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 30 April 2025, comparing them to the same period in the previous two years.

6 months to
30 Apr 2025
Same period 2024 Same period 2023
Rank 390 486 599
Rank change year-on-year +96 +113 -25
Permanent jobs citing Pandas 325 459 438
As % of all permanent jobs advertised in the UK 0.62% 0.47% 0.42%
As % of the Libraries, Frameworks & Software Standards category 3.83% 2.18% 1.39%
Number of salaries quoted 215 330 318
10th Percentile £65,000 £55,140 £48,750
25th Percentile £80,000 £72,500 £60,000
Median annual salary (50th Percentile) £105,000 £115,000 £82,500
Median % change year-on-year -8.70% +39.39% +3.13%
75th Percentile £135,000 £142,500 £105,938
90th Percentile £143,750 £165,000 £140,000
UK excluding London median annual salary £65,000 £70,576 £59,098
% change year-on-year -7.90% +19.42% -5.44%

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 8,493 21,046 31,450
As % of all permanent jobs advertised in the UK 16.28% 21.40% 30.24%
Number of salaries quoted 6,474 15,738 19,371
10th Percentile £38,750 £36,250 £41,117
25th Percentile £50,509 £45,000 £50,000
Median annual salary (50th Percentile) £65,000 £60,000 £67,500
Median % change year-on-year +8.33% -11.11% +8.00%
75th Percentile £87,500 £79,900 £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 30 April 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 30 April 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 +127 324 £105,000 -8.70% 179
London +44 249 £107,500 -18.87% 136
Work from Home +136 235 £107,500 -20.37% 86
UK excluding London +156 75 £65,000 -7.90% 46
South East +143 36 £52,500 -33.33% 8
East of England +73 17 - - 1
South West +99 10 £71,991 +10.76% 12
Midlands +58 7 £35,000 -52.05% 7
West Midlands +51 6 £35,000 -52.05% 5
North of England +74 4 £90,000 +27.52% 12
North West +32 3 £90,000 +71.43% 5
Yorkshire +62 1 £98,562 +39.65% 6
Scotland +61 1 - - 6
East Midlands +46 1 - - 2

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
1 168 (51.69%) Apache Airflow
2 100 (30.77%) Apache
3 13 (4.00%) Apache Spark
4 5 (1.54%) Jupyter
Applications
1 12 (3.69%) Microsoft Excel
2 5 (1.54%) InDesign
3 3 (0.92%) Microsoft Office
Cloud Services
1 232 (71.38%) AWS
2 154 (47.38%) dbt
3 136 (41.85%) GCP
4 107 (32.92%) Azure
5 83 (25.54%) Amazon EKS
6 75 (23.08%) Snowflake
7 57 (17.54%) Dagster
8 49 (15.08%) AWS CloudFormation
9 37 (11.38%) Amazon EC2
10 35 (10.77%) Amazon ECS
11 17 (5.23%) SaaS
12 11 (3.38%) Power Platform
13 8 (2.46%) Azure Data Factory
14 7 (2.15%) Cloud Computing
14 7 (2.15%) Serverless
15 6 (1.85%) AWS Lambda
16 4 (1.23%) Vertex AI
17 3 (0.92%) AWS CloudTrail
17 3 (0.92%) GitHub Actions
17 3 (0.92%) WhatsApp
Communications & Networking
1 5 (1.54%) HTTP
2 1 (0.31%) FTP
Database & Business Intelligence
1 153 (47.08%) Amazon Athena
1 153 (47.08%) Apache Iceberg
1 153 (47.08%) Dremio
2 130 (40.00%) Apache Arrow
3 95 (29.23%) Apache Ignite
4 82 (25.23%) Data Lake
5 49 (15.08%) Elasticsearch
6 40 (12.31%) PostgreSQL
7 18 (5.54%) Big Data
8 15 (4.62%) Tableau
9 13 (4.00%) Data Warehouse
10 11 (3.38%) Power BI
11 10 (3.08%) Relational Database
12 9 (2.77%) NoSQL
13 8 (2.46%) SQL Server Integration Services
13 8 (2.46%) SQL Server Reporting Services
14 6 (1.85%) SQL Server
15 4 (1.23%) Data Mining
15 4 (1.23%) Hadoop
15 4 (1.23%) MySQL
Development Applications
1 24 (7.38%) Git
2 5 (1.54%) Selenium
3 3 (0.92%) Jenkins
4 2 (0.62%) Artifactory
4 2 (0.62%) Atlassian Bamboo
4 2 (0.62%) Bitbucket
4 2 (0.62%) JMeter
4 2 (0.62%) LoadRunner
4 2 (0.62%) MLflow
4 2 (0.62%) NeoLoad
4 2 (0.62%) REST Assured
4 2 (0.62%) WebDriver
5 1 (0.31%) CircleCI
5 1 (0.31%) Cypress.io
5 1 (0.31%) GitLab
5 1 (0.31%) JIRA
5 1 (0.31%) Octopus Deploy
5 1 (0.31%) TeamCity
General
1 194 (59.69%) Finance
2 158 (48.62%) Front Office
3 106 (32.62%) Banking
4 74 (22.77%) Investment Banking
5 73 (22.46%) Analytical Skills
6 55 (16.92%) Inclusion and Diversity
7 46 (14.15%) Social Skills
8 3 (0.92%) Influencing Skills
8 3 (0.92%) Law
9 2 (0.62%) Agriculture
9 2 (0.62%) Documentation Skills
10 1 (0.31%) Advertising
10 1 (0.31%) Aviation
10 1 (0.31%) Legal
10 1 (0.31%) Manufacturing
10 1 (0.31%) Marketing
10 1 (0.31%) Retail
Job Titles
1 134 (41.23%) Software Engineer
2 131 (40.31%) Developer
3 130 (40.00%) AWS Engineer
3 130 (40.00%) AWS Software Engineer
4 125 (38.46%) Python Engineer
5 99 (30.46%) Python Software Engineer
6 81 (24.92%) Senior
7 72 (22.15%) Java Engineer
7 72 (22.15%) Java Software Engineer
8 69 (21.23%) Python Developer
9 59 (18.15%) Senior Software Engineer
10 57 (17.54%) AWS Developer
10 57 (17.54%) Developer/Software Engineer
11 51 (15.69%) Senior Java Engineer
11 51 (15.69%) Senior Java Software Engineer
12 49 (15.08%) Software Developer
13 30 (9.23%) Data Engineer
14 23 (7.08%) Python Data Engineer
15 21 (6.46%) Data Scientist
16 18 (5.54%) Analyst
Libraries, Frameworks & Software Standards
1 224 (68.92%) NumPy
2 176 (54.15%) SciPy
3 106 (32.62%) Node.js
4 95 (29.23%) gRPC
4 95 (29.23%) Protocol Buffers
5 73 (22.46%) React
6 72 (22.15%) PySpark
7 71 (21.85%) AngularJS
8 57 (17.54%) Vue
9 51 (15.69%) .NET
10 32 (9.85%) scikit-learn
11 31 (9.54%) PyTorch
12 23 (7.08%) TensorFlow
13 22 (6.77%) Redux
14 20 (6.15%) OpenCV
15 15 (4.62%) Flask
16 8 (2.46%) Plotly
17 7 (2.15%) Django
18 6 (1.85%) CSS
18 6 (1.85%) HTML
Miscellaneous
1 148 (45.54%) Fixed Income
2 118 (36.31%) Equities
3 100 (30.77%) Foreign Exchange (FX)
4 76 (23.38%) Hedge funds
5 73 (22.46%) Derivative
6 49 (15.08%) Cyberattack
7 41 (12.62%) Algorithms
8 39 (12.00%) Pricing Data
9 19 (5.85%) Product Ownership
10 17 (5.23%) Robotics
10 17 (5.23%) Virtual Team
11 10 (3.08%) Credit Risk
12 8 (2.46%) Linux Command Line
13 6 (1.85%) Data Structures
13 6 (1.85%) Management Information System
14 3 (0.92%) NHS
15 2 (0.62%) Reinsurance
16 1 (0.31%) Cloud Native
16 1 (0.31%) Distributed Computing
16 1 (0.31%) Renewable Energy
Operating Systems
1 61 (18.77%) Linux
2 49 (15.08%) Android
3 6 (1.85%) Windows
4 3 (0.92%) Ubuntu
4 3 (0.92%) VMS
Processes & Methodologies
1 234 (72.00%) Agile
2 214 (65.85%) Software Engineering
3 158 (48.62%) Asset Management
4 119 (36.62%) Investment Management
5 87 (26.77%) Analytics
6 69 (21.23%) Statistics
7 67 (20.62%) Fintech
8 65 (20.00%) CI/CD
9 64 (19.69%) Mathematics
10 61 (18.77%) Containerisation
11 60 (18.46%) Data Science
11 60 (18.46%) Machine Learning
12 57 (17.54%) Collaborative Working
12 57 (17.54%) Performance Attribution
13 51 (15.69%) OO
14 50 (15.38%) Artificial Intelligence
15 49 (15.08%) Android Development
15 49 (15.08%) Kanban
15 49 (15.08%) Line Management
15 49 (15.08%) OOP
Programming Languages
1 314 (96.62%) Python
2 191 (58.77%) JavaScript
3 161 (49.54%) Java
4 137 (42.15%) TypeScript
5 59 (18.15%) SQL
6 53 (16.31%) C++
7 49 (15.08%) Go
7 49 (15.08%) Rust
8 14 (4.31%) PowerShell
9 11 (3.38%) Bash
10 9 (2.77%) Data Analysis Expressions
11 7 (2.15%) R
12 3 (0.92%) MATLAB
12 3 (0.92%) T-SQL
13 2 (0.62%) C#
13 2 (0.62%) Scala
13 2 (0.62%) Shell Script
14 1 (0.31%) Clojure
14 1 (0.31%) Groovy
14 1 (0.31%) SPARQL
Qualifications
1 83 (25.54%) Degree
2 50 (15.38%) Security Cleared
3 49 (15.08%) DV Cleared
4 44 (13.54%) Master's Degree
5 29 (8.92%) PhD
6 14 (4.31%) Computer Science Degree
7 9 (2.77%) DBS Check
8 3 (0.92%) AWS Certification
9 1 (0.31%) BPSS Clearance
Quality Assurance & Compliance
1 8 (2.46%) Data Quality
2 4 (1.23%) GDPR
3 3 (0.92%) Accessibility
4 2 (0.62%) QA
5 1 (0.31%) MiFID
System Software
1 73 (22.46%) Docker
2 3 (0.92%) Virtual Machines
3 2 (0.62%) Active Directory
3 2 (0.62%) HDFS
4 1 (0.31%) Slurm Workload Manager
Systems Management
1 78 (24.00%) Kubernetes
2 57 (17.54%) Terraform
3 49 (15.08%) Ansible
4 4 (1.23%) Kubeflow
4 4 (1.23%) Packer
Vendors
1 13 (4.00%) Databricks
2 8 (2.46%) Microsoft
3 5 (1.54%) Adobe
3 5 (1.54%) Google
4 3 (0.92%) Red Hat
5 2 (0.62%) Bloomberg
6 1 (0.31%) Oracle
6 1 (0.31%) Reuters