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Medicare Hospital Spending(Claim)

Kaggle

@kaggle.mandiraghimire_medicare_hospital_spending_by_claim

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Identifying cost drivers, inefficiencies, and opportunities for healthcare cost

Dataset Description

This dataset is sourced from the Centers for Medicare and Medicaid Services, the United States federal agency responsible for administering Medicare and Medicaid programs. The data is publicly released as part of healthcare price transparency and hospital quality accountability initiatives.

Direct Source

data.cms.gov
Provider Data Catalog Medicare Hospital Spending by Claim
https://data.cms.gov/provider-data/dataset/nrth-mfg3

Full Official Name

Medicare Hospital Spending by Claim

Published By

Centers for Medicare and Medicaid Services
U.S. Department of Health and Human Services
Washington, D.C., United States


What This Dataset Measures

This dataset measures Medicare spending per episode of care at each U.S. hospital. Spending is broken down by care type and timing relative to hospital admission.

An episode of care represents the full patient journey across three time windows:

Pre admission period covering physician visits, lab tests, and emergency visits
During admission covering inpatient stay, surgery, nursing care, and medications
Post discharge period covering follow up care, rehabilitation, readmissions, and nursing facilities

The dataset compares each hospital’s spending against state and national benchmarks, enabling multi level analysis of cost efficiency.


Dataset Specifications

Attribute Detail
File Name Medicare_Hospital_Spending_by_Claim.csv
File Format CSV
Total Rows 63,647
Total Columns 13
Hospitals Covered 2,893
Geographic Coverage All 50 U.S. states and District of Columbia
Reporting Period January 1, 2024 to December 31, 2024
Data Granularity Hospital level by claim type and care period
Cost Metric Average spending per episode of care
Update Frequency Annual
License Public domain U.S. government data

Column Descriptions

Column Name Data Type Description
Facility Name Text Name of the hospital
Facility ID Number Unique CMS identifier
State Text State abbreviation
Period Text Care window
Claim Type Text Type of Medicare service
Avg Spndg Per EP Hospital Number Average hospital spending
Avg Spndg Per EP State Number State average spending
Avg Spndg Per EP National Number National benchmark spending
Percent of Spndg Hospital Percentage Share of hospital spending
Percent of Spndg State Percentage Share of state spending
Percent of Spndg National Percentage Share of national spending
Start Date Date Start of reporting period
End Date Date End of reporting period

Understanding the Period Column

The period column defines when costs occur within the patient journey.

Period Time Window Description Key Insight
Period 1 Prior to Admission 1 to 3 days before admission Physician visits, emergency care, outpatient testing High cost indicates severe pre admission condition
Period 2 During Admission Hospital stay Inpatient care including surgery and nursing Largest cost component
Period 3 Post Discharge 30 days after discharge Readmissions, rehabilitation, follow up care Indicates care transition quality
Period 4 Complete Episode Full episode Total combined cost Used for benchmarking

Understanding the Claim Type Column

Claim types represent categories of healthcare services within each period.

Claim Type Care Phase Description Relative Cost Key Insight
Inpatient During and Post Hospital stays and readmissions Highest Core cost driver
Outpatient Pre and Post Same day procedures and emergency visits Medium Not present during admission
Carrier All periods Physician and specialist fees Medium to high Present throughout the episode
Skilled Nursing Facility Post only Nursing facility care after discharge High Largest post discharge cost
Home Health Agency Post only In home care services Medium Alternative to facility care
Hospice Post only End of life care Low Small cost share
Durable Medical Equipment Post only Equipment for home use Lowest Minimal cost impact

Claim Type by Period Matrix

Claim Type Pre Admission During Admission Post Discharge
Inpatient Minor Primary Readmission
Outpatient Active None Active
Carrier Active Active Active
Skilled Nursing Facility None None Primary
Home Health Agency None None Active
Hospice Minor None Minor
Durable Medical Equipment Minor Minor Active

Claim Type Summary

Claim Type Care Phase Relative Cost Key Insight
Inpatient During and Post Highest Main cost driver
Outpatient Pre and Post Medium Not active during admission
Carrier All periods Medium to high Continuous cost component
Skilled Nursing Facility Post only High Major post discharge driver
Home Health Agency Post only Medium Substitute for facility care
Hospice Post only Low Limited usage
Durable Medical Equipment Post only Lowest Minimal impact

How the Benchmarks Work

  • Each row contains three spending values representing different comparison levels.
  • Hospital spending reflects the performance of an individual hospital
  • State spending reflects the average performance within the state
  • National spending represents the overall U.S. benchmark

This structure allows analysis at multiple levels:

  • Is the hospital an outlier within its state
  • Is the state an outlier nationally
  • Is the hospital efficient compared to the entire system

The national benchmark is a fixed reference value for each claim type and period and is repeated across rows.


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