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

6 months to
25 Jun 2026
Same period 2025 Same period 2024
Rank 405 219 199
Rank change year-on-year -186 -20 +250
Permanent jobs citing Pandas 28 247 559
As % of all permanent jobs with remote/hybrid work options 0.14% 1.58% 1.64%
As % of the Libraries, Frameworks & Software Standards category 0.76% 5.79% 6.11%
Number of salaries quoted 24 172 506
10th Percentile - £70,097 £77,500
25th Percentile £45,000 £100,000 £90,000
Median annual salary (50th Percentile) £57,283 £110,000 £135,000
Median % change year-on-year -47.93% -18.52% +61.19%
75th Percentile £75,000 £137,500 £148,750
90th Percentile £83,750 - £165,000
UK median annual salary £45,000 £110,000 £115,000
% change year-on-year -59.09% -4.35% +43.49%

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 3,708 4,268 9,143
As % of all permanent jobs with a WFH option 18.19% 27.29% 26.76%
Number of salaries quoted 2,774 2,879 7,795
10th Percentile £41,250 £37,500 £38,750
25th Percentile £50,000 £51,250 £46,250
Median annual salary (50th Percentile) £65,000 £66,212 £60,000
Median % change year-on-year -1.83% +10.35% -8.19%
75th Percentile £82,500 £86,250 £80,000
90th Percentile £100,000 £115,000 £105,000
UK median annual salary £65,000 £66,367 £60,000
% change year-on-year -2.06% +10.61% -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 25 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 (21.43%) Apache Airflow
2 2 (7.14%) Apache
2 2 (7.14%) Apache Spark
Applications
1 2 (7.14%) Microsoft Excel
1 2 (7.14%) Spreadsheet
2 1 (3.57%) Chatbot
2 1 (3.57%) Trello
Cloud Services
1 12 (42.86%) Azure
2 9 (32.14%) AWS
3 5 (17.86%) AWS Lambda
3 5 (17.86%) Prefect
3 5 (17.86%) Serverless
4 4 (14.29%) Amazon S3
4 4 (14.29%) SaaS
5 3 (10.71%) Amazon SageMaker
5 3 (10.71%) Power Platform
6 2 (7.14%) GCP
6 2 (7.14%) Microsoft 365
7 1 (3.57%) Amazon CloudWatch
7 1 (3.57%) Amazon ECS
7 1 (3.57%) Amazon EKS
7 1 (3.57%) Amazon SQS
7 1 (3.57%) AWS CloudFormation
7 1 (3.57%) AWS Fargate
7 1 (3.57%) Azure Data Factory
7 1 (3.57%) Dagster
7 1 (3.57%) Snowflake
Database & Business Intelligence
1 4 (14.29%) Data Warehouse
1 4 (14.29%) Star Schema
2 3 (10.71%) Amazon Athena
3 2 (7.14%) Power BI
3 2 (7.14%) Power Query
4 1 (3.57%) Amazon RDS
4 1 (3.57%) Amazon Redshift
4 1 (3.57%) Big Data
4 1 (3.57%) Data Lake
4 1 (3.57%) DynamoDB
4 1 (3.57%) MongoDB
4 1 (3.57%) Pinecone
4 1 (3.57%) PostgreSQL
4 1 (3.57%) SQLPlus
Development Applications
1 13 (46.43%) Git
2 1 (3.57%) JIRA
2 1 (3.57%) MLflow
General
1 10 (35.71%) Finance
2 8 (28.57%) Analytical Skills
3 6 (21.43%) Social Skills
4 3 (10.71%) Law
5 2 (7.14%) Front Office
6 1 (3.57%) Banking
6 1 (3.57%) Inclusion and Diversity
6 1 (3.57%) Influencing Skills
6 1 (3.57%) Manufacturing
6 1 (3.57%) Marketing
6 1 (3.57%) Public Sector
Job Titles
1 9 (32.14%) Developer
2 8 (28.57%) Lead
3 7 (25.00%) Data Scientist
4 6 (21.43%) Python Developer
4 6 (21.43%) Senior Data Scientist
5 4 (14.29%) Lead Data Scientist
5 4 (14.29%) Senior
6 2 (7.14%) Analyst
6 2 (7.14%) Data Analyst
6 2 (7.14%) Data Engineer
6 2 (7.14%) Data Modeller
6 2 (7.14%) Front-End Developer (Client-Side Developer)
6 2 (7.14%) Python Engineer
6 2 (7.14%) React Developer
7 1 (3.57%) Data Manager
7 1 (3.57%) Senior Data Warehouse Specialist
7 1 (3.57%) Senior Developer
7 1 (3.57%) Senior Manager
7 1 (3.57%) Software Developer
7 1 (3.57%) Technical Leader
Libraries, Frameworks & Software Standards
1 16 (57.14%) NumPy
2 11 (39.29%) scikit-learn
3 9 (32.14%) PyTorch
4 8 (28.57%) TensorFlow
5 7 (25.00%) OpenCV
5 7 (25.00%) SciPy
6 5 (17.86%) Google JAX
6 5 (17.86%) JAX
7 4 (14.29%) Keras
7 4 (14.29%) React
8 3 (10.71%) Matplotlib
9 2 (7.14%) Flask
9 2 (7.14%) LangChain
9 2 (7.14%) PySpark
9 2 (7.14%) pytest
9 2 (7.14%) REST
9 2 (7.14%) RESTful
9 2 (7.14%) Seaborn
10 1 (3.57%) Hugging Face
10 1 (3.57%) LangGraph
Miscellaneous
1 6 (21.43%) Algorithms
2 4 (14.29%) Cloud Native
3 2 (7.14%) AI Agents
3 2 (7.14%) Reinsurance
4 1 (3.57%) Client/Server
4 1 (3.57%) Clustering
4 1 (3.57%) Credit Risk
4 1 (3.57%) Hedge funds
4 1 (3.57%) Life Science
4 1 (3.57%) Product Ownership
4 1 (3.57%) Social Media
Operating Systems
1 6 (21.43%) Linux
Processes & Methodologies
1 14 (50.00%) Data Science
2 11 (39.29%) Data Pipeline
3 9 (32.14%) CI/CD
3 9 (32.14%) Machine Learning
4 8 (28.57%) AI
4 8 (28.57%) Analytics
4 8 (28.57%) Computer Vision
4 8 (28.57%) Mentoring
5 7 (25.00%) Deep Learning
5 7 (25.00%) ETL
6 6 (21.43%) Business Intelligence
6 6 (21.43%) Data Engineering
6 6 (21.43%) DevOps
6 6 (21.43%) Scrum
6 6 (21.43%) Software Engineering
7 5 (17.86%) Agile
7 5 (17.86%) Data Modelling
7 5 (17.86%) Feature Engineering
7 5 (17.86%) Fintech
7 5 (17.86%) Signal Processing
Programming Languages
1 28 (100.00%) Python
2 14 (50.00%) SQL
3 4 (14.29%) JavaScript
4 2 (7.14%) Data Analysis Expressions
4 2 (7.14%) PowerShell
4 2 (7.14%) VBA
5 1 (3.57%) Bash
5 1 (3.57%) C
5 1 (3.57%) C++
5 1 (3.57%) Java
5 1 (3.57%) R
5 1 (3.57%) TypeScript
Qualifications
1 13 (46.43%) Degree
2 4 (14.29%) Azure Certification
2 4 (14.29%) Master's Degree
3 2 (7.14%) PhD
Quality Assurance & Compliance
1 1 (3.57%) Accessibility
System Software
1 10 (35.71%) Docker
Systems Management
1 3 (10.71%) Terraform
2 2 (7.14%) Kubernetes
3 1 (3.57%) Grafana
Vendors
1 11 (39.29%) Databricks
2 2 (7.14%) Microsoft
3 1 (3.57%) Cognizant
3 1 (3.57%) Google
3 1 (3.57%) OpenAI