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 17 December 2025, with comparisons to the same periods in the previous two years.

6 months to
17 Dec 2025
Same period 2024 Same period 2023
Rank 261 170 370
Rank change year-on-year -91 +200 +144
Permanent jobs citing Pandas 107 350 114
As % of all permanent jobs with remote/hybrid work options 0.70% 1.99% 0.58%
As % of the Libraries, Frameworks & Software Standards category 3.88% 6.46% 1.88%
Number of salaries quoted 103 333 95
10th Percentile £42,500 £77,500 £55,250
25th Percentile £100,000 £85,000 £87,500
Median annual salary (50th Percentile) £110,000 £110,000 £125,000
Median % change year-on-year - -12.00% +66.67%
75th Percentile £137,500 £147,500 £143,750
90th Percentile - £148,750 £155,000
UK median annual salary £110,000 £107,500 £92,500
% change year-on-year +2.33% +16.22% +15.63%

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 2,759 5,416 6,051
As % of all permanent jobs with a WFH option 17.97% 30.77% 30.64%
Number of salaries quoted 2,207 3,578 5,136
10th Percentile £40,000 £41,250 £41,250
25th Percentile £50,750 £50,000 £51,250
Median annual salary (50th Percentile) £67,500 £67,500 £65,000
Median % change year-on-year - +3.85% -
75th Percentile £86,250 £85,000 £85,000
90th Percentile £115,500 £115,000 £102,500
UK median annual salary £67,500 £65,000 £65,066
% change year-on-year +3.85% -0.10% +0.10%

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 17 December 2025.

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 85 (79.44%) Apache Airflow
2 45 (42.06%) Apache
3 3 (2.80%) Apache Spark
Business Applications
1 4 (3.74%) Dynamics CRM
Cloud Services
1 91 (85.05%) AWS
2 86 (80.37%) dbt
3 51 (47.66%) Snowflake
4 44 (41.12%) GCP
5 11 (10.28%) Azure
5 11 (10.28%) Power Platform
6 5 (4.67%) GitHub
7 4 (3.74%) Amazon SageMaker
7 4 (3.74%) Azure DevOps
7 4 (3.74%) Azure Machine Learning
7 4 (3.74%) Dynamics 365
7 4 (3.74%) Fivetran
7 4 (3.74%) GitHub Actions
7 4 (3.74%) Google Data Studio
7 4 (3.74%) SaaS
8 1 (0.93%) Amazon S3
8 1 (0.93%) AWS Lambda
8 1 (0.93%) Google Analytics
8 1 (0.93%) Serverless
Database & Business Intelligence
1 81 (75.70%) Amazon Athena
2 80 (74.77%) Apache Arrow
2 80 (74.77%) Apache Iceberg
2 80 (74.77%) Dremio
3 47 (43.93%) Data Lake
4 45 (42.06%) Apache Ignite
5 35 (32.71%) PostgreSQL
6 11 (10.28%) Power BI
7 8 (7.48%) Tableau
8 5 (4.67%) Data Warehouse
8 5 (4.67%) Relational Database
8 5 (4.67%) SQL Server
9 4 (3.74%) Amazon Redshift
9 4 (3.74%) BigQuery
9 4 (3.74%) Looker
10 2 (1.87%) Data Mining
10 2 (1.87%) Metadata
11 1 (0.93%) MongoDB
11 1 (0.93%) NoSQL
11 1 (0.93%) SQL Server Reporting Services
Development Applications
1 11 (10.28%) Git
2 1 (0.93%) Team Foundation Server
General
1 96 (89.72%) Finance
2 81 (75.70%) Front Office
3 45 (42.06%) Banking
3 45 (42.06%) Investment Banking
4 12 (11.21%) Social Skills
5 10 (9.35%) Marketing
6 8 (7.48%) Retail
7 7 (6.54%) Analytical Skills
8 2 (1.87%) Electronics
8 2 (1.87%) Manufacturing
8 2 (1.87%) Public Sector
8 2 (1.87%) Telecoms
Job Titles
1 81 (75.70%) Python Engineer
2 80 (74.77%) AWS Engineer
2 80 (74.77%) AWS Software Engineer
2 80 (74.77%) Python Software Engineer
2 80 (74.77%) Software Engineer
3 47 (43.93%) Senior
4 45 (42.06%) Java Engineer
4 45 (42.06%) Java Software Engineer
5 43 (40.19%) Senior Java Engineer
5 43 (40.19%) Senior Java Software Engineer
5 43 (40.19%) Senior Software Engineer
6 39 (36.45%) Developer
7 35 (32.71%) AWS Developer
7 35 (32.71%) Developer/Software Engineer
7 35 (32.71%) Python Developer
8 9 (8.41%) Data Scientist
9 8 (7.48%) Analyst
10 4 (3.74%) Business Intelligence Analyst
11 3 (2.80%) Data Analyst
12 2 (1.87%) Data Engineer
Libraries, Frameworks & Software Standards
1 90 (84.11%) NumPy
2 80 (74.77%) SciPy
3 45 (42.06%) gRPC
3 45 (42.06%) Protocol Buffers
4 35 (32.71%) AngularJS
4 35 (32.71%) Node.js
4 35 (32.71%) React
4 35 (32.71%) Vue
5 13 (12.15%) scikit-learn
6 6 (5.61%) PySpark
6 6 (5.61%) TensorFlow
7 5 (4.67%) Hugging Face
7 5 (4.67%) PyTorch
8 3 (2.80%) pytest
8 3 (2.80%) XGBoost
9 2 (1.87%) JSON
9 2 (1.87%) XML
10 1 (0.93%) .NET
10 1 (0.93%) ASP.NET
10 1 (0.93%) HTML
Miscellaneous
1 80 (74.77%) Equities
1 80 (74.77%) Fixed Income
1 80 (74.77%) Foreign Exchange (FX)
2 46 (42.99%) Hedge funds
3 45 (42.06%) Derivative
3 45 (42.06%) Pricing Data
4 4 (3.74%) Reinsurance
5 2 (1.87%) Legacy Systems
5 2 (1.87%) Reference Data
5 2 (1.87%) Semantic Web
6 1 (0.93%) Self-Motivation
Processes & Methodologies
1 86 (80.37%) Software Engineering
2 84 (78.50%) Agile
3 81 (75.70%) Asset Management
4 80 (74.77%) Investment Management
5 36 (33.64%) Fintech
5 36 (33.64%) Risk Management
6 35 (32.71%) Order Management
6 35 (32.71%) Performance Attribution
7 14 (13.08%) Data Science
7 14 (13.08%) Machine Learning
8 13 (12.15%) Analytics
9 12 (11.21%) Business Intelligence
10 11 (10.28%) AI
11 10 (9.35%) Data Pipeline
11 10 (9.35%) ETL
12 8 (7.48%) LLM
13 7 (6.54%) Actionable Insight
13 7 (6.54%) DevOps
13 7 (6.54%) Problem-Solving
13 7 (6.54%) Statistical Modelling
Programming Languages
1 107 (100.00%) Python
2 81 (75.70%) JavaScript
3 80 (74.77%) TypeScript
4 45 (42.06%) Java
5 27 (25.23%) SQL
6 4 (3.74%) Data Analysis Expressions
7 1 (0.93%) C#
7 1 (0.93%) R
Qualifications
1 6 (5.61%) Degree
2 2 (1.87%) Computer Science Degree
2 2 (1.87%) Master's Degree
2 2 (1.87%) Postgraduate
2 2 (1.87%) SC Cleared
2 2 (1.87%) Security Cleared
3 1 (0.93%) BPSS Clearance
3 1 (0.93%) DV Cleared
3 1 (0.93%) PhD
Quality Assurance & Compliance
1 8 (7.48%) Data Quality
2 2 (1.87%) QA
System Software
1 2 (1.87%) Docker
Systems Management
1 1 (0.93%) Kubernetes
Vendors
1 5 (4.67%) Databricks
1 5 (4.67%) Google
2 4 (3.74%) Alteryx
2 4 (3.74%) HubSpot
2 4 (3.74%) OpenAI
2 4 (3.74%) Salesforce
2 4 (3.74%) Talend
2 4 (3.74%) Zoho
3 2 (1.87%) Microsoft
3 2 (1.87%) SAP
4 1 (0.93%) Amplitude
4 1 (0.93%) Bloomberg
4 1 (0.93%) Cloudera