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Updated: Jul 2, 2026

An R-Based Landscape Validation of a Competing Risk Model

An R-Based Landscape Validation of a Competing Risk Model

Published on: September 16, 2022

Managing risk in a challenging financial environment.

Kenneth Kaufman¹

¹Kaufman, Hall & Associates, Skokie, IL, USA. kkaufman@kaufmanhall.com

Healthcare Financial Management : Journal of the Healthcare Financial Management Association

|August 20, 2008

Summary

Hospital financial leaders can balance financial and risk positions by understanding financial health, defining risk tolerance, and analyzing total risk exposure. Utilizing a portfolio approach and scenario planning are key strategies for effective risk management.

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Last Updated: Jul 2, 2026

An R-Based Landscape Validation of a Competing Risk Model

An R-Based Landscape Validation of a Competing Risk Model

Published on: September 16, 2022

Area of Science:

Healthcare Financial Management
Risk Management in Hospitals
Organizational Finance

Background:

Hospital financial leaders face complex challenges in balancing financial stability with inherent risks.
Effective risk management is crucial for sustainable healthcare operations and financial health.

Purpose of the Study:

To outline key strategies for hospital financial leaders to manage financial and risk positions.
To provide a framework for assessing and mitigating financial risks in healthcare organizations.

Main Methods:

The study identifies five core strategies for financial and risk balancing.
These strategies involve comprehensive financial assessment and risk analysis.

Main Results:

Understanding the hospital's financial condition is foundational.
Determining the desired risk level and considering total risk are essential steps.
A portfolio approach and scenario planning (best-case/worst-case) aid in risk measurement.

Conclusions:

Implementing these five strategies enables hospital financial leaders to achieve a balanced financial and risk profile.
Proactive risk assessment and management are vital for organizational resilience and long-term success.