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

6 months to
15 Mar 2026
Same period 2025 Same period 2024
Rank 352 246 386
Rank change year-on-year -106 +140 +89
Permanent jobs citing Pandas 20 179 176
As % of all permanent jobs with remote/hybrid work options 0.12% 1.29% 0.59%
As % of the Libraries, Frameworks & Software Standards category 0.66% 3.93% 2.07%
Number of salaries quoted 16 147 160
10th Percentile £45,000 £70,097 £55,000
25th Percentile £47,813 £80,000 £88,637
Median annual salary (50th Percentile) £85,000 £105,000 £125,000
Median % change year-on-year -19.05% -16.00% +61.29%
75th Percentile £135,625 £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 3,029 4,550 8,489
As % of all permanent jobs with a WFH option 17.96% 32.80% 28.34%
Number of salaries quoted 2,201 3,321 7,370
10th Percentile £42,500 £41,250 £39,658
25th Percentile £52,400 £51,250 £47,500
Median annual salary (50th Percentile) £67,500 £66,225 £60,000
Median % change year-on-year +1.93% +10.38% -7.69%
75th Percentile £85,000 £85,000 £80,000
90th Percentile £100,000 £110,000 £97,500
UK median annual salary £65,000 £66,200 £60,000
% change year-on-year -1.81% +10.33% -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 15 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 14 (70.00%) Apache Airflow
2 6 (30.00%) Apache
3 1 (5.00%) Apache Spark
Cloud Services
1 11 (55.00%) AWS
2 8 (40.00%) dbt
3 6 (30.00%) Snowflake
4 4 (20.00%) Prefect
5 3 (15.00%) Azure
5 3 (15.00%) GCP
6 2 (10.00%) Amazon S3
6 2 (10.00%) AWS Lambda
6 2 (10.00%) Serverless
7 1 (5.00%) Amazon CloudWatch
7 1 (5.00%) Amazon ECS
7 1 (5.00%) Amazon EKS
7 1 (5.00%) Amazon SQS
7 1 (5.00%) AWS CloudFormation
7 1 (5.00%) Dagster
7 1 (5.00%) GitHub
7 1 (5.00%) Power Platform
7 1 (5.00%) SaaS
Database & Business Intelligence
1 8 (40.00%) Amazon Athena
2 7 (35.00%) Apache Arrow
2 7 (35.00%) Apache Iceberg
2 7 (35.00%) Dremio
3 6 (30.00%) Data Lake
4 5 (25.00%) Apache Ignite
5 2 (10.00%) PostgreSQL
5 2 (10.00%) Relational Database
6 1 (5.00%) Amazon RDS
6 1 (5.00%) Metadata
6 1 (5.00%) MongoDB
6 1 (5.00%) Power BI
6 1 (5.00%) SQL Server
6 1 (5.00%) SQL Server Reporting Services
6 1 (5.00%) Tableau
Development Applications
1 8 (40.00%) Git
2 1 (5.00%) MLflow
2 1 (5.00%) Team Foundation Server
General
1 11 (55.00%) Finance
2 8 (40.00%) Front Office
3 5 (25.00%) Banking
3 5 (25.00%) Investment Banking
4 2 (10.00%) Public Sector
4 2 (10.00%) Social Skills
5 1 (5.00%) Analytical Skills
5 1 (5.00%) Electronics
5 1 (5.00%) Inclusion and Diversity
5 1 (5.00%) Law
5 1 (5.00%) Manufacturing
5 1 (5.00%) Marketing
5 1 (5.00%) Telecoms
Job Titles
1 11 (55.00%) Developer
2 8 (40.00%) Python Engineer
3 7 (35.00%) AWS Engineer
3 7 (35.00%) AWS Software Engineer
3 7 (35.00%) Python Developer
3 7 (35.00%) Python Software Engineer
3 7 (35.00%) Senior
3 7 (35.00%) Software Engineer
4 5 (25.00%) Java Engineer
4 5 (25.00%) Java Software Engineer
5 3 (15.00%) Senior Java Engineer
5 3 (15.00%) Senior Java Software Engineer
5 3 (15.00%) Senior Software Engineer
6 2 (10.00%) AWS Developer
6 2 (10.00%) Developer/Software Engineer
6 2 (10.00%) Full-Stack Developer
6 2 (10.00%) Senior Developer
7 1 (5.00%) Artificial Intelligence Specialist
7 1 (5.00%) Data Engineer
7 1 (5.00%) Machine Learning Engineer
Libraries, Frameworks & Software Standards
1 15 (75.00%) NumPy
2 12 (60.00%) SciPy
3 7 (35.00%) PyTorch
4 6 (30.00%) OpenCV
4 6 (30.00%) TensorFlow
5 5 (25.00%) gRPC
5 5 (25.00%) Protocol Buffers
6 4 (20.00%) Google JAX
6 4 (20.00%) JAX
6 4 (20.00%) React
7 2 (10.00%) AngularJS
7 2 (10.00%) Node.js
7 2 (10.00%) PySpark
7 2 (10.00%) pytest
7 2 (10.00%) scikit-learn
7 2 (10.00%) Vue
8 1 (5.00%) JWT
8 1 (5.00%) Keras
8 1 (5.00%) Next.js
8 1 (5.00%) Playwright
Miscellaneous
1 7 (35.00%) Equities
1 7 (35.00%) Fixed Income
1 7 (35.00%) Foreign Exchange (FX)
2 6 (30.00%) Hedge funds
3 5 (25.00%) Algorithms
3 5 (25.00%) Derivative
3 5 (25.00%) Pricing Data
4 1 (5.00%) Cloud Native
4 1 (5.00%) Reference Data
4 1 (5.00%) Reinsurance
4 1 (5.00%) Semantic Web
Operating Systems
1 4 (20.00%) Linux
Processes & Methodologies
1 12 (60.00%) Software Engineering
2 10 (50.00%) Agile
3 7 (35.00%) Asset Management
3 7 (35.00%) Investment Management
4 6 (30.00%) Computer Vision
4 6 (30.00%) Data Pipeline
5 5 (25.00%) AI
5 5 (25.00%) Deep Learning
6 4 (20.00%) Signal Processing
7 3 (15.00%) Analytics
7 3 (15.00%) ETL
7 3 (15.00%) Full-Stack Development
7 3 (15.00%) LLM
7 3 (15.00%) Machine Learning
7 3 (15.00%) Risk Management
7 3 (15.00%) Validation
8 2 (10.00%) CI/CD
8 2 (10.00%) Code Quality
8 2 (10.00%) Containerisation
8 2 (10.00%) Roadmaps
Programming Languages
1 20 (100.00%) Python
2 9 (45.00%) JavaScript
3 7 (35.00%) TypeScript
4 6 (30.00%) SQL
5 5 (25.00%) Java
6 1 (5.00%) C#
Qualifications
1 7 (35.00%) Degree
2 1 (5.00%) BPSS Clearance
2 1 (5.00%) Computer Science Degree
2 1 (5.00%) DV Cleared
2 1 (5.00%) Master's Degree
2 1 (5.00%) PhD
2 1 (5.00%) SC Cleared
2 1 (5.00%) Security Cleared
Quality Assurance & Compliance
1 2 (10.00%) Data Quality
2 1 (5.00%) Accessibility
2 1 (5.00%) QA
System Software
1 7 (35.00%) Docker
Systems Management
1 2 (10.00%) Kubernetes
2 1 (5.00%) Grafana
2 1 (5.00%) Terraform
Vendors
1 5 (25.00%) Databricks
2 1 (5.00%) SAP