Univariate and multivariable risk classification;
risk-examples |
The univariate risk classification
consists of the study of the risk-based on a certain factor, studying
whether or not it influences behavior or the probability
of its occurrence. In this way, through the successive study of accident
statistics based on factors considered individually,
it can be determined which are influential and which are not.
However, as we have already indicated in this section, often the behavior of risk based on
a single factor is not linear, but other factors
can influence its behavior, producing correlations
between factors and interactions between them. It is, therefore, necessary to
study combinations of
factors two by two, three in three, four by four, etc., in order to determine
the combinations which are influential in the
probability of occurrence of the risk and which are not.
For the study of the
combinations of factors that are significant, that is, they influence the loss
ratio, the called AID (Automatic Interaction Detection)
techniques, which consist of the systematic study of all the factors, combined
with each other. To do this, the study population is subdivided into groups,
according to a characteristic factor and, in turn, within each group, it is subdivided again according to the remaining factors,
until the resulting subgroups
are too small in number to offer significant results.
The study of the frequency of the occurrence of loss within each group indicates the
combinations of factors that affect the greater or lesser probability with respect
to the accident frequency of the entire population.
Once the combinations of factors that most influence the loss ratio, the
risks are segmented based on these combinations
and the application of different prices for each case.
Periodically, if the risk study is dynamic and incorporating new data into the statistical bases, the study
must be carried out again to determine if the factors that were influencing the accident rate continue to be so or, on
the contrary, have been modified.
PREVENTION AND SUBJECTIVE RISK;
Risk coverage
through insurance does not mean that the person who is exposed
to it disregards and must renounce the preventive measures that may
minimize it or delay its
occurrence. On the contrary, the individual must face the risks
combining prevention and insurance measures since those, by improving risk
behavior, allow it to be classified among the
less serious and therefore affects the insurance premium.
Risk prevention is the set of
actions aimed at preventing the event from occurring and, if it occurs,
ensuring that its consequences have the least
possible economic impact.
On the contrary, the so-called "subjective
risk" can influence the aggravation of risk regardless of
the objective characteristics of the same that affect the classification.
Subjective risk is that derived from the insured's own circumstances, the greater propensity of the one who
is most exposed to risk to take out the insurance, or even the possible intentionality, circumstances
that is difficult to objectify but that may influence the risk assessment.
RISK SELECTION AND SURVEILLANCE;
Risk
selection is the operation carried out by the insurer, deciding in each case
the acceptance or rejection of those that are offered
for coverage.
Risk selection consists of considering each risk
individually, in order to decide whether or not the proposed
risk agrees or not with the
forecasts for all risks of the same class, that is, with risk segmentation previously performed.
Risk
selection, therefore, does not tend to eliminate or reduce the possibilities
that the feared event occurs,
but rather its purpose is to make the reality of the risks covered coincide with the assumptions that served as the basis for
their calculation.
The distinction between normal and abnormal risks should not be confused with the expression used in insurance practice of "good
risks" and "bad risks". This last classification refers
to the lesser or greater severity of the risk, while what the selection seeks
is the knowledge of whether the proposed risk is normal (included within the forecasts) or not.
Selection methods in each
insurance branch vary. So by For example, in the
lifeline, the selection consists of finding out the health status of the
candidate, which may even determine the prior medical examination of the
insured. This avoids anti-selection, that is, the influx of people with
precarious health to the insurance, therefore outside the statistical bases of the normal population.
It is also necessary to examine
subjective aspects, circumstances Contractor's personal characteristics, such as his
morality, the adequacy of his financial means to the importance of the premiums to be paid, etc. It is the so-called subjective risk that we have already defined.
In the other insurance lines, the selection is carried out by
handling no only the experiences but the criteria of each insurance company.
By way of example only,
two of the many aspects of risk selection:
One of them is the
importance of coverage. Rules in this regard the principle of the need, for the
entity, to level the number of its acceptances, setting itself a limit that is
a function of its guarantee possibilities. The
higher the severity, the lower the coverage, and vice versa.
Another selection criterion is the exclusion or restriction of certain classes of
insurance, for various reasons, such as unfavorable results, without the
possibility of correction;
Problems
derived from your reinsurance coverage, etc.
Risk surveillance is very similar to
screening, but while this is carried out prior to the acceptance of the risk,
surveillance is practiced during the course of the contract, in order to modify
the conditions of the insurance, adopt measures that determine its technical
normality, or rescind it, as a last resort.
Risk
surveillance should be done from two perspectives:
> Individual
surveillance, policy by policy, consists of the examination that the
objective and subjective conditions of risk still coincide with the insured's
declarations.
> Collective
surveillance, It is
necessary to study the joint evolution of the risks, rectifying their classification
if necessary. In addition, there is joint preventive action with a view to
collective security, either privately by the insurance institution or in
collaboration with the State, to which it can facilitate initiatives derived
from its own experience.
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