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

6 months to
24 Apr 2026
Same period 2025 Same period 2024
Rank 382 190 334
Rank change year-on-year -192 +144 +110
Permanent jobs citing Pandas 26 235 259
As % of all permanent jobs with remote/hybrid work options 0.14% 1.76% 0.80%
As % of the Libraries, Frameworks & Software Standards category 0.82% 5.85% 3.02%
Number of salaries quoted 20 157 235
10th Percentile £44,750 £75,750 £68,718
25th Percentile £45,000 £85,000 £90,000
Median annual salary (50th Percentile) £55,500 £105,000 £135,000
Median % change year-on-year -47.14% -22.22% +65.85%
75th Percentile £77,188 £135,000 £148,750
90th Percentile £88,375 £147,500 £165,000
UK median annual salary £50,000 £105,000 £115,000
% change year-on-year -52.38% -8.70% +39.39%

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 3,179 4,018 8,563
As % of all permanent jobs with a WFH option 17.71% 30.11% 26.36%
Number of salaries quoted 2,286 3,226 7,512
10th Percentile £41,925 £40,300 £38,750
25th Percentile £52,500 £51,250 £47,500
Median annual salary (50th Percentile) £67,500 £65,000 £60,000
Median % change year-on-year +3.85% +8.33% -7.69%
75th Percentile £85,000 £85,000 £79,500
90th Percentile £100,000 £112,500 £98,722
UK median annual salary £65,000 £66,100 £60,000
% change year-on-year -1.66% +10.17% -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 24 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 (26.92%) Apache Airflow
2 2 (7.69%) Apache Spark
3 1 (3.85%) Apache
Applications
1 2 (7.69%) Microsoft Excel
1 2 (7.69%) Spreadsheet
2 1 (3.85%) Chatbot
2 1 (3.85%) Trello
Cloud Services
1 10 (38.46%) Azure
2 9 (34.62%) AWS
3 6 (23.08%) AWS Lambda
3 6 (23.08%) Serverless
4 5 (19.23%) Amazon S3
4 5 (19.23%) Prefect
5 4 (15.38%) Power Platform
6 3 (11.54%) Amazon SageMaker
6 3 (11.54%) GCP
7 2 (7.69%) Microsoft 365
7 2 (7.69%) SaaS
8 1 (3.85%) Amazon CloudWatch
8 1 (3.85%) Amazon Cognito
8 1 (3.85%) Amazon ECS
8 1 (3.85%) Amazon EKS
8 1 (3.85%) Amazon SQS
8 1 (3.85%) AWS CloudFormation
8 1 (3.85%) AWS Fargate
8 1 (3.85%) Azure Data Factory
8 1 (3.85%) GitHub
Database & Business Intelligence
1 4 (15.38%) Data Warehouse
1 4 (15.38%) Star Schema
2 3 (11.54%) Amazon Athena
2 3 (11.54%) Power BI
3 2 (7.69%) Data Lake
3 2 (7.69%) Power Query
3 2 (7.69%) Relational Database
4 1 (3.85%) Amazon RDS
4 1 (3.85%) Amazon Redshift
4 1 (3.85%) Big Data
4 1 (3.85%) DynamoDB
4 1 (3.85%) Metadata
4 1 (3.85%) MongoDB
4 1 (3.85%) Pinecone
4 1 (3.85%) PostgreSQL
4 1 (3.85%) SQL Server
4 1 (3.85%) SQL Server Reporting Services
4 1 (3.85%) SQLPlus
4 1 (3.85%) Tableau
Development Applications
1 11 (42.31%) Git
2 1 (3.85%) JIRA
2 1 (3.85%) MLflow
2 1 (3.85%) Team Foundation Server
General
1 10 (38.46%) Finance
2 5 (19.23%) Analytical Skills
3 4 (15.38%) Social Skills
4 2 (7.69%) Front Office
4 2 (7.69%) Law
4 2 (7.69%) Public Sector
5 1 (3.85%) Banking
5 1 (3.85%) Electronics
5 1 (3.85%) Inclusion and Diversity
5 1 (3.85%) Manufacturing
5 1 (3.85%) Marketing
5 1 (3.85%) Telecoms
Job Titles
1 11 (42.31%) Developer
2 7 (26.92%) Lead
3 6 (23.08%) Python Developer
4 4 (15.38%) Data Scientist
4 4 (15.38%) Senior
4 4 (15.38%) Senior Data Scientist
5 3 (11.54%) Lead Data Scientist
6 2 (7.69%) Analyst
6 2 (7.69%) Data Analyst
6 2 (7.69%) Data Engineer
6 2 (7.69%) Data Modeller
6 2 (7.69%) Front-End Developer (Client-Side Developer)
6 2 (7.69%) Full-Stack Developer
6 2 (7.69%) Python Data Engineer
6 2 (7.69%) Python Engineer
6 2 (7.69%) React Developer
6 2 (7.69%) Senior Developer
7 1 (3.85%) Data Manager
7 1 (3.85%) Senior Manager
7 1 (3.85%) Software Developer
Libraries, Frameworks & Software Standards
1 15 (57.69%) NumPy
2 10 (38.46%) PyTorch
3 9 (34.62%) TensorFlow
4 7 (26.92%) OpenCV
4 7 (26.92%) scikit-learn
5 6 (23.08%) SciPy
6 5 (19.23%) Google JAX
6 5 (19.23%) JAX
7 4 (15.38%) React
8 3 (11.54%) Matplotlib
8 3 (11.54%) PySpark
9 2 (7.69%) Keras
9 2 (7.69%) LangChain
9 2 (7.69%) pytest
9 2 (7.69%) Seaborn
10 1 (3.85%) .NET
10 1 (3.85%) Flask
10 1 (3.85%) OAuth2
10 1 (3.85%) REST
10 1 (3.85%) WebSockets
Miscellaneous
1 6 (23.08%) Algorithms
2 4 (15.38%) Cloud Native
3 2 (7.69%) AI Agents
3 2 (7.69%) Reinsurance
4 1 (3.85%) Clustering
4 1 (3.85%) Hedge funds
4 1 (3.85%) Life Science
4 1 (3.85%) Product Ownership
4 1 (3.85%) Reference Data
4 1 (3.85%) Semantic Web
4 1 (3.85%) Social Media
Operating Systems
1 5 (19.23%) Linux
Processes & Methodologies
1 10 (38.46%) Data Pipeline
1 10 (38.46%) Data Science
2 9 (34.62%) AI
3 8 (30.77%) CI/CD
3 8 (30.77%) Computer Vision
3 8 (30.77%) ETL
3 8 (30.77%) Machine Learning
3 8 (30.77%) Mentoring
4 7 (26.92%) Analytics
4 7 (26.92%) Business Intelligence
4 7 (26.92%) Deep Learning
4 7 (26.92%) DevOps
5 6 (23.08%) Agile
5 6 (23.08%) Scrum
5 6 (23.08%) Software Engineering
6 5 (19.23%) Data Engineering
6 5 (19.23%) Signal Processing
7 4 (15.38%) Change Data Capture
7 4 (15.38%) Fintech
7 4 (15.38%) Root Cause Analysis
Programming Languages
1 26 (100.00%) Python
2 15 (57.69%) SQL
3 3 (11.54%) JavaScript
4 2 (7.69%) Data Analysis Expressions
4 2 (7.69%) PowerShell
4 2 (7.69%) VBA
5 1 (3.85%) C
5 1 (3.85%) C#
5 1 (3.85%) C++
5 1 (3.85%) Java
5 1 (3.85%) R
5 1 (3.85%) TypeScript
Qualifications
1 12 (46.15%) Degree
2 4 (15.38%) Azure Certification
2 4 (15.38%) Master's Degree
3 1 (3.85%) BPSS Clearance
3 1 (3.85%) Computer Science Degree
3 1 (3.85%) DV Cleared
3 1 (3.85%) PhD
3 1 (3.85%) SC Cleared
3 1 (3.85%) Security Cleared
Quality Assurance & Compliance
1 2 (7.69%) Data Quality
2 1 (3.85%) Accessibility
2 1 (3.85%) QA
System Software
1 9 (34.62%) Docker
Systems Management
1 3 (11.54%) Kubernetes
2 2 (7.69%) Terraform
3 1 (3.85%) Grafana
Vendors
1 11 (42.31%) Databricks
2 2 (7.69%) Microsoft
3 1 (3.85%) Cognizant
3 1 (3.85%) Google
3 1 (3.85%) OpenAI
3 1 (3.85%) SAP