Overview: Integrity and Accountability in the Calculation of Risk
Two kinds of
risk are being calculated, priced, allocated,
managed, and in many cases bought and sold in
the healthcare finance system. One is credit
risk which is simply the risk of default on a
financial obligation. Credit risk is a
characteristic of all the participants in the
healthcare system, including all the consumers,
all providers, and all of the
intermediaries. The other kind of risk is
health risk, which is a characteristic of all
consumers, but not providers or
intermediaries. The techniques which have
evolved to calculate these two kinds of risk
are quite different, although they are both
probabilistically based.
Description
Credit Risk
The techniques for measuring the credit risk
of individuals and providers have been
developing slowly over a long period of time in
the
As “relationship banking” with individual
borrowers has been undermined, so too has
accountability between most of the “sellers”
and “buyers” of individuals’ credit risk.
By contrast, the community banking and credit
union sectors have maintained a dedication to
old-fashioned relationship banking while using
the standard mechanized systems to help speed
and standardize their decision-making. This
insistence on using both the older techniques
of relationship banking and the newer
mechanized techniques of the credit bureaus
appears to have produced good results,
particularly dealing with low and moderate
income borrowers. The fact that mortgage
default rates have remained low for the
community bankers, despite the fact that the
borrowers often have sub-prime or Alt-A credit
quality provides one clear metric for this
difference.
The techniques for measuring credit risks of
providers have also been developing slowly over
a long period of time in the US as the
techniques for evaluating various credit risk
have evolved first within lending institutions
and then within credit rating agencies.
The process has become more and more objective
as accounting standards have been developed and
as the rigor of third-party auditing has risen,
leading to increasing integrity. As rating
agencies in particular have codified and
published their standards, and as stock and
bond markets have demanded more and more
initial and continuing disclosure of the
financial performance of providers, the process
has become increasingly transparent, leading to
greater accountability. One consistent
weak spot in this generally healthy picture has
been the continuing difficulty which lenders,
rating agencies, and others have encountered in
the detection of fraud.
Health Risk
The health risk calculation, allocation,
management and trading processes are far more
complex. The process includes the
interaction of doctor and patient, with the
doctor building up a base of knowledge which
produces what we might call the patient’s
informal health risk profile, while other
actors such as life insurers, disability
insurers and health insurers use a fairly
narrow range of “objective” indicators (e.g.
EKG results, weight and body mass measurement,
addictions to tobacco and alcohol, history of
medical insurance claims, etc.) to create a
more formal risk profile which eventually
categorizes individuals into a few low, medium,
or higher risk categories. Life,
disability and health insurers use the formal
medical risk profiles to price their assumption
of medical risk in somewhat different ways. For
example, life insurers are most interested in
the medical risk indicators most associated
with longevity, e.g. addictions, EKG results,
etc. and use these to price their product which
is essentially a bet with the insured about how
long he or she will live. Disability insurers
are interested in many of the same indicators
but use them a little differently in pricing
their product which is essentially a bet with
the insured over how much time they will have
to take off from work due to a disabling
chronic illness. Health insurers which are
likely to have relatively short relationships
with the insured can be expected to put more
emphasis on the indicators of risk of an event
or long-term illness are likely to take place
in the short term while health insurers which
are likely to have relatively long
relationships with the insured can be expected
to put more emphasis on the indicators of the
risk of an event or long-term illness which may
take place at any point over a much longer
stretch of time. The very recent introduction
of DNA analysis, seeking genetic markers of
potential health risk factors is likely to
further complicate the health risk analysis
process.
The processes of medical risk calculation,
allocation, management, and trading lack much
of the transparency of the analogous processes
for handling credit risk, for a variety of
reasons including concerns over patient
privacy, the very complexity of the system
compounded by its high degree of fragmentation,
and the higher degree of uncertainty about how
best to treat both episodic and chronic
illnesses. The system is also less
responsive than the credit risk system, for
many of the same basic reasons. The result is
at least the perception of a lack of integrity
and accountability by health consumers and many
providers. Is there much outright fraud
further undermining the accurate calculation of
health risk? We know there is some, from the
periodic scandals in the Medicaid and Medicare
programs. Since many of these cases boil down
to gaming the system either by performing
un-necessary procedures, or inflating the
expense and pricing of medical procedures, they
do further undermine both the integrity and
accountability of the systems for calculating,
allocating, managing and trading in health
risk.
Questions Associated with Leverage Point
- What are our assumptions about the core
purpose and effectiveness of health
insurance?
- How can credit terms such as interest rates
and tenors be improved for health care
consumers and providers?
- How does current research measure the
impact of shorter term policies and what
benefits policies with long terms (15 years)
have?
- What are the default rates on extended payments for Healthcare costs? For SBA loans? For at risk students?
- What are the compliance/default rates for people who borrow using secured and unsecured debt to pay medical bills?
Components Associated with Leverage Point
Many components are at least loosely
associated with this leverage point because
credit and health risk calculations are central
to all health finance system transaction. Those
components most directly associated with the
leverage point include:
- Consumer Credit Rating
- Medical Credit Scores
- Credit Cards and Debit
Cards
- Lines of Credit
- Credit Terms
- Bond Rating Systems
- Wellness Plans
- Insurance Contract Tenor
- Fraternal and Mutual Societies
- Self-insurance Groups