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 16 October 2025, with comparisons to the same periods in the previous two years.

6 months to
16 Oct 2025
Same period 2024 Same period 2023
Rank 211 107 409
Rank change year-on-year -104 +302 +116
Permanent jobs citing Pandas 228 596 89
As % of all permanent jobs with remote/hybrid work options 1.39% 2.88% 0.38%
As % of the Libraries, Frameworks & Software Standards category 6.59% 9.88% 1.22%
Number of salaries quoted 185 551 83
10th Percentile £52,500 £77,500 £52,500
25th Percentile £100,000 £85,000 £67,500
Median annual salary (50th Percentile) £130,000 £115,000 £100,000
Median % change year-on-year +13.04% +15.00% +23.84%
75th Percentile £137,500 £148,750 £132,500
90th Percentile - £165,000 £155,000
UK median annual salary £110,000 £115,000 £80,000
% change year-on-year -4.35% +43.75% -5.88%

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 3,461 6,032 7,322
As % of all permanent jobs with a WFH option 21.08% 29.19% 31.52%
Number of salaries quoted 2,217 4,062 6,273
10th Percentile £38,750 £40,000 £42,500
25th Percentile £51,250 £48,750 £51,250
Median annual salary (50th Percentile) £67,500 £65,000 £65,000
Median % change year-on-year +3.85% - -
75th Percentile £87,500 £87,500 £84,375
90th Percentile £122,500 £122,500 £102,500
UK median annual salary £67,500 £65,000 £65,351
% change year-on-year +3.85% -0.54% +0.54%

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 16 October 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
1 162 (71.05%) Apache Airflow
2 77 (33.77%) Apache
3 2 (0.88%) Apache Spark
Business Applications
1 4 (1.75%) Dynamics CRM
Cloud Services
1 207 (90.79%) AWS
2 164 (71.93%) dbt
3 89 (39.04%) GCP
4 83 (36.40%) Snowflake
5 52 (22.81%) Azure
6 39 (17.11%) Amazon EKS
6 39 (17.11%) AWS CloudFormation
7 10 (4.39%) Power Platform
8 5 (2.19%) SaaS
9 4 (1.75%) Amazon SageMaker
9 4 (1.75%) Azure DevOps
9 4 (1.75%) Azure Machine Learning
9 4 (1.75%) Dynamics 365
9 4 (1.75%) Fivetran
9 4 (1.75%) GitHub
9 4 (1.75%) GitHub Actions
9 4 (1.75%) Google Data Studio
10 1 (0.44%) Google Analytics
Communications & Networking
1 1 (0.44%) FTP
Database & Business Intelligence
1 158 (69.30%) Amazon Athena
2 157 (68.86%) Apache Arrow
2 157 (68.86%) Apache Iceberg
2 157 (68.86%) Dremio
3 81 (35.53%) PostgreSQL
4 78 (34.21%) Data Lake
5 77 (33.77%) Apache Ignite
6 39 (17.11%) Elasticsearch
7 10 (4.39%) Power BI
8 7 (3.07%) Data Warehouse
8 7 (3.07%) Tableau
9 6 (2.63%) SQL Server
10 5 (2.19%) Relational Database
11 4 (1.75%) Amazon Redshift
11 4 (1.75%) BigQuery
11 4 (1.75%) Looker
12 3 (1.32%) MongoDB
12 3 (1.32%) NoSQL
13 2 (0.88%) Data Mining
14 1 (0.44%) Neo4j
Development Applications
1 12 (5.26%) Git
General
1 177 (77.63%) Finance
2 159 (69.74%) Front Office
3 77 (33.77%) Banking
3 77 (33.77%) Investment Banking
4 46 (20.18%) Analytical Skills
5 41 (17.98%) Inclusion and Diversity
6 13 (5.70%) Social Skills
7 9 (3.95%) Marketing
7 9 (3.95%) Retail
8 2 (0.88%) Law
9 1 (0.44%) Electronics
9 1 (0.44%) Legal
9 1 (0.44%) Manufacturing
9 1 (0.44%) Public Sector
9 1 (0.44%) Telecoms
Job Titles
1 157 (68.86%) AWS Engineer
1 157 (68.86%) AWS Software Engineer
1 157 (68.86%) Software Engineer
2 139 (60.96%) Python Engineer
2 139 (60.96%) Python Software Engineer
3 127 (55.70%) Developer
4 95 (41.67%) Java Engineer
4 95 (41.67%) Java Software Engineer
5 80 (35.09%) AWS Developer
5 80 (35.09%) Developer/Software Engineer
6 77 (33.77%) Senior
7 75 (32.89%) Senior Java Engineer
7 75 (32.89%) Senior Java Software Engineer
7 75 (32.89%) Senior Software Engineer
8 67 (29.39%) Python Developer
9 39 (17.11%) Software Developer
10 18 (7.89%) Java Developer
10 18 (7.89%) Java Software Developer
11 10 (4.39%) Data Scientist
12 8 (3.51%) Analyst
Libraries, Frameworks & Software Standards
1 171 (75.00%) NumPy
2 157 (68.86%) SciPy
3 119 (52.19%) Node.js
4 84 (36.84%) React
5 81 (35.53%) AngularJS
5 81 (35.53%) Vue
6 77 (33.77%) gRPC
6 77 (33.77%) Protocol Buffers
7 39 (17.11%) .NET
8 14 (6.14%) scikit-learn
9 7 (3.07%) TensorFlow
10 6 (2.63%) Hugging Face
11 5 (2.19%) PyTorch
12 4 (1.75%) PySpark
12 4 (1.75%) XGBoost
13 3 (1.32%) CSS
13 3 (1.32%) pytest
14 2 (0.88%) HTML
15 1 (0.44%) Matplotlib
15 1 (0.44%) XML
Miscellaneous
1 157 (68.86%) Equities
1 157 (68.86%) Fixed Income
1 157 (68.86%) Foreign Exchange (FX)
2 79 (34.65%) Hedge funds
3 77 (33.77%) Derivative
3 77 (33.77%) Pricing Data
4 39 (17.11%) Cyberattack
5 6 (2.63%) Reinsurance
6 2 (0.88%) Legacy Systems
7 1 (0.44%) AI Agents
7 1 (0.44%) Blog
7 1 (0.44%) Greenfield Project
7 1 (0.44%) Reference Data
7 1 (0.44%) Self-Motivation
7 1 (0.44%) Semantic Web
Operating Systems
1 40 (17.54%) Linux
2 39 (17.11%) Android
Processes & Methodologies
1 204 (89.47%) Software Engineering
2 203 (89.04%) Agile
3 159 (69.74%) Asset Management
4 157 (68.86%) Investment Management
5 82 (35.96%) Risk Management
6 81 (35.53%) Fintech
7 80 (35.09%) Order Management
7 80 (35.09%) Performance Attribution
8 46 (20.18%) Statistics
9 45 (19.74%) Mathematics
10 43 (18.86%) CI/CD
11 41 (17.98%) OO
12 40 (17.54%) Containerisation
12 40 (17.54%) Kanban
13 39 (17.11%) Collaborative Working
13 39 (17.11%) Design Patterns
13 39 (17.11%) Line Management
13 39 (17.11%) OOP
13 39 (17.11%) OWASP
13 39 (17.11%) Secure Coding
Programming Languages
1 210 (92.11%) Python
2 201 (88.16%) JavaScript
3 157 (68.86%) TypeScript
4 135 (59.21%) Java
5 40 (17.54%) C++
6 39 (17.11%) Go
6 39 (17.11%) Rust
7 26 (11.40%) SQL
8 4 (1.75%) Data Analysis Expressions
9 2 (0.88%) R
10 1 (0.44%) Clojure
10 1 (0.44%) Groovy
10 1 (0.44%) Julia
10 1 (0.44%) PHP
10 1 (0.44%) Scala
Qualifications
1 40 (17.54%) Security Cleared
2 39 (17.11%) DV Cleared
3 7 (3.07%) Degree
4 3 (1.32%) Master's Degree
4 3 (1.32%) Postgraduate
5 1 (0.44%) Computer Science Degree
5 1 (0.44%) PhD
5 1 (0.44%) SC Cleared
Quality Assurance & Compliance
1 7 (3.07%) Data Quality
2 2 (0.88%) QA
3 1 (0.44%) GDPR
3 1 (0.44%) MiFID
System Software
1 41 (17.98%) Docker
Systems Management
1 40 (17.54%) Terraform
2 39 (17.11%) Ansible
2 39 (17.11%) Kubernetes
Vendors
1 6 (2.63%) Google
2 5 (2.19%) Databricks
3 4 (1.75%) Alteryx
3 4 (1.75%) HubSpot
3 4 (1.75%) Microsoft
3 4 (1.75%) OpenAI
3 4 (1.75%) Salesforce
3 4 (1.75%) Talend
3 4 (1.75%) Zoho
4 2 (0.88%) Bloomberg
5 1 (0.44%) Amplitude
5 1 (0.44%) Cloudera
5 1 (0.44%) Reuters
5 1 (0.44%) SAP