Hospital Performance & Patient Experience Analytics Dataset

This dataset contains hospital-level and patient-experience metrics including: Hospital ID Hospital Type Location Bed Capacity Average Waiting Time Staff-to-Patient Ratio Treatment Cost Readmission Rate Mortality Rate Patient Satisfaction Score Service Quality Indicators The dataset has undergone full EDA-based cleaning including: Missing value treatment Duplicate record removal Outlier validation Range checks for medical indicators Standardization of categorical labels Schema integrity validation It is suitable for: Hospital performance benchmarking Patient satisfaction modeling Healthcare efficiency analysis Policy impact evaluation Operational risk scoring ML-based quality prediction models

Data Quality

Clean tabular format, No duplicate entries, Minimal missing values (handled), Validated numeric ranges, Standardized labels, ML-ready structured schema

Use Cases

Hospital ranking models Patient satisfaction prediction Healthcare operational optimization Cost vs quality analytics Quality-of-care modeling Healthcare investment analysis

Limitations

Community dataset May not represent official audited hospital data Likely snapshot dataset (if no update cycle) Geographic scope may be limited

Methodology

The dataset was processed using: Exploratory Data Analysis (EDA) Missing value imputation Duplicate elimination Statistical outlier validation Feature normalization Schema consistency checks Exported in CSV format for seamless integration with BI and ML tools.