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

6 months to
20 May 2026
Same period 2025 Same period 2024
Rank 384 227 277
Rank change year-on-year -157 +50 +181
Permanent jobs citing Pandas 26 229 366
As % of all permanent jobs with remote/hybrid work options 0.14% 1.52% 1.12%
As % of the Libraries, Frameworks & Software Standards category 0.78% 5.10% 4.26%
Number of salaries quoted 21 154 316
10th Percentile - £70,818 £69,359
25th Percentile £45,000 £97,500 £88,012
Median annual salary (50th Percentile) £56,000 £107,500 £135,000
Median % change year-on-year -47.91% -20.37% +58.82%
75th Percentile £75,000 £137,500 £148,750
90th Percentile £83,750 - £165,000
UK median annual salary £45,000 £105,000 £115,000
% change year-on-year -57.14% -8.70% +35.29%

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 3,335 4,490 8,598
As % of all permanent jobs with a WFH option 17.75% 29.74% 26.40%
Number of salaries quoted 2,402 3,026 7,526
10th Percentile £41,925 £38,750 £38,750
25th Percentile £51,236 £51,250 £47,500
Median annual salary (50th Percentile) £65,000 £65,000 £60,000
Median % change year-on-year - +8.33% -8.19%
75th Percentile £85,000 £85,000 £79,500
90th Percentile £100,000 £115,000 £100,000
UK median annual salary £65,000 £65,250 £60,000
% change year-on-year -0.38% +8.75% -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 20 May 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 6 (23.08%) Apache Airflow
2 1 (3.85%) Apache
2 1 (3.85%) Apache Spark
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%) SaaS
6 3 (11.54%) Amazon SageMaker
6 3 (11.54%) Power Platform
7 2 (7.69%) GCP
7 2 (7.69%) Microsoft 365
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%) Dagster
Database & Business Intelligence
1 4 (15.38%) Data Warehouse
1 4 (15.38%) Star Schema
2 3 (11.54%) Amazon Athena
3 2 (7.69%) Data Lake
3 2 (7.69%) Power BI
3 2 (7.69%) Power Query
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%) MongoDB
4 1 (3.85%) Pinecone
4 1 (3.85%) PostgreSQL
4 1 (3.85%) Relational Database
4 1 (3.85%) SQLPlus
Development Applications
1 12 (46.15%) Git
2 1 (3.85%) JIRA
2 1 (3.85%) MLflow
General
1 10 (38.46%) Finance
2 6 (23.08%) Analytical Skills
3 4 (15.38%) Social Skills
4 3 (11.54%) Law
5 2 (7.69%) Front Office
6 1 (3.85%) Banking
6 1 (3.85%) Inclusion and Diversity
6 1 (3.85%) Marketing
6 1 (3.85%) Public Sector
Job Titles
1 9 (34.62%) Developer
2 7 (26.92%) Lead
3 6 (23.08%) Python Developer
4 5 (19.23%) Data Scientist
4 5 (19.23%) Senior Data Scientist
5 4 (15.38%) Senior
6 3 (11.54%) Lead Data Scientist
6 3 (11.54%) Python Engineer
7 2 (7.69%) Analyst
7 2 (7.69%) Data Analyst
7 2 (7.69%) Data Engineer
7 2 (7.69%) Data Modeller
7 2 (7.69%) Front-End Developer (Client-Side Developer)
7 2 (7.69%) Python Data Engineer
7 2 (7.69%) React Developer
8 1 (3.85%) Data Manager
8 1 (3.85%) Senior Developer
8 1 (3.85%) Senior Manager
8 1 (3.85%) Software Developer
8 1 (3.85%) Team Leader
Libraries, Frameworks & Software Standards
1 16 (61.54%) NumPy
2 9 (34.62%) PyTorch
2 9 (34.62%) scikit-learn
3 8 (30.77%) TensorFlow
4 7 (26.92%) OpenCV
5 6 (23.08%) SciPy
6 5 (19.23%) Google JAX
6 5 (19.23%) JAX
7 4 (15.38%) Keras
7 4 (15.38%) React
8 3 (11.54%) Matplotlib
9 2 (7.69%) Flask
9 2 (7.69%) LangChain
9 2 (7.69%) PySpark
9 2 (7.69%) pytest
9 2 (7.69%) REST
9 2 (7.69%) RESTful
9 2 (7.69%) Seaborn
10 1 (3.85%) JWT
10 1 (3.85%) LangGraph
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%) Social Media
Operating Systems
1 6 (23.08%) Linux
Processes & Methodologies
1 12 (46.15%) Data Science
2 10 (38.46%) Data Pipeline
3 8 (30.77%) AI
3 8 (30.77%) CI/CD
3 8 (30.77%) Computer Vision
3 8 (30.77%) ETL
3 8 (30.77%) Machine Learning
4 7 (26.92%) Deep Learning
4 7 (26.92%) Mentoring
5 6 (23.08%) Analytics
5 6 (23.08%) Business Intelligence
5 6 (23.08%) DevOps
5 6 (23.08%) Scrum
5 6 (23.08%) Software Engineering
6 5 (19.23%) Agile
6 5 (19.23%) Containerisation
6 5 (19.23%) Signal Processing
7 4 (15.38%) Data Engineering
7 4 (15.38%) Feature Engineering
7 4 (15.38%) Fintech
Programming Languages
1 26 (100.00%) Python
2 13 (50.00%) SQL
3 4 (15.38%) JavaScript
4 2 (7.69%) Data Analysis Expressions
4 2 (7.69%) PowerShell
4 2 (7.69%) VBA
5 1 (3.85%) Bash
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 2 (7.69%) PhD
4 1 (3.85%) Computer Science Degree
Quality Assurance & Compliance
1 1 (3.85%) Accessibility
1 1 (3.85%) Data Quality
System Software
1 11 (42.31%) Docker
Systems Management
1 3 (11.54%) Kubernetes
1 3 (11.54%) Terraform
2 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