PJENL Actuario Aptitude Exam study materials
PJENL Actuario Aptitude Exam study resources

PJENL Actuario Aptitude Exam key terms

PJENL Actuario Aptitude Exam · Get comfortable with the vocabulary.

Probability space

A triple consisting of a sample space of outcomes, a collection of events closed under complement and countable union, and a probability measure assigning each event a number between 0 and 1 with total mass 1.

Related: Random variable, Conditional probability
Random variable

A measurable function mapping each outcome in a sample space to a real number, so that probabilities can be assigned to statements about its values.

Related: Probability space, Cumulative distribution function
Cumulative distribution function

The function giving, for each real number x, the probability that a random variable is less than or equal to x; it is nondecreasing, right-continuous, and tends to 0 and 1 at the extremes.

Related: Random variable, Probability density function
Probability density function

For a continuous random variable, a nonnegative function whose integral over an interval equals the probability the variable falls in that interval; it is the derivative of the distribution function where that exists.

Related: Cumulative distribution function, Expected value
Expected value

The probability-weighted average of a random variable's possible values, computed as a sum in the discrete case or an integral in the continuous case; it is linear in the variable.

Related: Variance, Moment generating function
Variance

The expected squared deviation of a random variable from its mean, measuring dispersion; its square root is the standard deviation and it equals the second moment minus the square of the mean.

Related: Expected value, Covariance
Covariance

The expected product of the deviations of two random variables from their respective means; positive values indicate they tend to move together, and it is bilinear and symmetric.

Related: Variance, Correlation coefficient
Correlation coefficient

Covariance of two variables divided by the product of their standard deviations, giving a dimensionless measure between minus one and one of linear association.

Related: Covariance, Conditional expectation
Conditional probability

The probability an event occurs given that another event with positive probability has occurred, defined as the probability of both divided by the probability of the conditioning event.

Related: Bayes' theorem, Probability space
Bayes' theorem

A rule expressing a posterior conditional probability in terms of the likelihood and a prior probability, obtained by applying the definition of conditional probability twice.

Related: Conditional probability, Conditional expectation
Conditional expectation

The expected value of a random variable computed using a conditional distribution given known information; it is itself a random variable when the conditioning information is random.

Related: Conditional probability, Law of total variance
Law of total variance

An identity stating that the variance of a variable equals the expected conditional variance given a second variable plus the variance of its conditional expectation.

Related: Conditional expectation, Variance
Moment generating function

The expected value of the exponential of t times a random variable, viewed as a function of t; its derivatives at zero yield the moments when it exists near zero.

Related: Expected value, Central limit theorem
Central limit theorem

A result stating that standardized sums of many independent, identically distributed variables with finite variance converge in distribution to the standard normal distribution.

Related: Moment generating function, Maximum likelihood estimator
Maximum likelihood estimator

The parameter value that maximizes the likelihood function, the joint density of the observed sample treated as a function of the parameter; often found by maximizing the log-likelihood.

Related: Central limit theorem, Confidence interval
Confidence interval

A random interval constructed from sample data so that, over repeated sampling, it covers the true parameter with a stated long-run probability called the confidence level.

Related: Maximum likelihood estimator, Hypothesis test
Hypothesis test

A decision procedure that compares observed data with a null hypothesis using a test statistic, rejecting the null when the statistic falls in a prespecified rejection region.

Related: Confidence interval, Maximum likelihood estimator
Accumulated value

The amount to which an initial investment grows after interest is credited over a period, equal to the principal multiplied by the accumulation function at that time.

Related: Present value, Effective rate of interest
Present value

The amount that, invested today at the given interest basis, would grow to a specified future amount; it is the future amount multiplied by the discount factor.

Related: Accumulated value, Discount factor
Effective rate of interest

The ratio of interest earned during a period to the amount at the start of that period, measuring growth over one full period without compounding within it.

Related: Nominal rate of interest, Force of interest
Nominal rate of interest

A quoted annual rate convertible m times per year, where each conversion applies the rate divided by m; it differs from the effective annual rate unless m equals one.

Related: Effective rate of interest, Force of interest
Force of interest

The instantaneous rate of growth of a fund per unit of time, equal to the derivative of the log accumulation function; for constant interest it equals the log of one plus the effective rate.

Related: Effective rate of interest, Accumulated value
Discount factor

The present value of one unit payable one period from now, equal to one divided by one plus the effective interest rate; it converts future cash flows to present values.

Related: Present value, Annuity-immediate
Annuity-immediate

A series of level payments made at the end of each period for a fixed number of periods; its present value is denoted by a-angle-n at the applicable interest rate.

Related: Annuity-due, Discount factor
Annuity-due

A series of level payments made at the beginning of each period for a fixed number of periods; each payment is one period earlier than under an annuity-immediate, so its value is that of an annuity-immediate multiplied by one plus the interest rate.

Related: Annuity-immediate, Discount factor
Net present value

The sum of the present values of all cash inflows minus outflows of a project at a given interest rate; a positive value suggests the project adds value at that rate.

Related: Internal rate of return, Present value
Internal rate of return

The interest rate at which a project's net present value equals zero, provided such a rate exists and is unique for the cash flow pattern considered.

Related: Net present value, Duration
Duration

A present-value-weighted average of the times at which cash flows occur, used to approximate the sensitivity of a present value to small changes in the interest rate.

Related: Net present value, Internal rate of return
Survival function

The probability that a person aged zero survives to at least age x, defined as one minus the distribution function of the age at death; it is nonincreasing in x.

Related: Force of mortality, Life table
Force of mortality

The instantaneous rate of death at age x among those alive at that age, equal to the negative derivative of the log of the survival function.

Related: Survival function, Life table
Life table

A tabulation by age of quantities such as the number living, number dying, and death probabilities, typically starting from a radix of lives at age zero.

Related: Survival function, Actuarial present value
Actuarial present value

The expected present value of a future contingent payment stream, discounting each possible payment by both interest and the probability that it is made.

Related: Life table, Net premium
Net premium

The level premium whose actuarial present value equals the actuarial present value of future benefits, computed without loading for expenses or profit.

Related: Actuarial present value, Net premium reserve
Net premium reserve

The actuarial present value of future benefits minus the actuarial present value of future net premiums at a given duration, representing funds held for obligations already accrued.

Related: Net premium, Actuarial present value
Collective risk model

A model in which aggregate claims over a period are the sum of a random number of individual claim amounts, with claim counts and amounts treated as independent.

Related: Compound Poisson distribution, Credibility
Compound Poisson distribution

The distribution of a random sum of independent, identically distributed claim amounts where the number of claims follows a Poisson distribution; its mean is the product of the count mean and the amount mean.

Related: Collective risk model, Credibility
Credibility

A method of setting a risk's rate by taking a weighted average of the risk's own experience and a broader collateral estimate, with the weight reflecting the volume of experience.

Related: Collective risk model, Bayesian credibility
Bayesian credibility

A credibility framework in which the prior distribution of a risk parameter is updated by observed experience, producing a posterior mean that is a weighted combination of prior mean and sample mean.

Related: Credibility, Collective risk model
Utility function

A function assigning a numerical value to wealth outcomes that represents preferences; its concavity corresponds to risk aversion, and expected utility ranks uncertain prospects.

Related: Risk aversion, Arbitrage
Risk aversion

A preference for a certain outcome over an uncertain prospect with the same expected value, reflected in a concave utility function and a positive risk premium.

Related: Utility function, Arbitrage
Arbitrage

A trading strategy that requires no initial net investment and yields a nonnegative payoff in every state with a strictly positive payoff in at least one state.

Related: Utility function, Eigenvalue
Eigenvalue

A scalar for which a nonzero vector is mapped to a scalar multiple of itself by a square matrix; eigenvalues are roots of the characteristic polynomial.

Related: Matrix inverse, Arbitrage
Matrix inverse

For a square matrix with nonzero determinant, the unique matrix whose product with it, in either order, is the identity matrix; it is used to solve linear systems.

Related: Eigenvalue, Partial derivative
Partial derivative

The derivative of a function of several variables with respect to one variable while holding the others fixed, measuring the function's local rate of change in that direction.

Related: Matrix inverse, Eigenvalue