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 vacancies from the 6 months leading up to 15 September 2025, with comparisons to the same periods in the previous two years.

6 months to
15 Sep 2025
Same period 2024 Same period 2023
Rank 393 437 495
Rank change year-on-year +44 +58 +215
Permanent jobs citing scikit-learn 23 60 21
As % of all permanent jobs with a WFH option 0.14% 0.26% 0.083%
As % of the Libraries, Frameworks & Software Standards category 0.64% 0.97% 0.26%
Number of salaries quoted 23 12 19
10th Percentile £38,750 £42,750 £47,500
25th Percentile £50,875 £48,750 £59,375
Median annual salary (50th Percentile) £60,000 £66,250 £65,000
Median % change year-on-year -9.43% +1.92% -18.75%
75th Percentile £92,500 £88,750 £80,000
90th Percentile £101,500 £106,000 £101,185
UK median annual salary £82,500 £72,500 £73,750
% change year-on-year +13.79% -1.69% -7.81%

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 3,575 6,171 8,098
As % of all permanent jobs with a WFH option 22.09% 26.62% 32.16%
Number of salaries quoted 2,342 4,484 7,045
10th Percentile £38,525 £40,000 £42,500
25th Percentile £51,250 £47,500 £51,250
Median annual salary (50th Percentile) £67,500 £65,000 £65,066
Median % change year-on-year +3.85% -0.10% +0.10%
75th Percentile £87,500 £87,500 £85,000
90th Percentile £122,500 £122,500 £102,500
UK median annual salary £67,500 £64,000 £66,500
% change year-on-year +5.47% -3.76% +2.31%

scikit-learn
Trend for Jobs with a WFH Option

Job vacancies with remote working options citing scikit-learn as a proportion of all IT jobs advertised.

scikit-learn trend for jobs with Hybrid/Remote/WFH options

scikit-learn
Salary Trend for Jobs with Hybrid Work Options

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

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

scikit-learn
Salary Histogram for Jobs with a WFH Option

Salary distribution for jobs with remote working options citing scikit-learn over the 6 months to 15 September 2025.

scikit-learn salary histogram for jobs with a WFH option

scikit-learn
Co-occurring Skills and Capabilities with WFH Options by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 8 (34.78%) Apache Airflow
2 7 (30.43%) Apache Spark
3 2 (8.70%) Apache
Business Applications
1 4 (17.39%) Dynamics CRM
Cloud Services
1 16 (69.57%) Azure
2 14 (60.87%) AWS
3 12 (52.17%) GCP
4 8 (34.78%) Power Platform
5 6 (26.09%) Azure Machine Learning
6 5 (21.74%) dbt
6 5 (21.74%) GitHub
6 5 (21.74%) GitHub Actions
7 4 (17.39%) Amazon SageMaker
7 4 (17.39%) Azure DevOps
7 4 (17.39%) Dynamics 365
7 4 (17.39%) Fivetran
7 4 (17.39%) Google Data Studio
7 4 (17.39%) SaaS
7 4 (17.39%) Snowflake
8 2 (8.70%) Prefect
9 1 (4.35%) Azure Data Factory
9 1 (4.35%) Google Analytics
Database & Business Intelligence
1 8 (34.78%) Power BI
2 6 (26.09%) Tableau
3 5 (21.74%) Data Warehouse
4 4 (17.39%) Amazon Redshift
4 4 (17.39%) BigQuery
4 4 (17.39%) Looker
4 4 (17.39%) SQL Server
5 3 (13.04%) Relational Database
6 2 (8.70%) Data Mining
6 2 (8.70%) NoSQL
7 1 (4.35%) Big Data
7 1 (4.35%) Hadoop
7 1 (4.35%) Mixpanel
7 1 (4.35%) MongoDB
7 1 (4.35%) Neo4j
7 1 (4.35%) TigerGraph
Development Applications
1 5 (21.74%) Git
2 2 (8.70%) MLflow
3 1 (4.35%) Artifactory
General
1 12 (52.17%) Social Skills
2 8 (34.78%) Finance
3 5 (21.74%) Marketing
3 5 (21.74%) Retail
4 3 (13.04%) Analytical Skills
5 1 (4.35%) Banking
5 1 (4.35%) Legal
Job Titles
1 10 (43.48%) Data Scientist
2 4 (17.39%) Analyst
2 4 (17.39%) Business Intelligence Analyst
2 4 (17.39%) Senior
3 3 (13.04%) Artificial Intelligence Engineer
3 3 (13.04%) Machine Learning Engineer
3 3 (13.04%) Senior Data Scientist
4 2 (8.70%) Head of AI
4 2 (8.70%) Head of Architecture
4 2 (8.70%) Head of Engineering
4 2 (8.70%) Head of Strategy
4 2 (8.70%) Lead
4 2 (8.70%) Python Engineer
5 1 (4.35%) Lead Data Scientist
5 1 (4.35%) Principal Engineer
Libraries, Frameworks & Software Standards
1 15 (65.22%) Pandas
2 14 (60.87%) TensorFlow
3 11 (47.83%) PyTorch
4 10 (43.48%) Hugging Face
5 8 (34.78%) NumPy
6 5 (21.74%) XGBoost
7 3 (13.04%) pytest
8 2 (8.70%) Google JAX
8 2 (8.70%) JAX
8 2 (8.70%) Kafka
8 2 (8.70%) LightGBM
9 1 (4.35%) Anaconda
9 1 (4.35%) Keras
9 1 (4.35%) LangChain
9 1 (4.35%) NLTK
9 1 (4.35%) OpenCV
9 1 (4.35%) Regular Expression
9 1 (4.35%) Seaborn
9 1 (4.35%) SpaCy
9 1 (4.35%) Streamlit
Miscellaneous
1 2 (8.70%) Distributed Systems
1 2 (8.70%) Legacy Systems
2 1 (4.35%) AI Agents
2 1 (4.35%) Blog
2 1 (4.35%) Credit Risk
2 1 (4.35%) Greenfield Project
2 1 (4.35%) Linux Command Line
Operating Systems
1 1 (4.35%) Linux
1 1 (4.35%) VMS
1 1 (4.35%) Windows
Processes & Methodologies
1 22 (95.65%) Machine Learning
2 15 (65.22%) Data Science
3 13 (56.52%) Artificial Intelligence
3 13 (56.52%) MLOps
4 12 (52.17%) Analytics
5 11 (47.83%) Natural Language Processing
6 10 (43.48%) DevOps
7 9 (39.13%) Software Engineering
8 8 (34.78%) Business Intelligence
9 7 (30.43%) Actionable Insight
9 7 (30.43%) Data Pipeline
9 7 (30.43%) Statistical Modelling
10 6 (26.09%) Deep Learning
10 6 (26.09%) LLM
11 5 (21.74%) CRM
11 5 (21.74%) Customer Insight
11 5 (21.74%) Data Transformation
11 5 (21.74%) Mathematics
11 5 (21.74%) Physics
11 5 (21.74%) Statistics
Programming Languages
1 23 (100.00%) Python
2 20 (86.96%) SQL
3 4 (17.39%) Data Analysis Expressions
4 3 (13.04%) Bash
4 3 (13.04%) R
5 1 (4.35%) C++
5 1 (4.35%) Java
5 1 (4.35%) JavaScript
5 1 (4.35%) Julia
5 1 (4.35%) PowerShell
5 1 (4.35%) Shell Script
Qualifications
1 6 (26.09%) Degree
2 3 (13.04%) Postgraduate
3 2 (8.70%) Computer Science Degree
3 2 (8.70%) Master's Degree
4 1 (4.35%) PhD
Quality Assurance & Compliance
1 1 (4.35%) GDPR
System Software
1 4 (17.39%) Docker
2 1 (4.35%) Active Directory
2 1 (4.35%) Virtual Machines
Systems Management
1 3 (13.04%) Kubernetes
2 2 (8.70%) Kubeflow
2 2 (8.70%) Terraform
3 1 (4.35%) Packer
Vendors
1 6 (26.09%) Google
2 4 (17.39%) Alteryx
2 4 (17.39%) HubSpot
2 4 (17.39%) OpenAI
2 4 (17.39%) Salesforce
2 4 (17.39%) Talend
2 4 (17.39%) Zoho
3 3 (13.04%) Microsoft
4 2 (8.70%) Databricks
5 1 (4.35%) Amplitude