with comparisons to the same periods in the previous two years.

6 months to
14 Nov 2025
Same period 2024 Same period 2023
Rank 374 440 454
Rank change year-on-year +66 +14 +200
Permanent jobs citing scikit-learn 21 28 34
As % of all permanent jobs with remote/hybrid work options 0.13% 0.14% 0.16%
As % of the Libraries, Frameworks & Software Standards category 0.74% 0.47% 0.49%
Number of salaries quoted 21 15 18
10th Percentile £38,750 £49,000 £57,500
25th Percentile £50,000 £63,125 £59,063
Median annual salary (50th Percentile) £60,000 £85,000 £67,500
Median % change year-on-year -29.41% +25.93% -15.63%
75th Percentile £78,750 £94,351 £80,000
90th Percentile £97,500 £103,500 £101,185
UK median annual salary £70,000 £80,000 £70,000
% change year-on-year -12.50% +14.29% -8.67%

All Software Libraries and Frameworks
Work from Home

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 with remote or hybrid options 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 2,823 5,904 6,924
As % of all permanent jobs with a WFH option 17.95% 29.66% 31.85%
Number of salaries quoted 2,283 3,851 5,816
10th Percentile £38,750 £40,000 £42,125
25th Percentile £50,000 £50,000 £51,250
Median annual salary (50th Percentile) £67,500 £67,500 £65,000
Median % change year-on-year - +3.85% -
75th Percentile £86,250 £86,250 £85,000
90th Percentile £118,750 £115,000 £102,500
UK median annual salary £67,500 £65,000 £65,351
% change year-on-year +3.85% -0.54% +0.54%

scikit-learn
Job Vacancy Trend for Remote/Hybrid Jobs

Historical trend showing the proportion of permanent IT job postings citing scikit-learn and offering remote or hybrid work options relative to all permanent IT jobs advertised.

scikit-learn job vacancy trend for remote/hybrid jobs

scikit-learn
Salary Trend for Remote/Hybrid Jobs

Salary distribution trend for jobs with remote/hybrid work options citing scikit-learn.

Salary distribution trend for jobs with remote/hybrid work options citing scikit-learn

scikit-learn
Salary Histogram for Remote/Hybrid Jobs

Salary distribution for jobs with remote/hybrid work options citing scikit-learn over the 6 months to 14 November 2025.

scikit-learn salary histogram for jobs with remote/hybrid work options

scikit-learn
Co-Occurring Skills & Capabilities in Remote/Hybrid Jobs 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 5 (23.81%) Apache Airflow
2 4 (19.05%) Apache Spark
Business Applications
1 4 (19.05%) Dynamics CRM
Cloud Services
1 15 (71.43%) Azure
2 13 (61.90%) AWS
2 13 (61.90%) GCP
3 7 (33.33%) Power Platform
4 5 (23.81%) dbt
5 4 (19.05%) Amazon SageMaker
5 4 (19.05%) Azure DevOps
5 4 (19.05%) Azure Machine Learning
5 4 (19.05%) Dynamics 365
5 4 (19.05%) Fivetran
5 4 (19.05%) GitHub
5 4 (19.05%) GitHub Actions
5 4 (19.05%) Google Data Studio
5 4 (19.05%) SaaS
5 4 (19.05%) Snowflake
6 2 (9.52%) Prefect
7 1 (4.76%) Google Analytics
Database & Business Intelligence
1 7 (33.33%) Power BI
2 6 (28.57%) Tableau
3 5 (23.81%) Data Warehouse
4 4 (19.05%) Amazon Redshift
4 4 (19.05%) BigQuery
4 4 (19.05%) Looker
4 4 (19.05%) SQL Server
5 3 (14.29%) Relational Database
6 2 (9.52%) Data Mining
6 2 (9.52%) NoSQL
7 1 (4.76%) Mixpanel
7 1 (4.76%) MongoDB
7 1 (4.76%) Neo4j
7 1 (4.76%) TigerGraph
Development Applications
1 4 (19.05%) Git
2 2 (9.52%) MLflow
General
1 13 (61.90%) Social Skills
2 8 (38.10%) Finance
3 5 (23.81%) Marketing
3 5 (23.81%) Retail
4 3 (14.29%) Analytical Skills
5 1 (4.76%) Banking
5 1 (4.76%) Health Technology
5 1 (4.76%) Legal
Job Titles
1 9 (42.86%) Data Scientist
2 4 (19.05%) Analyst
2 4 (19.05%) Business Intelligence Analyst
3 3 (14.29%) Artificial Intelligence Engineer
4 2 (9.52%) Head of AI
4 2 (9.52%) Head of Architecture
4 2 (9.52%) Head of Engineering
4 2 (9.52%) Head of Strategy
4 2 (9.52%) Machine Learning Engineer
4 2 (9.52%) Python Engineer
5 1 (4.76%) Lead
5 1 (4.76%) Lead Data Scientist
5 1 (4.76%) Machine Learning Scientist
5 1 (4.76%) Principal Engineer
5 1 (4.76%) Senior
5 1 (4.76%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 14 (66.67%) Pandas
2 13 (61.90%) TensorFlow
3 10 (47.62%) Hugging Face
3 10 (47.62%) PyTorch
4 8 (38.10%) NumPy
5 5 (23.81%) XGBoost
6 3 (14.29%) pytest
7 2 (9.52%) Google JAX
7 2 (9.52%) JAX
7 2 (9.52%) Kafka
7 2 (9.52%) LightGBM
8 1 (4.76%) Keras
8 1 (4.76%) LangChain
8 1 (4.76%) NLTK
8 1 (4.76%) OpenCV
8 1 (4.76%) Regular Expression
8 1 (4.76%) Seaborn
8 1 (4.76%) SpaCy
8 1 (4.76%) SQLAlchemy
8 1 (4.76%) Streamlit
Miscellaneous
1 2 (9.52%) Distributed Systems
1 2 (9.52%) Legacy Systems
2 1 (4.76%) AI Agents
2 1 (4.76%) Algorithms
2 1 (4.76%) Blog
2 1 (4.76%) Credit Risk
2 1 (4.76%) Genomics
2 1 (4.76%) Greenfield Project
2 1 (4.76%) Omics
Processes & Methodologies
1 20 (95.24%) Machine Learning
2 15 (71.43%) AI
3 13 (61.90%) Analytics
3 13 (61.90%) Data Science
3 13 (61.90%) Natural Language Processing
4 11 (52.38%) MLOps
5 10 (47.62%) DevOps
6 8 (38.10%) Actionable Insight
7 7 (33.33%) Business Intelligence
7 7 (33.33%) Generative AI
8 6 (28.57%) CI/CD
8 6 (28.57%) LLM
8 6 (28.57%) Software Engineering
8 6 (28.57%) Statistical Modelling
8 6 (28.57%) Statistics
9 5 (23.81%) Computer Vision
9 5 (23.81%) Customer Insight
9 5 (23.81%) Data Transformation
9 5 (23.81%) Deep Learning
9 5 (23.81%) Mathematics
Programming Languages
1 21 (100.00%) Python
2 16 (76.19%) SQL
3 4 (19.05%) Data Analysis Expressions
4 2 (9.52%) Bash
4 2 (9.52%) R
5 1 (4.76%) C++
5 1 (4.76%) Java
5 1 (4.76%) JavaScript
5 1 (4.76%) Julia
Qualifications
1 7 (33.33%) Degree
2 3 (14.29%) Master's Degree
2 3 (14.29%) PhD
2 3 (14.29%) Postgraduate
3 1 (4.76%) Computer Science Degree
Quality Assurance & Compliance
1 2 (9.52%) GDPR
2 1 (4.76%) ISO 13485
System Software
1 3 (14.29%) Docker
Systems Management
1 2 (9.52%) Kubeflow
1 2 (9.52%) Kubernetes
2 1 (4.76%) Terraform
Vendors
1 6 (28.57%) Google
2 4 (19.05%) Alteryx
2 4 (19.05%) HubSpot
2 4 (19.05%) OpenAI
2 4 (19.05%) Salesforce
2 4 (19.05%) Talend
2 4 (19.05%) Zoho
3 3 (14.29%) Microsoft
4 1 (4.76%) Amplitude
4 1 (4.76%) Databricks