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The Cramer-Lundberg Model as an Example of a Random Process

Lecture



The Cramér — Lundberg model — a mathematical model that makes it possible to assess the ruin risk of an insurance company. Under this model it is assumed that insurance premiums arrive continuously, at a rate of The Cramer-Lundberg Model as an Example of a Random Process conventional monetary units per unit time, that is, The Cramer-Lundberg Model as an Example of a Random Process — the size of the insurance premium. The model allows one to determine the premium size required for the company to avoid ruin.

Notation

The insurance model consists in describing a random process The Cramer-Lundberg Model as an Example of a Random Process, characterizing the company's capital at time The Cramer-Lundberg Model as an Example of a Random Process.

The model looks as follows:

The Cramer-Lundberg Model as an Example of a Random Process where

The Cramer-Lundberg Model as an Example of a Random Process — the company's capital at time The Cramer-Lundberg Model as an Example of a Random Process,

The Cramer-Lundberg Model as an Example of a Random Process — the initial capital, The Cramer-Lundberg Model as an Example of a Random Process,

The Cramer-Lundberg Model as an Example of a Random Process – the rate at which insurance premiums are received,

The Cramer-Lundberg Model as an Example of a Random Process — the number of insurance claims from the start up to time The Cramer-Lundberg Model as an Example of a Random Process,

The Cramer-Lundberg Model as an Example of a Random Process— the payout for the The Cramer-Lundberg Model as an Example of a Random Process-th insurance claim, the payment being made at time The Cramer-Lundberg Model as an Example of a Random Process.

It is reasonable to define the random process The Cramer-Lundberg Model as an Example of a Random Process as a Poisson process of intensity The Cramer-Lundberg Model as an Example of a Random Process. This is because insurance claims are unrelated to one another, so the random variable equal to the time interval between two claims has an exponential distribution (since this distribution has the "memoryless" property). To move from the intervals between insurance payouts to a random process depending on time The Cramer-Lundberg Model as an Example of a Random Process, we consider the renewal process:

The Cramer-Lundberg Model as an Example of a Random Process – independent random variables with distribution The Cramer-Lundberg Model as an Example of a Random Process (the time intervals between insurance claims),

The Cramer-Lundberg Model as an Example of a Random Process,

The Cramer-Lundberg Model as an Example of a Random Process.

This renewal process is an explicit construction of a Poisson process. Thus the definition of The Cramer-Lundberg Model as an Example of a Random Process is justified.

The company is considered ruined if The Cramer-Lundberg Model as an Example of a Random Process. Let The Cramer-Lundberg Model as an Example of a Random Process – be the first time at which the company's capital becomes zero or negative. Our task is to find the probability of ruin: The Cramer-Lundberg Model as an Example of a Random Process.

Mathematical derivation[

1. From the properties of the Poisson process we obtain the distribution of the number of payouts for each time The Cramer-Lundberg Model as an Example of a Random Process:

The Cramer-Lundberg Model as an Example of a Random Process.

2. Suppose that the payout sizes The Cramer-Lundberg Model as an Example of a Random Process – are independent identically distributed random variables with The Cramer-Lundberg Model as an Example of a Random Process .

The Cramer-Lundberg Model as an Example of a Random Process

The Cramer-Lundberg Model as an Example of a Random Process

The Cramer-Lundberg Model as an Example of a Random Process

The Cramer-Lundberg Model as an Example of a Random Process

The Cramer-Lundberg Model as an Example of a Random Process

The Cramer-Lundberg Model as an Example of a Random Process

The Cramer-Lundberg Model as an Example of a Random Process

From this we obtain the condition that the company operates at a positive profit (that is, The Cramer-Lundberg Model as an Example of a Random Process):

The Cramer-Lundberg Model as an Example of a Random Process.

The meaning of this expression is as follows: for positive profit, the insurance premium must be greater than the average payout per insurance claim, multiplied by the reciprocal of the average time between two claims.

Conclusions of the model

Using statistical or other methods, the insurance company must calculate the average size of a single insurance payout, as well as the probability of a claim occurring. The size of the insurance premium must be set at a level no less than the product of The Cramer-Lundberg Model as an Example of a Random Process (the probability of a claim being filed per unit time) and the average cost of a claim The Cramer-Lundberg Model as an Example of a Random Process. In that case, the probability that the insurance company will not go bankrupt is nonzero.

See also

  • random process
  • random walks
  • renewal process
  • the Cramér–Lundberg model
  • empirical measures
  • Poisson random measure
created: 2021-03-13
updated: 2026-03-08
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