Pandas Jobs with Hybrid/Remote/WFH Options

Pandas
UK > Work from Home

The table below provides summary statistics for permanent remote or hybrid work requiring Pandas skills. It includes a benchmarking guide to the annual salaries offered in vacancies that cited Pandas over the 6 months leading up to 2 May 2025, comparing them to the same period in the previous two years.

6 months to
2 May 2025
Same period 2024 Same period 2023
Rank 204 333 459
Rank change year-on-year +129 +126 +62
Permanent jobs citing Pandas 235 287 223
As % of all permanent jobs with a WFH option 1.57% 0.85% 0.52%
As % of the Libraries, Frameworks & Software Standards category 5.98% 3.20% 1.54%
Number of salaries quoted 157 255 169
10th Percentile £75,750 £68,718 £52,500
25th Percentile £86,525 £90,000 £61,250
Median annual salary (50th Percentile) £107,500 £135,000 £80,294
Median % change year-on-year -20.37% +68.13% +0.37%
75th Percentile £137,500 £148,750 £112,500
90th Percentile £142,250 £165,000 £142,500
UK median annual salary £105,000 £115,000 £82,500
% change year-on-year -8.70% +39.39% +1.54%

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 3,933 8,978 14,466
As % of all permanent jobs with a WFH option 26.28% 26.53% 33.88%
Number of salaries quoted 3,186 7,510 10,860
10th Percentile £40,000 £39,225 £41,250
25th Percentile £51,250 £47,500 £51,000
Median annual salary (50th Percentile) £65,000 £60,000 £65,000
Median % change year-on-year +8.33% -7.69% +4.00%
75th Percentile £86,250 £79,500 £86,250
90th Percentile £115,000 £100,000 £102,500
UK median annual salary £65,000 £60,000 £67,500
% change year-on-year +8.33% -11.11% +8.00%

Pandas
Trend for Jobs with a WFH Option

Job vacancies with remote working options citing Pandas as a proportion of all IT jobs advertised.

Pandas trend for jobs with Hybrid/Remote/WFH options

Pandas
Salary Trend for Jobs with a WFH Option

3-month moving average salary quoted in job vacancies with remote working options citing Pandas.

Pandas salary trend for jobs with a WFH option

Pandas
Salary Histogram for Jobs with a WFH Option

Salary distribution for jobs with remote working options citing Pandas over the 6 months to 2 May 2025.

Pandas salary histogram for jobs with a WFH option

Pandas
Co-occurring Skills and Capabilities with WFH Options by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 141 (60.00%) Apache Airflow
2 90 (38.30%) Apache
3 8 (3.40%) Apache Spark
4 3 (1.28%) Jupyter
Applications
1 9 (3.83%) Microsoft Excel
Cloud Services
1 203 (86.38%) AWS
2 136 (57.87%) dbt
3 115 (48.94%) GCP
4 83 (35.32%) Amazon EKS
5 73 (31.06%) Azure
6 71 (30.21%) Snowflake
7 49 (20.85%) AWS CloudFormation
8 39 (16.60%) Dagster
9 37 (15.74%) Amazon EC2
10 35 (14.89%) Amazon ECS
11 10 (4.26%) Power Platform
12 8 (3.40%) Azure Data Factory
12 8 (3.40%) SaaS
13 5 (2.13%) AWS Lambda
13 5 (2.13%) Cloud Computing
13 5 (2.13%) Serverless
14 4 (1.70%) Vertex AI
15 3 (1.28%) AWS CloudTrail
16 2 (0.85%) Azure Machine Learning
16 2 (0.85%) GitHub
Communications & Networking
1 5 (2.13%) HTTP
Database & Business Intelligence
1 135 (57.45%) Amazon Athena
1 135 (57.45%) Apache Iceberg
1 135 (57.45%) Dremio
2 130 (55.32%) Apache Arrow
3 90 (38.30%) Apache Ignite
4 75 (31.91%) Data Lake
5 49 (20.85%) Elasticsearch
6 41 (17.45%) PostgreSQL
7 11 (4.68%) Data Warehouse
7 11 (4.68%) Tableau
8 10 (4.26%) Big Data
8 10 (4.26%) Power BI
9 8 (3.40%) SQL Server Integration Services
9 8 (3.40%) SQL Server Reporting Services
10 5 (2.13%) NoSQL
11 3 (1.28%) Airbyte
11 3 (1.28%) Metadata
11 3 (1.28%) MySQL
11 3 (1.28%) Qlik Sense
11 3 (1.28%) SQL Server
Development Applications
1 11 (4.68%) Git
2 2 (0.85%) Artifactory
3 1 (0.43%) CircleCI
3 1 (0.43%) Cypress.io
3 1 (0.43%) JIRA
General
1 148 (62.98%) Finance
2 137 (58.30%) Front Office
3 84 (35.74%) Banking
4 70 (29.79%) Investment Banking
5 56 (23.83%) Analytical Skills
6 53 (22.55%) Inclusion and Diversity
7 27 (11.49%) Social Skills
8 3 (1.28%) Law
9 2 (0.85%) Documentation Skills
10 1 (0.43%) Agriculture
10 1 (0.43%) Influencing Skills
10 1 (0.43%) Legal
10 1 (0.43%) Marketing
Job Titles
1 131 (55.74%) Software Engineer
2 130 (55.32%) AWS Engineer
2 130 (55.32%) AWS Software Engineer
3 112 (47.66%) Developer
4 103 (43.83%) Python Engineer
5 95 (40.43%) Python Software Engineer
6 71 (30.21%) Java Engineer
6 71 (30.21%) Java Software Engineer
7 69 (29.36%) Senior
8 60 (25.53%) AWS Developer
8 60 (25.53%) Developer/Software Engineer
9 54 (22.98%) Senior Software Engineer
10 50 (21.28%) Python Developer
11 49 (20.85%) Software Developer
12 48 (20.43%) Senior Java Engineer
12 48 (20.43%) Senior Java Software Engineer
13 13 (5.53%) Data Scientist
13 13 (5.53%) Senior Data Scientist
14 12 (5.11%) Java Developer
14 12 (5.11%) Java Software Developer
Libraries, Frameworks & Software Standards
1 152 (64.68%) NumPy
2 137 (58.30%) SciPy
3 109 (46.38%) Node.js
4 90 (38.30%) gRPC
4 90 (38.30%) Protocol Buffers
5 65 (27.66%) React
6 61 (25.96%) AngularJS
7 60 (25.53%) Vue
8 49 (20.85%) .NET
9 48 (20.43%) PySpark
10 20 (8.51%) Redux
10 20 (8.51%) scikit-learn
11 16 (6.81%) TensorFlow
12 7 (2.98%) PyTorch
13 5 (2.13%) JSON
13 5 (2.13%) Puppeteer
13 5 (2.13%) Scrapy
14 4 (1.70%) Flask
14 4 (1.70%) XGBoost
15 3 (1.28%) Django
Miscellaneous
1 130 (55.32%) Fixed Income
2 102 (43.40%) Equities
2 102 (43.40%) Foreign Exchange (FX)
3 70 (29.79%) Derivative
3 70 (29.79%) Hedge funds
4 49 (20.85%) Cyberattack
5 36 (15.32%) Pricing Data
6 13 (5.53%) Algorithms
7 10 (4.26%) Credit Risk
8 7 (2.98%) Linux Command Line
9 4 (1.70%) Data Structures
9 4 (1.70%) Management Information System
10 3 (1.28%) NHS
11 1 (0.43%) Cloud Native
11 1 (0.43%) Product Ownership
11 1 (0.43%) Reinsurance
11 1 (0.43%) Renewable Energy
Operating Systems
1 59 (25.11%) Linux
2 49 (20.85%) Android
3 5 (2.13%) Windows
4 3 (1.28%) Ubuntu
5 2 (0.85%) VMS
Processes & Methodologies
1 188 (80.00%) Agile
2 187 (79.57%) Software Engineering
3 136 (57.87%) Asset Management
4 101 (42.98%) Investment Management
5 66 (28.09%) Fintech
6 60 (25.53%) Performance Attribution
7 59 (25.11%) Statistics
8 58 (24.68%) Mathematics
9 50 (21.28%) CI/CD
9 50 (21.28%) Containerisation
10 49 (20.85%) Android Development
10 49 (20.85%) Collaborative Working
10 49 (20.85%) Design Patterns
10 49 (20.85%) Kanban
10 49 (20.85%) Line Management
10 49 (20.85%) OO
10 49 (20.85%) OOP
10 49 (20.85%) OWASP
10 49 (20.85%) Secure Coding
11 41 (17.45%) Risk Management
Programming Languages
1 223 (94.89%) Python
2 185 (78.72%) JavaScript
3 136 (57.87%) Java
4 133 (56.60%) TypeScript
5 49 (20.85%) C++
5 49 (20.85%) Go
5 49 (20.85%) Rust
6 31 (13.19%) SQL
7 13 (5.53%) PowerShell
8 10 (4.26%) Bash
9 8 (3.40%) Data Analysis Expressions
10 3 (1.28%) T-SQL
11 2 (0.85%) R
11 2 (0.85%) Shell Script
12 1 (0.43%) VBA
Qualifications
1 49 (20.85%) DV Cleared
1 49 (20.85%) Security Cleared
2 24 (10.21%) Degree
3 14 (5.96%) Master's Degree
4 9 (3.83%) DBS Check
5 7 (2.98%) Computer Science Degree
6 5 (2.13%) PhD
7 3 (1.28%) AWS Certification
Quality Assurance & Compliance
1 6 (2.55%) Data Quality
2 3 (1.28%) Accessibility
3 2 (0.85%) GDPR
System Software
1 56 (23.83%) Docker
2 2 (0.85%) Active Directory
2 2 (0.85%) Virtual Machines
Systems Management
1 53 (22.55%) Kubernetes
2 52 (22.13%) Terraform
3 49 (20.85%) Ansible
4 2 (0.85%) Packer
Vendors
1 10 (4.26%) Databricks
2 5 (2.13%) Microsoft
3 4 (1.70%) Google
4 3 (1.28%) Red Hat