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 16 June 2026, with comparisons to the same periods in the previous two years.

6 months to
16 Jun 2026
Same period 2025 Same period 2024
Rank 394 221 222
Rank change year-on-year -173 +1 +226
Permanent jobs citing Pandas 26 235 509
As % of all permanent jobs with remote/hybrid work options 0.13% 1.53% 1.47%
As % of the Libraries, Frameworks & Software Standards category 0.73% 5.53% 5.57%
Number of salaries quoted 22 160 457
10th Percentile - £70,097 £75,000
25th Percentile £45,000 £100,000 £89,016
Median annual salary (50th Percentile) £55,500 £110,000 £135,000
Median % change year-on-year -49.55% -18.52% +61.19%
75th Percentile £75,000 £137,500 £148,750
90th Percentile £83,750 - £165,000
UK median annual salary £44,250 £107,500 £115,000
% change year-on-year -58.84% -6.52% +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 3,582 4,250 9,132
As % of all permanent jobs with a WFH option 17.99% 27.72% 26.45%
Number of salaries quoted 2,630 2,855 7,765
10th Percentile £41,250 £37,500 £38,750
25th Percentile £50,000 £51,250 £46,250
Median annual salary (50th Percentile) £65,000 £65,000 £60,000
Median % change year-on-year - +8.33% -8.19%
75th Percentile £82,500 £85,000 £80,000
90th Percentile £100,000 £115,000 £102,500
UK median annual salary £65,000 £66,254 £60,000
% change year-on-year -1.89% +10.42% -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 16 June 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 11 (42.31%) Azure
2 8 (30.77%) AWS
3 5 (19.23%) AWS Lambda
3 5 (19.23%) Prefect
3 5 (19.23%) Serverless
4 4 (15.38%) Amazon S3
4 4 (15.38%) SaaS
5 3 (11.54%) Amazon SageMaker
5 3 (11.54%) Power Platform
6 2 (7.69%) GCP
6 2 (7.69%) Microsoft 365
7 1 (3.85%) Amazon CloudWatch
7 1 (3.85%) Amazon Cognito
7 1 (3.85%) Amazon ECS
7 1 (3.85%) Amazon EKS
7 1 (3.85%) Amazon SQS
7 1 (3.85%) AWS CloudFormation
7 1 (3.85%) AWS Fargate
7 1 (3.85%) Azure Data Factory
7 1 (3.85%) Snowflake
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%) 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%) Data Lake
4 1 (3.85%) DynamoDB
4 1 (3.85%) MongoDB
4 1 (3.85%) Pinecone
4 1 (3.85%) PostgreSQL
4 1 (3.85%) SQLPlus
Development Applications
1 12 (46.15%) Git
2 1 (3.85%) JIRA
2 1 (3.85%) MLflow
General
1 9 (34.62%) Finance
2 6 (23.08%) Analytical Skills
3 5 (19.23%) Social Skills
4 3 (11.54%) Law
5 1 (3.85%) Banking
5 1 (3.85%) Front Office
5 1 (3.85%) Inclusion and Diversity
5 1 (3.85%) Manufacturing
5 1 (3.85%) Marketing
5 1 (3.85%) Public Sector
Job Titles
1 9 (34.62%) Developer
2 7 (26.92%) Lead
3 6 (23.08%) Data Scientist
3 6 (23.08%) Python Developer
4 5 (19.23%) Senior Data Scientist
5 4 (15.38%) Senior
6 3 (11.54%) Lead Data Scientist
7 2 (7.69%) Analyst
7 2 (7.69%) Data Analyst
7 2 (7.69%) Data Modeller
7 2 (7.69%) Front-End Developer (Client-Side Developer)
7 2 (7.69%) Python 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%) Senior Software Developer
8 1 (3.85%) Software Developer
8 1 (3.85%) Team Leader
8 1 (3.85%) Technical Team Leader
Libraries, Frameworks & Software Standards
1 16 (61.54%) NumPy
2 10 (38.46%) scikit-learn
3 9 (34.62%) PyTorch
4 8 (30.77%) TensorFlow
5 7 (26.92%) OpenCV
5 7 (26.92%) 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%) pytest
9 2 (7.69%) REST
9 2 (7.69%) RESTful
9 2 (7.69%) Seaborn
10 1 (3.85%) AWS CDK
10 1 (3.85%) Hugging Face
10 1 (3.85%) Statsmodels
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%) Life Science
4 1 (3.85%) Product Ownership
4 1 (3.85%) Social Media
Operating Systems
1 6 (23.08%) Linux
Processes & Methodologies
1 13 (50.00%) 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%) Machine Learning
4 7 (26.92%) Analytics
4 7 (26.92%) Deep Learning
4 7 (26.92%) ETL
4 7 (26.92%) Mentoring
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%) Signal Processing
7 4 (15.38%) Change Data Capture
7 4 (15.38%) Data Modelling
7 4 (15.38%) Feature Engineering
7 4 (15.38%) Root Cause Analysis
Programming Languages
1 26 (100.00%) Python
2 12 (46.15%) 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
Quality Assurance & Compliance
1 1 (3.85%) Accessibility
System Software
1 10 (38.46%) Docker
Systems Management
1 3 (11.54%) Terraform
2 2 (7.69%) Kubernetes
3 1 (3.85%) Grafana
Vendors
1 10 (38.46%) Databricks
2 2 (7.69%) Microsoft
3 1 (3.85%) Cognizant
3 1 (3.85%) Google
3 1 (3.85%) OpenAI