Pandas Job Trends in England

Pandas
UK > England

The table below provides summary statistics and salary benchmarking for jobs advertised in England requiring Pandas skills. It covers permanent job vacancies from the 6 months leading up to 10 April 2026, with comparisons to the same periods in the previous two years.

6 months to
10 Apr 2026
Same period 2025 Same period 2024
Rank 526 356 494
Rank change year-on-year -170 +138 +65
Permanent jobs citing Pandas 157 281 337
As % of all permanent jobs in England 0.21% 0.77% 0.42%
As % of the Libraries, Frameworks & Software Standards category 2.07% 3.60% 2.01%
Number of salaries quoted 104 215 268
10th Percentile - £65,000 £55,000
25th Percentile £33,750 £80,000 £71,875
Median annual salary (50th Percentile) £50,000 £105,000 £115,000
Median % change year-on-year -52.38% -8.70% +39.39%
75th Percentile £68,750 £122,500 £142,500
90th Percentile £83,000 £147,500 £161,250
UK median annual salary £46,250 £105,000 £112,500
% change year-on-year -55.95% -6.67% +36.36%

All Software Libraries and Frameworks
England

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 in England.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 7,599 7,816 16,797
As % of all permanent jobs advertised in England 10.26% 21.39% 20.93%
Number of salaries quoted 5,759 5,954 14,041
10th Percentile £37,500 £40,000 £36,250
25th Percentile £50,000 £51,250 £46,250
Median annual salary (50th Percentile) £65,000 £66,350 £60,000
Median % change year-on-year -2.03% +10.58% -11.11%
75th Percentile £85,000 £87,500 £80,000
90th Percentile £100,000 £112,500 £100,000
UK median annual salary £65,000 £66,212 £60,000
% change year-on-year -1.83% +10.35% -11.11%

Pandas
Job Vacancy Trend in England

Historical trend showing the proportion of permanent IT job postings citing Pandas relative to all permanent IT jobs advertised in England.

Pandas job vacancy trend in England

Pandas
Salary Trend in England

Salary distribution trend for jobs in England citing Pandas.

Salary distribution trend for jobs in England citing Pandas

Pandas
Salary Histogram in England

Salary distribution for jobs citing Pandas in England over the 6 months to 10 April 2026.

Salary histogram for Pandas in England

Pandas
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the England region over the 6 months to 10 April 2026. 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
London -154 66 £75,000 -28.57% 63
North of England -36 36 £37,500 -58.33% 32
North West -15 19 £37,500 -58.33% 18
Midlands -37 18 £37,500 +7.14% 19
South East -35 12 £60,000 +14.29% 38
Yorkshire -43 12 £37,500 -61.95% 8
South West -46 10 £37,500 -47.91% 14
West Midlands -12 9 £37,500 +7.14% 6
East Midlands - 9 £42,500 - 13
East of England -33 8 £70,000 - 7
North East - 5 £37,500 - 7
Pandas
UK

Pandas
Co-Occurring Skills & Capabilities in England 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 50 (31.85%) Jupyter
2 36 (22.93%) Apache Airflow
3 32 (20.38%) Apache
4 25 (15.92%) Apache Spark
5 12 (7.64%) Appian
Applications
1 49 (31.21%) Chatbot
2 13 (8.28%) MS Visio
3 1 (0.64%) Microsoft Excel
3 1 (0.64%) Trello
Cloud Services
1 106 (67.52%) AWS
2 48 (30.57%) Cloud Computing
3 34 (21.66%) Azure
4 18 (11.46%) Amazon S3
5 16 (10.19%) Azure AI
5 16 (10.19%) GCP
6 14 (8.92%) OpenShift
7 13 (8.28%) Anthropic Claude
7 13 (8.28%) Azure Data Factory
7 13 (8.28%) Power Automate
8 12 (7.64%) Power Platform
9 9 (5.73%) Amazon SQS
10 7 (4.46%) dbt
11 6 (3.82%) Serverless
12 5 (3.18%) AWS CloudFormation
12 5 (3.18%) AWS Lambda
12 5 (3.18%) Prefect
12 5 (3.18%) Snowflake
13 4 (2.55%) Azure Machine Learning
14 3 (1.91%) Amazon SageMaker
Communications & Networking
1 1 (0.64%) TCAP
Database & Business Intelligence
1 18 (11.46%) Tableau
2 13 (8.28%) Apache Hive
2 13 (8.28%) Impala
2 13 (8.28%) Oracle Database
2 13 (8.28%) Parquet
2 13 (8.28%) Pinecone
2 13 (8.28%) Spark SQL
2 13 (8.28%) SQL Server
3 11 (7.01%) Power BI
4 10 (6.37%) Data Warehouse
5 7 (4.46%) Amazon Athena
5 7 (4.46%) Data Lake
5 7 (4.46%) MySQL
6 5 (3.18%) Apache Iceberg
7 4 (2.55%) Apache Arrow
7 4 (2.55%) Apache Ignite
7 4 (2.55%) Big Data
7 4 (2.55%) Dremio
8 3 (1.91%) Hadoop
8 3 (1.91%) Relational Database
Development Applications
1 48 (30.57%) Visual Studio Code
2 26 (16.56%) Git
3 16 (10.19%) MLflow
4 13 (8.28%) IBM UrbanCode
5 1 (0.64%) GitLab
5 1 (0.64%) Jenkins
5 1 (0.64%) JIRA
5 1 (0.64%) Team Foundation Server
General
1 97 (61.78%) Finance
2 54 (34.39%) Retail
3 52 (33.12%) Manufacturing
4 30 (19.11%) Analytical Skills
5 29 (18.47%) Social Skills
6 18 (11.46%) Banking
6 18 (11.46%) Investment Banking
7 9 (5.73%) Marketing
8 6 (3.82%) Front Office
8 6 (3.82%) Inclusion and Diversity
8 6 (3.82%) Pharmaceutical
9 5 (3.18%) Public Sector
10 3 (1.91%) Electronics
10 3 (1.91%) Law
10 3 (1.91%) Telecoms
11 2 (1.27%) Financial Institution
12 1 (0.64%) Digital Economy
12 1 (0.64%) Documentation Skills
Job Titles
1 45 (28.66%) Artificial Intelligence Programmer
1 45 (28.66%) Programmer
1 45 (28.66%) Trainee
1 45 (28.66%) Trainee Programmer
2 38 (24.20%) Developer
3 20 (12.74%) Data Engineer
4 17 (10.83%) Python Developer
5 16 (10.19%) Senior
6 14 (8.92%) Analyst
7 13 (8.28%) Artificial Intelligence Engineer
7 13 (8.28%) Business Analyst
8 12 (7.64%) Automation Engineer
8 12 (7.64%) Data Business Analyst
8 12 (7.64%) Data Scientist
8 12 (7.64%) Transformation Analyst
9 11 (7.01%) Banking Analyst
9 11 (7.01%) Investment Banking Business Analyst
10 10 (6.37%) Lead
11 8 (5.10%) Backend Developer
11 8 (5.10%) Python Engineer
Libraries, Frameworks & Software Standards
1 100 (63.69%) NumPy
2 88 (56.05%) scikit-learn
3 61 (38.85%) Hugging Face
4 51 (32.48%) Matplotlib
5 48 (30.57%) Streamlit
6 43 (27.39%) PyTorch
7 35 (22.29%) TensorFlow
8 27 (17.20%) PySpark
9 21 (13.38%) RESTful
10 16 (10.19%) Kafka
11 14 (8.92%) Django
11 14 (8.92%) Flask
12 13 (8.28%) FastAPI
12 13 (8.28%) pytest
12 13 (8.28%) REST
13 12 (7.64%) Faiss
13 12 (7.64%) JWT
13 12 (7.64%) LangChain
13 12 (7.64%) OAuth
13 12 (7.64%) OpenAPI
Miscellaneous
1 71 (45.22%) Algorithms
2 20 (12.74%) Legacy Systems
3 12 (7.64%) Low-Code
4 10 (6.37%) Cloud Native
5 8 (5.10%) Distributed Architecture
6 6 (3.82%) Distributed Computing
7 5 (3.18%) Derivative
7 5 (3.18%) Enterprise Software
7 5 (3.18%) Equities
7 5 (3.18%) Hedge funds
8 4 (2.55%) Fixed Income
8 4 (2.55%) Foreign Exchange (FX)
8 4 (2.55%) Pricing Data
9 3 (1.91%) Product Ownership
10 2 (1.27%) AI Agents
10 2 (1.27%) Reference Data
10 2 (1.27%) Reinsurance
10 2 (1.27%) Semantic Web
11 1 (0.64%) Credit Risk
11 1 (0.64%) Market Risk
Operating Systems
1 5 (3.18%) Linux
Processes & Methodologies
1 96 (61.15%) AI
2 93 (59.24%) Machine Learning
3 76 (48.41%) LLM
4 68 (43.31%) Retrieval-Augmented Generation
5 66 (42.04%) Prompt Engineering
6 63 (40.13%) Workflow
7 60 (38.22%) OO
7 60 (38.22%) Visualisation
8 51 (32.48%) Data Pipeline
8 51 (32.48%) Neural Network
9 50 (31.85%) CI/CD
10 49 (31.21%) Conversational UI
11 48 (30.57%) Artificial Intelligence Engineering
11 48 (30.57%) Customer Service
11 48 (30.57%) Data Privacy
11 48 (30.57%) OOP
11 48 (30.57%) Sentiment Analysis
12 39 (24.84%) Analytics
13 37 (23.57%) Validation
14 34 (21.66%) ETL
Programming Languages
1 157 (100.00%) Python
2 63 (40.13%) SQL
3 15 (9.55%) Java
4 12 (7.64%) JavaScript
5 9 (5.73%) R
6 5 (3.18%) PHP
7 4 (2.55%) PowerShell
7 4 (2.55%) TypeScript
8 2 (1.27%) MATLAB
9 1 (0.64%) C
9 1 (0.64%) C#
9 1 (0.64%) Data Analysis Expressions
9 1 (0.64%) T-SQL
Qualifications
1 48 (30.57%) AWS Certification
1 48 (30.57%) AWS Certified Cloud Practitioner
2 23 (14.65%) Degree
3 6 (3.82%) DBS Check
4 4 (2.55%) Microsoft Certification
4 4 (2.55%) SC Cleared
4 4 (2.55%) Security Cleared
5 3 (1.91%) Computer Science Degree
6 2 (1.27%) Master's Degree
6 2 (1.27%) PhD
7 1 (0.64%) Azure Certification
7 1 (0.64%) BPSS Clearance
7 1 (0.64%) DV Cleared
7 1 (0.64%) MBA
Quality Assurance & Compliance
1 38 (24.20%) Data Quality
2 2 (1.27%) QA
3 1 (0.64%) GDPR
System Software
1 42 (26.75%) Docker
Systems Management
1 36 (22.93%) Kubernetes
2 6 (3.82%) Terraform
3 1 (0.64%) Argo
Vendors
1 53 (33.76%) Microsoft
2 20 (12.74%) Databricks
3 17 (10.83%) OpenAI
4 13 (8.28%) Oracle
4 13 (8.28%) Red Hat
5 12 (7.64%) Automation Anywhere
5 12 (7.64%) UiPath
6 8 (5.10%) Google
7 4 (2.55%) CrowdStrike
7 4 (2.55%) Fortinet
7 4 (2.55%) Foundry
7 4 (2.55%) Palo Alto
8 3 (1.91%) SAP
9 1 (0.64%) Cognizant