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 22 August 2026, with comparisons to the same periods in the previous two years.

6 months to
22 Aug 2026
Same period 2025 Same period 2024
Rank 418 193 116
Rank change year-on-year -225 -77 +316
Permanent jobs citing Pandas 38 269 669
As % of all permanent jobs with remote/hybrid work options 0.17% 1.62% 2.71%
As % of the Libraries, Frameworks & Software Standards category 0.84% 6.53% 9.63%
Number of salaries quoted 33 205 613
10th Percentile £45,000 £54,000 £85,000
25th Percentile £48,750 £100,000 £97,500
Median annual salary (50th Percentile) £65,000 £110,000 £135,000
Median % change year-on-year -40.91% -18.52% +61.19%
75th Percentile £83,750 £137,500 £148,750
90th Percentile £113,750 - £165,000
UK median annual salary £60,000 £110,000 £120,000
% change year-on-year -45.45% -8.33% +60.00%

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 4,516 4,122 6,944
As % of all permanent jobs with a WFH option 19.62% 24.89% 28.12%
Number of salaries quoted 3,368 2,787 5,459
10th Percentile £42,500 £37,500 £40,000
25th Percentile £50,000 £50,000 £48,750
Median annual salary (50th Percentile) £65,000 £66,367 £65,000
Median % change year-on-year -2.06% +2.10% -3.70%
75th Percentile £85,000 £85,000 £86,250
90th Percentile £100,000 £115,000 £120,000
UK median annual salary £67,500 £67,500 £62,500
% change year-on-year - +8.00% -7.41%

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 22 August 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 (15.79%) Apache Airflow
2 3 (7.89%) Apache
2 3 (7.89%) Apache Spark
3 1 (2.63%) Apache Superset
3 1 (2.63%) Jupyter
Applications
1 2 (5.26%) Microsoft Excel
1 2 (5.26%) Spreadsheet
2 1 (2.63%) Chatbot
2 1 (2.63%) Trello
Cloud Services
1 11 (28.95%) AWS
1 11 (28.95%) Azure
2 6 (15.79%) AWS Lambda
2 6 (15.79%) SaaS
2 6 (15.79%) Serverless
3 5 (13.16%) Amazon S3
3 5 (13.16%) Prefect
4 3 (7.89%) Amazon SageMaker
4 3 (7.89%) GCP
4 3 (7.89%) Power Platform
4 3 (7.89%) Snowflake
5 2 (5.26%) Amazon CloudWatch
5 2 (5.26%) Amazon Cognito
5 2 (5.26%) Amazon SQS
5 2 (5.26%) AWS Fargate
5 2 (5.26%) GitHub
5 2 (5.26%) Microsoft 365
6 1 (2.63%) AWS CloudFormation
6 1 (2.63%) AWS Step Functions
6 1 (2.63%) Azure Data Factory
Database & Business Intelligence
1 10 (26.32%) Data Warehouse
2 5 (13.16%) Star Schema
3 3 (7.89%) Amazon Athena
3 3 (7.89%) PostgreSQL
4 2 (5.26%) Big Data
4 2 (5.26%) DuckDB
4 2 (5.26%) Power BI
4 2 (5.26%) Power Query
5 1 (2.63%) Amazon RDS
5 1 (2.63%) Amazon Redshift
5 1 (2.63%) Data Lake
5 1 (2.63%) DynamoDB
5 1 (2.63%) Metabase
5 1 (2.63%) MongoDB
5 1 (2.63%) OLAP
5 1 (2.63%) OLAP Cube
5 1 (2.63%) OLTP
5 1 (2.63%) Pinecone
5 1 (2.63%) Semantic Layer
5 1 (2.63%) SQLPlus
Development Applications
1 21 (55.26%) Git
2 5 (13.16%) MLflow
3 1 (2.63%) JIRA
3 1 (2.63%) NUnit
General
1 14 (36.84%) Finance
2 9 (23.68%) Analytical Skills
3 8 (21.05%) Social Skills
4 6 (15.79%) Banking
5 5 (13.16%) Retail Banking
6 2 (5.26%) Front Office
6 2 (5.26%) Law
7 1 (2.63%) Inclusion and Diversity
7 1 (2.63%) Influencing Skills
7 1 (2.63%) Manufacturing
7 1 (2.63%) Marketing
7 1 (2.63%) Pharmaceutical
7 1 (2.63%) Public Sector
Job Titles
1 16 (42.11%) Data Scientist
2 13 (34.21%) Lead
3 11 (28.95%) Senior Data Scientist
4 9 (23.68%) Lead Data Scientist
5 8 (21.05%) Developer
6 6 (15.79%) Python Developer
7 5 (13.16%) Data Manager
7 5 (13.16%) Senior
8 3 (7.89%) Analyst
8 3 (7.89%) Data Analyst
8 3 (7.89%) Python Engineer
9 2 (5.26%) AWS Engineer
9 2 (5.26%) Data Engineer
9 2 (5.26%) Data Modeller
10 1 (2.63%) Senior Data Warehouse Specialist
10 1 (2.63%) Senior Software Developer
10 1 (2.63%) Senior Software Engineer
10 1 (2.63%) Team Leader
10 1 (2.63%) Technical Leader
10 1 (2.63%) Technical Team Leader
Libraries, Frameworks & Software Standards
1 27 (71.05%) NumPy
2 17 (44.74%) scikit-learn
3 11 (28.95%) SciPy
4 10 (26.32%) PyTorch
5 8 (21.05%) TensorFlow
6 7 (18.42%) OpenCV
6 7 (18.42%) XGBoost
7 5 (13.16%) Google JAX
7 5 (13.16%) JAX
8 4 (10.53%) Keras
8 4 (10.53%) REST
8 4 (10.53%) Terraform
9 3 (7.89%) Matplotlib
9 3 (7.89%) pytest
10 2 (5.26%) Flask
10 2 (5.26%) PySpark
10 2 (5.26%) React
10 2 (5.26%) RESTful
10 2 (5.26%) Seaborn
11 1 (2.63%) OAuth
Miscellaneous
1 6 (15.79%) Algorithms
1 6 (15.79%) Credit Risk
2 5 (13.16%) Cloud Native
3 3 (7.89%) AI Agents
4 1 (2.63%) Client/Server
4 1 (2.63%) Clustering
4 1 (2.63%) Data Structures
4 1 (2.63%) Enterprise Software
4 1 (2.63%) Hackathon
4 1 (2.63%) Hedge funds
4 1 (2.63%) Life Science
4 1 (2.63%) Product Ownership
4 1 (2.63%) Reinsurance
4 1 (2.63%) Social Media
Operating Systems
1 6 (15.79%) Linux
Processes & Methodologies
1 25 (65.79%) Data Science
2 19 (50.00%) AI
3 16 (42.11%) Data Pipeline
4 15 (39.47%) Machine Learning
5 12 (31.58%) Analytics
6 11 (28.95%) CI/CD
7 10 (26.32%) Feature Engineering
8 9 (23.68%) Data Analysis
8 9 (23.68%) LLM
8 9 (23.68%) Mentoring
8 9 (23.68%) Use Case
9 8 (21.05%) Computer Vision
9 8 (21.05%) Data Engineering
9 8 (21.05%) Decision-Making
9 8 (21.05%) ETL
9 8 (21.05%) Problem-Solving
9 8 (21.05%) Software Engineering
10 7 (18.42%) Deep Learning
10 7 (18.42%) DevOps
10 7 (18.42%) MLOps
Programming Languages
1 38 (100.00%) Python
2 21 (55.26%) SQL
3 2 (5.26%) Data Analysis Expressions
3 2 (5.26%) JavaScript
3 2 (5.26%) PowerShell
3 2 (5.26%) TypeScript
3 2 (5.26%) VBA
4 1 (2.63%) Bash
4 1 (2.63%) C
4 1 (2.63%) C#
4 1 (2.63%) C++
4 1 (2.63%) Java
4 1 (2.63%) R
Qualifications
1 14 (36.84%) Degree
2 4 (10.53%) Azure Certification
2 4 (10.53%) Master's Degree
3 2 (5.26%) PhD
4 1 (2.63%) Computer Science Degree
Quality Assurance & Compliance
1 6 (15.79%) Data Quality
2 5 (13.16%) EU AI Act
2 5 (13.16%) GDPR
3 1 (2.63%) Accessibility
3 1 (2.63%) QA
System Software
1 9 (23.68%) Docker
Systems Management
1 2 (5.26%) Kubernetes
2 1 (2.63%) Grafana
Vendors
1 16 (42.11%) Databricks
2 3 (7.89%) Microsoft
3 2 (5.26%) OpenAI
4 1 (2.63%) Cognizant
4 1 (2.63%) Google
4 1 (2.63%) Trend Micro