Pandas
UK

The table below provides summary statistics for permanent job vacancies 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 17 May 2025, comparing them to the same period in the previous two years.

6 months to
17 May 2025
Same period 2024 Same period 2023
Rank 434 451 598
Rank change year-on-year +17 +147 -32
Permanent jobs citing Pandas 316 539 400
As % of all permanent jobs advertised in the UK 0.57% 0.54% 0.40%
As % of the Libraries, Frameworks & Software Standards category 3.30% 2.56% 1.33%
Number of salaries quoted 213 392 293
10th Percentile £58,000 £60,000 £47,500
25th Percentile £80,000 £83,000 £63,750
Median annual salary (50th Percentile) £105,000 £115,000 £85,000
Median % change year-on-year -8.70% +35.29% -
75th Percentile £135,000 £148,750 £110,000
90th Percentile £137,500 £165,000 £140,000
UK excluding London median annual salary £65,000 £70,576 £63,750
% change year-on-year -7.90% +10.71% -1.92%

All Software Libraries and Frameworks
UK

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 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 9,587 21,081 30,001
As % of all permanent jobs advertised in the UK 17.17% 21.15% 30.12%
Number of salaries quoted 6,246 15,744 18,501
10th Percentile £38,000 £36,250 £40,588
25th Percentile £50,750 £45,000 £50,000
Median annual salary (50th Percentile) £65,000 £60,000 £67,500
Median % change year-on-year +8.33% -11.11% +5.88%
75th Percentile £87,375 £78,750 £87,500
90th Percentile £111,250 £100,000 £106,250
UK excluding London median annual salary £60,000 £55,000 £57,500
% change year-on-year +9.09% -4.35% +4.55%

Pandas
Job Vacancy Trend

Job postings citing Pandas as a proportion of all IT jobs advertised.

Job vacancy trend for Pandas in the UK

Pandas
Salary Trend

3-month moving average salary quoted in jobs citing Pandas.

Salary trend for Pandas in the UK

Pandas
Salary Histogram

Salary distribution for jobs citing Pandas over the 6 months to 17 May 2025.

Salary histogram for Pandas in the UK

Pandas
Top 14 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the UK over the 6 months to 17 May 2025. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
England +28 315 £105,000 -8.70% 272
London +9 244 £107,500 -18.87% 151
Work from Home +32 230 £107,500 -20.37% 104
UK excluding London +121 71 £65,000 -7.90% 173
South East +113 35 £52,500 -33.33% 69
East of England +61 16 - - 14
South West +91 9 £71,991 +10.76% 30
Midlands +56 7 £35,000 -52.05% 22
West Midlands +54 6 £35,000 -52.05% 15
North of England +33 3 £90,000 +27.52% 27
North West -2 2 £90,000 +71.43% 13
Yorkshire +55 1 £98,562 +26.71% 11
Scotland +51 1 - - 11
East Midlands +17 1 - - 6

Pandas
Co-occurring Skills and Capabilities 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
1 161 (50.95%) Apache Airflow
2 82 (25.95%) Apache
3 10 (3.16%) Apache Spark
4 5 (1.58%) Jupyter
Applications
1 9 (2.85%) Microsoft Excel
2 5 (1.58%) InDesign
Cloud Services
1 229 (72.47%) AWS
2 151 (47.78%) dbt
3 131 (41.46%) GCP
4 105 (33.23%) Azure
5 75 (23.73%) Amazon EKS
6 70 (22.15%) Snowflake
7 50 (15.82%) AWS CloudFormation
8 43 (13.61%) Dagster
9 29 (9.18%) Amazon EC2
10 28 (8.86%) Amazon ECS
11 16 (5.06%) SaaS
12 9 (2.85%) Power Platform
13 8 (2.53%) Azure Data Factory
13 8 (2.53%) Serverless
14 7 (2.22%) AWS Lambda
14 7 (2.22%) Cloud Computing
15 5 (1.58%) Amazon S3
16 4 (1.27%) GitHub
16 4 (1.27%) GitHub Actions
16 4 (1.27%) Vertex AI
Communications & Networking
1 5 (1.58%) HTTP
Database & Business Intelligence
1 147 (46.52%) Amazon Athena
1 147 (46.52%) Apache Iceberg
1 147 (46.52%) Dremio
2 130 (41.14%) Apache Arrow
3 80 (25.32%) Apache Ignite
4 71 (22.47%) Data Lake
5 54 (17.09%) PostgreSQL
6 49 (15.51%) Elasticsearch
7 15 (4.75%) Big Data
8 12 (3.80%) NoSQL
9 11 (3.48%) Data Warehouse
10 10 (3.16%) Tableau
11 9 (2.85%) Power BI
12 8 (2.53%) SQL Server Integration Services
12 8 (2.53%) SQL Server Reporting Services
13 7 (2.22%) Relational Database
14 3 (0.95%) MySQL
14 3 (0.95%) SQL Server
15 2 (0.63%) Hadoop
15 2 (0.63%) Qlik Sense
Development Applications
1 29 (9.18%) Git
2 2 (0.63%) Artifactory
2 2 (0.63%) Atlassian Bamboo
2 2 (0.63%) Bitbucket
2 2 (0.63%) Jenkins
2 2 (0.63%) JMeter
2 2 (0.63%) LoadRunner
2 2 (0.63%) MLflow
2 2 (0.63%) NeoLoad
2 2 (0.63%) REST Assured
2 2 (0.63%) Selenium
2 2 (0.63%) WebDriver
3 1 (0.32%) CircleCI
3 1 (0.32%) Cypress.io
3 1 (0.32%) GitLab
3 1 (0.32%) JIRA
General
1 183 (57.91%) Finance
2 149 (47.15%) Front Office
3 88 (27.85%) Banking
4 73 (23.10%) Analytical Skills
5 64 (20.25%) Investment Banking
6 55 (17.41%) Inclusion and Diversity
7 45 (14.24%) Social Skills
8 4 (1.27%) Law
9 3 (0.95%) Influencing Skills
10 2 (0.63%) Agriculture
10 2 (0.63%) Documentation Skills
10 2 (0.63%) Music Industry
10 2 (0.63%) Retail
11 1 (0.32%) Advertising
11 1 (0.32%) Aviation
11 1 (0.32%) Legal
11 1 (0.32%) Manufacturing
11 1 (0.32%) Marketing
Job Titles
1 142 (44.94%) Developer
2 134 (42.41%) Software Engineer
3 130 (41.14%) AWS Engineer
3 130 (41.14%) AWS Software Engineer
4 118 (37.34%) Python Engineer
5 97 (30.70%) Python Software Engineer
6 74 (23.42%) Python Developer
6 74 (23.42%) Senior
7 73 (23.10%) Java Engineer
7 73 (23.10%) Java Software Engineer
8 66 (20.89%) AWS Developer
8 66 (20.89%) Developer/Software Engineer
9 54 (17.09%) Senior Software Engineer
10 49 (15.51%) Software Developer
11 48 (15.19%) Senior Java Engineer
11 48 (15.19%) Senior Java Software Engineer
12 24 (7.59%) Data Engineer
13 23 (7.28%) Data Scientist
14 18 (5.70%) Python Data Engineer
15 16 (5.06%) Java Software Developer
Libraries, Frameworks & Software Standards
1 211 (66.77%) NumPy
2 167 (52.85%) SciPy
3 115 (36.39%) Node.js
4 83 (26.27%) React
5 81 (25.63%) AngularJS
6 80 (25.32%) gRPC
6 80 (25.32%) Protocol Buffers
7 68 (21.52%) Vue
8 60 (18.99%) PySpark
9 49 (15.51%) .NET
10 28 (8.86%) PyTorch
11 27 (8.54%) scikit-learn
12 20 (6.33%) TensorFlow
13 19 (6.01%) OpenCV
14 16 (5.06%) Flask
14 16 (5.06%) Redux
15 9 (2.85%) Django
16 8 (2.53%) Plotly
17 6 (1.90%) Kafka
17 6 (1.90%) XGBoost
Miscellaneous
1 144 (45.57%) Fixed Income
2 120 (37.97%) Equities
3 106 (33.54%) Foreign Exchange (FX)
4 65 (20.57%) Hedge funds
5 64 (20.25%) Derivative
6 49 (15.51%) Cyberattack
7 38 (12.03%) Algorithms
7 38 (12.03%) Pricing Data
8 17 (5.38%) Robotics
8 17 (5.38%) Virtual Team
9 15 (4.75%) Product Ownership
10 10 (3.16%) Credit Risk
11 8 (2.53%) Linux Command Line
12 6 (1.90%) Data Structures
13 5 (1.58%) Reinsurance
14 3 (0.95%) Management Information System
15 2 (0.63%) NHS
16 1 (0.32%) Linked Data
16 1 (0.32%) Mobile App
16 1 (0.32%) W3C
Operating Systems
1 59 (18.67%) Linux
2 49 (15.51%) Android
3 5 (1.58%) Windows
4 3 (0.95%) VMS
5 2 (0.63%) Ubuntu
Processes & Methodologies
1 227 (71.84%) Agile
2 208 (65.82%) Software Engineering
3 151 (47.78%) Asset Management
4 121 (38.29%) Investment Management
5 75 (23.73%) Fintech
6 73 (23.10%) Analytics
7 69 (21.84%) CI/CD
8 66 (20.89%) Performance Attribution
9 64 (20.25%) Statistics
10 63 (19.94%) Containerisation
10 63 (19.94%) Mathematics
11 57 (18.04%) Collaborative Working
12 55 (17.41%) Data Science
12 55 (17.41%) Machine Learning
13 54 (17.09%) Risk Management
14 50 (15.82%) Order Management
15 49 (15.51%) Design Patterns
15 49 (15.51%) OO
15 49 (15.51%) OOP
15 49 (15.51%) Secure Coding
Programming Languages
1 299 (94.62%) Python
2 188 (59.49%) JavaScript
3 150 (47.47%) Java
4 137 (43.35%) TypeScript
5 57 (18.04%) SQL
6 51 (16.14%) C++
7 49 (15.51%) Go
7 49 (15.51%) Rust
8 13 (4.11%) PowerShell
9 11 (3.48%) Bash
10 9 (2.85%) Data Analysis Expressions
11 3 (0.95%) MATLAB
11 3 (0.95%) R
12 2 (0.63%) C#
12 2 (0.63%) Shell Script
12 2 (0.63%) T-SQL
13 1 (0.32%) SPARQL
13 1 (0.32%) VBA
Qualifications
1 71 (22.47%) Degree
2 50 (15.82%) Security Cleared
3 49 (15.51%) DV Cleared
4 39 (12.34%) Master's Degree
5 28 (8.86%) PhD
6 12 (3.80%) Computer Science Degree
7 9 (2.85%) DBS Check
8 3 (0.95%) AWS Certification
9 1 (0.32%) BPSS Clearance
Quality Assurance & Compliance
1 11 (3.48%) Data Quality
2 5 (1.58%) QA
3 3 (0.95%) Accessibility
4 2 (0.63%) GDPR
System Software
1 76 (24.05%) Docker
2 3 (0.95%) Virtual Machines
3 2 (0.63%) Active Directory
3 2 (0.63%) HDFS
4 1 (0.32%) Slurm Workload Manager
Systems Management
1 79 (25.00%) Kubernetes
2 58 (18.35%) Terraform
3 49 (15.51%) Ansible
4 4 (1.27%) Kubeflow
4 4 (1.27%) Packer
Vendors
1 17 (5.38%) Databricks
2 6 (1.90%) Microsoft
3 5 (1.58%) Adobe
3 5 (1.58%) Google
4 2 (0.63%) Red Hat
5 1 (0.32%) Bloomberg
5 1 (0.32%) Oracle