Hybrid/Remote Pandas Job Trends

Pandas
UK > Work from Home

The table below provides summary statistics and salary benchmarking for remote or hybrid work requiring Pandas skills. It covers permanent job vacancies from the 6 months leading up to 11 April 2026, with comparisons to the same periods in the previous two years.

6 months to
11 Apr 2026
Same period 2025 Same period 2024
Rank 367 224 333
Rank change year-on-year -143 +109 +118
Permanent jobs citing Pandas 19 186 232
As % of all permanent jobs with remote/hybrid work options 0.11% 1.43% 0.73%
As % of the Libraries, Frameworks & Software Standards category 0.61% 4.57% 2.68%
Number of salaries quoted 14 154 199
10th Percentile - £73,250 £65,700
25th Percentile £45,000 £80,000 £90,000
Median annual salary (50th Percentile) £53,750 £105,000 £132,500
Median % change year-on-year -48.81% -20.75% +70.97%
75th Percentile £72,144 £135,000 £148,750
90th Percentile £75,000 £147,500 £165,000
UK median annual salary £40,000 £105,000 £112,500
% change year-on-year -61.90% -6.67% +36.36%

All Software Libraries and Frameworks
Work from Home

Pandas 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 3,130 4,073 8,668
As % of all permanent jobs with a WFH option 18.06% 31.30% 27.37%
Number of salaries quoted 2,264 3,274 7,489
10th Percentile £41,250 £40,645 £39,500
25th Percentile £52,400 £51,250 £47,500
Median annual salary (50th Percentile) £66,500 £66,206 £60,000
Median % change year-on-year +0.44% +10.34% -8.40%
75th Percentile £85,000 £85,000 £79,500
90th Percentile £100,000 £112,500 £97,500
UK median annual salary £65,000 £66,206 £60,000
% change year-on-year -1.82% +10.34% -11.11%

Pandas
Job Vacancy Trend for Remote/Hybrid Jobs

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

Pandas job vacancy trend for remote/hybrid jobs

Pandas
Salary Trend for Remote/Hybrid Jobs

Salary distribution trend for jobs with remote/hybrid work options citing Pandas.

Salary distribution trend for jobs with remote/hybrid work options citing Pandas

Pandas
Salary Histogram for Remote/Hybrid Jobs

Salary distribution for jobs with remote/hybrid work options citing Pandas over the 6 months to 11 April 2026.

Pandas salary histogram for jobs with remote/hybrid work options

Pandas
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 7 (36.84%) Apache Airflow
2 2 (10.53%) Apache Spark
3 1 (5.26%) Apache
Applications
1 1 (5.26%) Chatbot
1 1 (5.26%) Trello
Cloud Services
1 7 (36.84%) AWS
2 6 (31.58%) Azure
3 5 (26.32%) Amazon S3
3 5 (26.32%) AWS Lambda
3 5 (26.32%) Prefect
3 5 (26.32%) Serverless
4 3 (15.79%) Amazon SageMaker
5 2 (10.53%) GCP
5 2 (10.53%) Power Platform
6 1 (5.26%) Amazon CloudWatch
6 1 (5.26%) Amazon ECS
6 1 (5.26%) Amazon EKS
6 1 (5.26%) Amazon SQS
6 1 (5.26%) AWS CloudFormation
6 1 (5.26%) Azure Data Factory
6 1 (5.26%) Dagster
6 1 (5.26%) GitHub
6 1 (5.26%) SaaS
Database & Business Intelligence
1 3 (15.79%) Amazon Athena
2 2 (10.53%) Relational Database
3 1 (5.26%) Amazon RDS
3 1 (5.26%) Big Data
3 1 (5.26%) Data Lake
3 1 (5.26%) Data Warehouse
3 1 (5.26%) Metadata
3 1 (5.26%) Power BI
3 1 (5.26%) SQL Server
3 1 (5.26%) SQL Server Reporting Services
3 1 (5.26%) Star Schema
3 1 (5.26%) Tableau
Development Applications
1 11 (57.89%) Git
2 1 (5.26%) JIRA
2 1 (5.26%) MLflow
2 1 (5.26%) Team Foundation Server
General
1 8 (42.11%) Finance
2 4 (21.05%) Analytical Skills
3 2 (10.53%) Law
3 2 (10.53%) Public Sector
4 1 (5.26%) Electronics
4 1 (5.26%) Front Office
4 1 (5.26%) Inclusion and Diversity
4 1 (5.26%) Manufacturing
4 1 (5.26%) Marketing
4 1 (5.26%) Social Skills
4 1 (5.26%) Telecoms
Job Titles
1 11 (57.89%) Developer
2 6 (31.58%) Python Developer
3 4 (21.05%) Data Scientist
3 4 (21.05%) Senior
3 4 (21.05%) Senior Data Scientist
4 3 (15.79%) Lead
4 3 (15.79%) Lead Data Scientist
5 2 (10.53%) Data Engineer
5 2 (10.53%) Front-End Developer (Client-Side Developer)
5 2 (10.53%) Full-Stack Developer
5 2 (10.53%) Python Data Engineer
5 2 (10.53%) Python Engineer
5 2 (10.53%) React Developer
5 2 (10.53%) Senior Developer
6 1 (5.26%) Data Manager
6 1 (5.26%) Senior Data Warehouse Specialist
6 1 (5.26%) Senior Manager
6 1 (5.26%) Senior Python Developer
6 1 (5.26%) Senior Software Developer
6 1 (5.26%) Software Developer
Libraries, Frameworks & Software Standards
1 12 (63.16%) NumPy
2 9 (47.37%) PyTorch
3 8 (42.11%) TensorFlow
4 7 (36.84%) OpenCV
5 6 (31.58%) scikit-learn
5 6 (31.58%) SciPy
6 5 (26.32%) Google JAX
6 5 (26.32%) JAX
7 3 (15.79%) PySpark
7 3 (15.79%) React
8 2 (10.53%) pytest
9 1 (5.26%) .NET Framework
9 1 (5.26%) Django
9 1 (5.26%) Flask
9 1 (5.26%) JSON
9 1 (5.26%) Matplotlib
9 1 (5.26%) OAuth2
9 1 (5.26%) RESTful
9 1 (5.26%) SQLAlchemy
9 1 (5.26%) WebSockets
Miscellaneous
1 6 (31.58%) Algorithms
2 2 (10.53%) Cloud Native
2 2 (10.53%) Reinsurance
3 1 (5.26%) AI Agents
3 1 (5.26%) Hedge funds
3 1 (5.26%) Life Science
3 1 (5.26%) Product Ownership
3 1 (5.26%) Reference Data
3 1 (5.26%) Semantic Web
Operating Systems
1 5 (26.32%) Linux
Processes & Methodologies
1 8 (42.11%) Computer Vision
2 7 (36.84%) Data Pipeline
2 7 (36.84%) Deep Learning
2 7 (36.84%) Machine Learning
3 6 (31.58%) Mentoring
3 6 (31.58%) Software Engineering
4 5 (26.32%) Agile
4 5 (26.32%) AI
4 5 (26.32%) Data Science
4 5 (26.32%) Signal Processing
5 4 (21.05%) Analytics
5 4 (21.05%) CI/CD
5 4 (21.05%) Feature Engineering
6 3 (15.79%) DevOps
6 3 (15.79%) ETL
6 3 (15.79%) Full-Stack Development
6 3 (15.79%) Scrum
6 3 (15.79%) Statistics
6 3 (15.79%) Validation
6 3 (15.79%) Workflow
Programming Languages
1 19 (100.00%) Python
2 9 (47.37%) SQL
3 3 (15.79%) JavaScript
4 1 (5.26%) C#
Qualifications
1 9 (47.37%) Degree
2 1 (5.26%) Azure Certification
2 1 (5.26%) BPSS Clearance
2 1 (5.26%) Computer Science Degree
2 1 (5.26%) DV Cleared
2 1 (5.26%) Master's Degree
2 1 (5.26%) PhD
2 1 (5.26%) SC Cleared
2 1 (5.26%) Security Cleared
Quality Assurance & Compliance
1 2 (10.53%) Data Quality
2 1 (5.26%) Accessibility
2 1 (5.26%) QA
System Software
1 8 (42.11%) Docker
Systems Management
1 2 (10.53%) Kubernetes
2 1 (5.26%) Grafana
2 1 (5.26%) Terraform
Vendors
1 7 (36.84%) Databricks
2 1 (5.26%) Cognizant
2 1 (5.26%) Google
2 1 (5.26%) SAP