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 6 July 2025, comparing them to the same period in the previous two years.

6 months to
6 Jul 2025
Same period 2024 Same period 2023
Rank 245 188 477
Rank change year-on-year -57 +289 +39
Permanent jobs citing Pandas 253 616 151
As % of all permanent jobs with a WFH option 1.23% 1.81% 0.42%
As % of the Libraries, Frameworks & Software Standards category 4.96% 6.85% 1.28%
Number of salaries quoted 178 563 128
10th Percentile £70,097 £85,000 £52,500
25th Percentile £100,000 £97,500 £67,500
Median annual salary (50th Percentile) £110,000 £135,000 £82,500
Median % change year-on-year -18.52% +63.64% +2.17%
75th Percentile £137,500 £148,750 £120,000
90th Percentile - £165,000 £150,750
UK median annual salary £110,000 £117,500 £80,000
% change year-on-year -6.38% +46.88% -11.11%

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 5,102 8,999 11,831
As % of all permanent jobs with a WFH option 24.73% 26.45% 32.80%
Number of salaries quoted 2,936 7,353 9,326
10th Percentile £37,500 £38,750 £41,250
25th Percentile £51,250 £47,250 £50,500
Median annual salary (50th Percentile) £66,225 £60,000 £65,066
Median % change year-on-year +10.38% -7.79% +4.10%
75th Percentile £86,250 £81,250 £85,000
90th Percentile £115,000 £110,000 £105,000
UK median annual salary £67,500 £60,000 £66,250
% change year-on-year +12.50% -9.43% +2.71%

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 6 July 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
1 158 (62.45%) Apache Airflow
2 75 (29.64%) Apache
3 8 (3.16%) Apache Spark
Applications
1 9 (3.56%) Microsoft Excel
Cloud Services
1 217 (85.77%) AWS
2 155 (61.26%) dbt
3 102 (40.32%) GCP
4 73 (28.85%) Snowflake
5 67 (26.48%) Azure
6 60 (23.72%) Amazon EKS
7 49 (19.37%) AWS CloudFormation
8 14 (5.53%) Amazon EC2
9 12 (4.74%) Amazon ECS
10 11 (4.35%) Dagster
11 10 (3.95%) Power Platform
12 8 (3.16%) Azure Data Factory
12 8 (3.16%) SaaS
13 5 (1.98%) Cloud Computing
14 4 (1.58%) AWS Lambda
14 4 (1.58%) Serverless
15 3 (1.19%) AWS CloudTrail
16 2 (0.79%) Azure Machine Learning
16 2 (0.79%) GitHub
16 2 (0.79%) Vertex AI
Communications & Networking
1 5 (1.98%) HTTP
2 1 (0.40%) FTP
Database & Business Intelligence
1 154 (60.87%) Amazon Athena
1 154 (60.87%) Apache Arrow
1 154 (60.87%) Apache Iceberg
1 154 (60.87%) Dremio
2 81 (32.02%) PostgreSQL
3 75 (29.64%) Apache Ignite
4 71 (28.06%) Data Lake
5 49 (19.37%) Elasticsearch
6 10 (3.95%) Data Warehouse
6 10 (3.95%) Power BI
6 10 (3.95%) Tableau
7 8 (3.16%) Big Data
7 8 (3.16%) SQL Server Integration Services
7 8 (3.16%) SQL Server Reporting Services
8 7 (2.77%) NoSQL
9 3 (1.19%) MySQL
10 2 (0.79%) Data Mining
10 2 (0.79%) MongoDB
10 2 (0.79%) Relational Database
10 2 (0.79%) SQL Server
Development Applications
1 14 (5.53%) Git
2 2 (0.79%) Artifactory
3 1 (0.40%) CircleCI
3 1 (0.40%) Cypress.io
3 1 (0.40%) JIRA
General
1 169 (66.80%) Finance
2 157 (62.06%) Front Office
3 73 (28.85%) Banking
4 71 (28.06%) Investment Banking
5 55 (21.74%) Inclusion and Diversity
6 53 (20.95%) Analytical Skills
7 24 (9.49%) Social Skills
8 5 (1.98%) Law
9 3 (1.19%) Marketing
9 3 (1.19%) Retail
10 2 (0.79%) Documentation Skills
10 2 (0.79%) Legal
Job Titles
1 154 (60.87%) AWS Engineer
1 154 (60.87%) AWS Software Engineer
1 154 (60.87%) Software Engineer
2 140 (55.34%) Developer
3 122 (48.22%) Python Engineer
4 119 (47.04%) Python Software Engineer
5 95 (37.55%) Java Engineer
5 95 (37.55%) Java Software Engineer
6 83 (32.81%) AWS Developer
6 83 (32.81%) Developer/Software Engineer
7 79 (31.23%) Senior
8 66 (26.09%) Senior Java Engineer
8 66 (26.09%) Senior Java Software Engineer
8 66 (26.09%) Senior Software Engineer
9 65 (25.69%) Python Developer
10 49 (19.37%) Software Developer
11 24 (9.49%) Java Developer
11 24 (9.49%) Java Software Developer
12 14 (5.53%) Data Scientist
13 11 (4.35%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 164 (64.82%) NumPy
2 155 (61.26%) SciPy
3 132 (52.17%) Node.js
4 92 (36.36%) React
5 85 (33.60%) AngularJS
6 84 (33.20%) Vue
7 75 (29.64%) gRPC
7 75 (29.64%) Protocol Buffers
8 49 (19.37%) .NET
9 20 (7.91%) PySpark
10 16 (6.32%) scikit-learn
11 14 (5.53%) TensorFlow
12 5 (1.98%) JSON
12 5 (1.98%) Puppeteer
12 5 (1.98%) Scrapy
12 5 (1.98%) XGBoost
13 4 (1.58%) Flask
13 4 (1.58%) pytest
13 4 (1.58%) Redux
14 3 (1.19%) Django
Miscellaneous
1 154 (60.87%) Fixed Income
2 142 (56.13%) Equities
2 142 (56.13%) Foreign Exchange (FX)
3 73 (28.85%) Hedge funds
4 71 (28.06%) Derivative
5 60 (23.72%) Pricing Data
6 49 (19.37%) Cyberattack
7 10 (3.95%) Algorithms
8 9 (3.56%) Credit Risk
9 7 (2.77%) Linux Command Line
10 3 (1.19%) Reinsurance
11 2 (0.79%) Data Structures
12 1 (0.40%) AI Agents
12 1 (0.40%) Blog
12 1 (0.40%) Cloud Native
12 1 (0.40%) Greenfield Project
12 1 (0.40%) Management Information System
12 1 (0.40%) Renewable Energy
Operating Systems
1 57 (22.53%) Linux
2 49 (19.37%) Android
3 2 (0.79%) VMS
3 2 (0.79%) Windows
Processes & Methodologies
1 213 (84.19%) Agile
2 209 (82.61%) Software Engineering
3 156 (61.66%) Asset Management
4 143 (56.52%) Investment Management
5 84 (33.20%) Fintech
6 83 (32.81%) Performance Attribution
7 82 (32.41%) Risk Management
8 79 (31.23%) Order Management
9 65 (25.69%) Statistics
10 62 (24.51%) Mathematics
11 53 (20.95%) CI/CD
12 51 (20.16%) OO
13 50 (19.76%) Containerisation
13 50 (19.76%) Kanban
14 49 (19.37%) Android Development
14 49 (19.37%) Collaborative Working
14 49 (19.37%) Design Patterns
14 49 (19.37%) OOP
14 49 (19.37%) OWASP
14 49 (19.37%) Secure Coding
Programming Languages
1 229 (90.51%) Python
2 214 (84.58%) JavaScript
3 157 (62.06%) TypeScript
4 145 (57.31%) Java
5 50 (19.76%) C++
6 49 (19.37%) Go
6 49 (19.37%) Rust
7 33 (13.04%) SQL
8 10 (3.95%) Bash
8 10 (3.95%) PowerShell
9 8 (3.16%) Data Analysis Expressions
10 2 (0.79%) Shell Script
11 1 (0.40%) Clojure
11 1 (0.40%) Groovy
11 1 (0.40%) Julia
11 1 (0.40%) PHP
11 1 (0.40%) R
11 1 (0.40%) Scala
11 1 (0.40%) VBA
Qualifications
1 49 (19.37%) DV Cleared
1 49 (19.37%) Security Cleared
2 20 (7.91%) Degree
3 11 (4.35%) Master's Degree
4 9 (3.56%) DBS Check
5 7 (2.77%) Computer Science Degree
6 3 (1.19%) Postgraduate
7 1 (0.40%) PhD
Quality Assurance & Compliance
1 4 (1.58%) Data Quality
2 3 (1.19%) Accessibility
2 3 (1.19%) GDPR
3 1 (0.40%) MiFID
3 1 (0.40%) QA
System Software
1 56 (22.13%) Docker
2 2 (0.79%) Active Directory
2 2 (0.79%) Virtual Machines
Systems Management
1 53 (20.95%) Terraform
2 51 (20.16%) Kubernetes
3 49 (19.37%) Ansible
4 2 (0.79%) Packer
Vendors
1 11 (4.35%) Databricks
2 4 (1.58%) Microsoft
3 2 (0.79%) Bloomberg
4 1 (0.40%) Cloudera
4 1 (0.40%) Google
4 1 (0.40%) Reuters