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 19 March 2026, with comparisons to the same periods in the previous two years.

6 months to
19 Mar 2026
Same period 2025 Same period 2024
Rank 373 232 378
Rank change year-on-year -141 +146 +85
Permanent jobs citing Pandas 18 179 178
As % of all permanent jobs with remote/hybrid work options 0.11% 1.33% 0.59%
As % of the Libraries, Frameworks & Software Standards category 0.60% 4.06% 2.09%
Number of salaries quoted 14 148 160
10th Percentile £45,000 £69,018 £55,000
25th Percentile £45,938 £79,375 £88,637
Median annual salary (50th Percentile) £61,783 £105,000 £125,000
Median % change year-on-year -41.16% -16.00% +61.29%
75th Percentile £112,500 £116,250 £143,750
90th Percentile £142,500 £147,500 £155,625
UK median annual salary £37,500 £100,000 £100,000
% change year-on-year -62.50% - +21.21%

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 3,008 4,408 8,508
As % of all permanent jobs with a WFH option 17.84% 32.87% 28.33%
Number of salaries quoted 2,181 3,291 7,384
10th Percentile £42,500 £40,000 £39,608
25th Percentile £52,400 £51,250 £47,500
Median annual salary (50th Percentile) £67,500 £66,219 £60,000
Median % change year-on-year +1.93% +10.37% -7.69%
75th Percentile £85,000 £85,000 £80,000
90th Percentile £100,000 £110,000 £97,500
UK median annual salary £65,000 £66,100 £60,000
% change year-on-year -1.66% +10.17% -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 19 March 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 11 (61.11%) Apache Airflow
2 5 (27.78%) Apache
3 1 (5.56%) Apache Spark
Cloud Services
1 9 (50.00%) AWS
2 5 (27.78%) dbt
2 5 (27.78%) Snowflake
3 4 (22.22%) Prefect
4 3 (16.67%) Amazon S3
4 3 (16.67%) AWS Lambda
4 3 (16.67%) Azure
4 3 (16.67%) Serverless
5 1 (5.56%) Amazon CloudWatch
5 1 (5.56%) Amazon ECS
5 1 (5.56%) Amazon EKS
5 1 (5.56%) Amazon SageMaker
5 1 (5.56%) Amazon SQS
5 1 (5.56%) AWS CloudFormation
5 1 (5.56%) Dagster
5 1 (5.56%) GCP
5 1 (5.56%) GitHub
5 1 (5.56%) Power Platform
5 1 (5.56%) SaaS
Database & Business Intelligence
1 6 (33.33%) Amazon Athena
2 5 (27.78%) Data Lake
3 4 (22.22%) Apache Arrow
3 4 (22.22%) Apache Iceberg
3 4 (22.22%) Apache Ignite
3 4 (22.22%) Dremio
4 2 (11.11%) Relational Database
5 1 (5.56%) Amazon RDS
5 1 (5.56%) Metadata
5 1 (5.56%) MongoDB
5 1 (5.56%) Power BI
5 1 (5.56%) SQL Server
5 1 (5.56%) SQL Server Reporting Services
5 1 (5.56%) Tableau
Development Applications
1 8 (44.44%) Git
2 1 (5.56%) MLflow
2 1 (5.56%) Team Foundation Server
General
1 9 (50.00%) Finance
2 5 (27.78%) Front Office
3 4 (22.22%) Banking
3 4 (22.22%) Investment Banking
4 2 (11.11%) Analytical Skills
4 2 (11.11%) Public Sector
4 2 (11.11%) Social Skills
5 1 (5.56%) Electronics
5 1 (5.56%) Inclusion and Diversity
5 1 (5.56%) Law
5 1 (5.56%) Manufacturing
5 1 (5.56%) Marketing
5 1 (5.56%) Telecoms
Job Titles
1 9 (50.00%) Developer
2 6 (33.33%) Senior
3 5 (27.78%) Python Developer
3 5 (27.78%) Python Engineer
4 4 (22.22%) AWS Engineer
4 4 (22.22%) AWS Software Engineer
4 4 (22.22%) Java Engineer
4 4 (22.22%) Java Software Engineer
4 4 (22.22%) Python Software Engineer
4 4 (22.22%) Software Engineer
5 2 (11.11%) Full-Stack Developer
5 2 (11.11%) Senior Developer
5 2 (11.11%) Senior Java Engineer
5 2 (11.11%) Senior Java Software Engineer
5 2 (11.11%) Senior Software Engineer
6 1 (5.56%) Data Scientist
6 1 (5.56%) Senior Data Warehouse Specialist
6 1 (5.56%) Senior Python Developer
6 1 (5.56%) Senior Software Developer
6 1 (5.56%) Software Developer
Libraries, Frameworks & Software Standards
1 13 (72.22%) NumPy
2 9 (50.00%) SciPy
3 7 (38.89%) PyTorch
4 6 (33.33%) OpenCV
4 6 (33.33%) TensorFlow
5 4 (22.22%) Google JAX
5 4 (22.22%) gRPC
5 4 (22.22%) JAX
5 4 (22.22%) Protocol Buffers
6 3 (16.67%) scikit-learn
7 2 (11.11%) PySpark
7 2 (11.11%) pytest
7 2 (11.11%) React
8 1 (5.56%) FastAPI
8 1 (5.56%) Hugging Face
8 1 (5.56%) JWT
8 1 (5.56%) Keras
8 1 (5.56%) LangChain
8 1 (5.56%) Next.js
8 1 (5.56%) Playwright
Miscellaneous
1 5 (27.78%) Algorithms
1 5 (27.78%) Hedge funds
2 4 (22.22%) Derivative
2 4 (22.22%) Equities
2 4 (22.22%) Fixed Income
2 4 (22.22%) Foreign Exchange (FX)
2 4 (22.22%) Pricing Data
3 1 (5.56%) Cloud Native
3 1 (5.56%) Reference Data
3 1 (5.56%) Reinsurance
3 1 (5.56%) Semantic Web
Operating Systems
1 4 (22.22%) Linux
Processes & Methodologies
1 9 (50.00%) Software Engineering
2 7 (38.89%) Agile
3 6 (33.33%) Computer Vision
3 6 (33.33%) Data Pipeline
4 5 (27.78%) AI
4 5 (27.78%) Deep Learning
5 4 (22.22%) Asset Management
5 4 (22.22%) Investment Management
5 4 (22.22%) Machine Learning
5 4 (22.22%) Signal Processing
6 3 (16.67%) Analytics
6 3 (16.67%) ETL
6 3 (16.67%) Full-Stack Development
6 3 (16.67%) LLM
6 3 (16.67%) Mentoring
6 3 (16.67%) Validation
7 2 (11.11%) CI/CD
7 2 (11.11%) Code Quality
7 2 (11.11%) Containerisation
7 2 (11.11%) Roadmaps
Programming Languages
1 18 (100.00%) Python
2 7 (38.89%) SQL
3 6 (33.33%) JavaScript
4 4 (22.22%) Java
4 4 (22.22%) TypeScript
5 1 (5.56%) C#
Qualifications
1 7 (38.89%) Degree
2 1 (5.56%) BPSS Clearance
2 1 (5.56%) Computer Science Degree
2 1 (5.56%) DV Cleared
2 1 (5.56%) Master's Degree
2 1 (5.56%) PhD
2 1 (5.56%) SC Cleared
2 1 (5.56%) Security Cleared
Quality Assurance & Compliance
1 2 (11.11%) Data Quality
2 1 (5.56%) Accessibility
2 1 (5.56%) QA
System Software
1 7 (38.89%) Docker
Systems Management
1 2 (11.11%) Kubernetes
2 1 (5.56%) Grafana
2 1 (5.56%) Terraform
Vendors
1 5 (27.78%) Databricks
2 1 (5.56%) SAP