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 9 September 2026, with comparisons to the same periods in the previous two years.

6 months to
9 Sep 2026
Same period 2025 Same period 2024
Rank 423 185 109
Rank change year-on-year -238 -76 +319
Permanent jobs citing Pandas 39 270 665
As % of all permanent jobs with remote/hybrid work options 0.16% 1.67% 2.85%
As % of the Libraries, Frameworks & Software Standards category 0.86% 6.96% 9.93%
Number of salaries quoted 34 213 606
10th Percentile £45,000 £56,250 £85,000
25th Percentile £45,938 £100,000 £97,500
Median annual salary (50th Percentile) £65,000 £110,000 £135,000
Median % change year-on-year -40.91% -18.52% +68.75%
75th Percentile £83,750 £137,500 £148,750
90th Percentile £113,750 - £165,000
UK median annual salary £61,250 £110,000 £115,000
% change year-on-year -44.32% -4.35% +53.33%

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 4,523 3,878 6,699
As % of all permanent jobs with a WFH option 19.02% 23.95% 28.72%
Number of salaries quoted 3,347 2,587 4,894
10th Percentile £42,500 £39,050 £40,000
25th Percentile £50,000 £51,250 £48,750
Median annual salary (50th Percentile) £65,000 £67,500 £65,000
Median % change year-on-year -3.70% +3.85% -3.70%
75th Percentile £85,000 £87,500 £87,500
90th Percentile £100,000 £118,750 £122,500
UK median annual salary £67,500 £70,000 £65,000
% change year-on-year -3.57% +7.69% -3.70%

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 9 September 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 (15.38%) Apache Airflow
2 3 (7.69%) Apache
2 3 (7.69%) Apache Spark
3 1 (2.56%) Apache Superset
3 1 (2.56%) Jupyter
3 1 (2.56%) SharePoint
Applications
1 3 (7.69%) Microsoft Excel
2 2 (5.13%) Chatbot
2 2 (5.13%) Spreadsheet
3 1 (2.56%) Trello
Cloud Services
1 12 (30.77%) Azure
2 11 (28.21%) AWS
3 7 (17.95%) Serverless
4 6 (15.38%) AWS Lambda
5 5 (12.82%) Amazon S3
5 5 (12.82%) Power Platform
5 5 (12.82%) Prefect
5 5 (12.82%) SaaS
6 4 (10.26%) Microsoft 365
7 3 (7.69%) Amazon SageMaker
7 3 (7.69%) GCP
7 3 (7.69%) Snowflake
8 2 (5.13%) Amazon CloudWatch
8 2 (5.13%) Amazon Cognito
8 2 (5.13%) Amazon SQS
8 2 (5.13%) AWS Fargate
8 2 (5.13%) Azure AI
8 2 (5.13%) GitHub
9 1 (2.56%) AWS CloudFormation
9 1 (2.56%) AWS Step Functions
Database & Business Intelligence
1 10 (25.64%) Data Warehouse
2 5 (12.82%) Star Schema
3 4 (10.26%) Power BI
4 3 (7.69%) Amazon Athena
4 3 (7.69%) PostgreSQL
4 3 (7.69%) Power Query
5 2 (5.13%) Big Data
5 2 (5.13%) DuckDB
6 1 (2.56%) Amazon RDS
6 1 (2.56%) Amazon Redshift
6 1 (2.56%) Data Lake
6 1 (2.56%) DynamoDB
6 1 (2.56%) MongoDB
6 1 (2.56%) OLAP
6 1 (2.56%) OLAP Cube
6 1 (2.56%) OLTP
6 1 (2.56%) Pinecone
6 1 (2.56%) Semantic Layer
6 1 (2.56%) SQL Server
6 1 (2.56%) SQLPlus
Development Applications
1 21 (53.85%) Git
2 5 (12.82%) MLflow
3 1 (2.56%) JIRA
3 1 (2.56%) NUnit
General
1 14 (35.90%) Finance
2 11 (28.21%) Analytical Skills
3 10 (25.64%) Social Skills
4 6 (15.38%) Banking
5 5 (12.82%) Retail Banking
6 2 (5.13%) Front Office
6 2 (5.13%) Law
7 1 (2.56%) Documentation Skills
7 1 (2.56%) Influencing Skills
7 1 (2.56%) Manufacturing
7 1 (2.56%) Marketing
7 1 (2.56%) Pharmaceutical
7 1 (2.56%) Public Sector
Job Titles
1 16 (41.03%) Data Scientist
2 13 (33.33%) Lead
3 11 (28.21%) Senior Data Scientist
4 9 (23.08%) Developer
4 9 (23.08%) Lead Data Scientist
5 6 (15.38%) Python Developer
6 5 (12.82%) Data Manager
6 5 (12.82%) Senior
7 4 (10.26%) Analyst
7 4 (10.26%) Data Analyst
7 4 (10.26%) Databricks Engineer
8 3 (7.69%) Python Engineer
9 2 (5.13%) AWS Engineer
9 2 (5.13%) Data Engineer
9 2 (5.13%) Data Modeller
9 2 (5.13%) Databricks Data Engineer
10 1 (2.56%) Full-Stack Engineer
10 1 (2.56%) Power Platform Developer
10 1 (2.56%) Python Data Engineer
10 1 (2.56%) Senior Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 28 (71.79%) NumPy
2 16 (41.03%) scikit-learn
3 10 (25.64%) SciPy
4 9 (23.08%) PyTorch
5 7 (17.95%) TensorFlow
5 7 (17.95%) XGBoost
6 6 (15.38%) OpenCV
7 5 (12.82%) Google JAX
7 5 (12.82%) JAX
7 5 (12.82%) REST
8 4 (10.26%) Terraform
9 3 (7.69%) Keras
9 3 (7.69%) Matplotlib
9 3 (7.69%) pytest
10 2 (5.13%) PySpark
10 2 (5.13%) React
10 2 (5.13%) RESTful
10 2 (5.13%) Seaborn
11 1 (2.56%) D3.js
11 1 (2.56%) Flask
Miscellaneous
1 6 (15.38%) Credit Risk
2 5 (12.82%) Algorithms
2 5 (12.82%) Cloud Native
3 3 (7.69%) AI Agents
4 1 (2.56%) Client/Server
4 1 (2.56%) Clustering
4 1 (2.56%) Data Structures
4 1 (2.56%) Enterprise Software
4 1 (2.56%) Foreign Exchange (FX)
4 1 (2.56%) Hackathon
4 1 (2.56%) Hedge funds
4 1 (2.56%) Life Science
4 1 (2.56%) Product Ownership
4 1 (2.56%) Reinsurance
4 1 (2.56%) Social Media
Operating Systems
1 6 (15.38%) Linux
Processes & Methodologies
1 25 (64.10%) Data Science
2 20 (51.28%) AI
3 16 (41.03%) Data Pipeline
4 14 (35.90%) Analytics
4 14 (35.90%) Machine Learning
5 11 (28.21%) CI/CD
6 10 (25.64%) Data Analysis
6 10 (25.64%) ETL
6 10 (25.64%) Feature Engineering
7 9 (23.08%) Business Intelligence
7 9 (23.08%) Data Modelling
7 9 (23.08%) Mentoring
7 9 (23.08%) Problem-Solving
7 9 (23.08%) Use Case
8 8 (20.51%) Data Engineering
8 8 (20.51%) Decision-Making
8 8 (20.51%) DevOps
8 8 (20.51%) LLM
8 8 (20.51%) Software Engineering
9 7 (17.95%) Retrieval-Augmented Generation
Programming Languages
1 39 (100.00%) Python
2 22 (56.41%) SQL
3 4 (10.26%) PowerShell
4 3 (7.69%) Data Analysis Expressions
5 2 (5.13%) JavaScript
5 2 (5.13%) TypeScript
5 2 (5.13%) VBA
6 1 (2.56%) Bash
6 1 (2.56%) C
6 1 (2.56%) C#
6 1 (2.56%) C++
6 1 (2.56%) Java
6 1 (2.56%) R
Qualifications
1 13 (33.33%) Degree
2 4 (10.26%) Azure Certification
3 3 (7.69%) Master's Degree
4 1 (2.56%) Computer Science Degree
4 1 (2.56%) PhD
Quality Assurance & Compliance
1 7 (17.95%) Data Quality
2 5 (12.82%) EU AI Act
2 5 (12.82%) GDPR
3 1 (2.56%) Accessibility
3 1 (2.56%) QA
System Software
1 9 (23.08%) Docker
Systems Management
1 2 (5.13%) Kubernetes
2 1 (2.56%) Grafana
Vendors
1 16 (41.03%) Databricks
2 5 (12.82%) Microsoft
3 3 (7.69%) OpenAI
4 1 (2.56%) Cognizant
4 1 (2.56%) Google
4 1 (2.56%) Trend Micro