Sampling and Estimation Flashcards
the set of rules used to select a sample
sampling plan
With _______, we select every kth member until we have a sample of the desired size.
systematic sampling
Any difference between the sample mean and the population mean is
called _______ .
sampling error
the average return in excess of the risk- free rate
divided by the standard deviation of returns
The Sharpe ratio
The ___________ allows us to make quite precise probability statements
about the population mean by using the sample mean, whatever the distribution of
the population (so long as it has finite variance), because the sample mean follows
an approximate normal distribution for large- size samples.
central limit theorem
The formulas that we
use to compute the sample mean and all the other sample statistics are examples of
estimation formulas or __________.
estimators
To take the example of the mean, the calculated value of the sample mean in a given sample, used as an estimate of the population mean, is called a _________ of the population mean.
point estimate
An ________ estimator is one whose expected
value (the mean of its sampling distribution) equals the parameter it is intended
to estimate.
unbiased
An unbiased estimator is _______ if no other unbiased estimator of the same parameter has a sampling distribution with smaller
variance.
efficient
A _______ estimator is one for which the probability of estimates close to the value of the population parameter increases as
sample size increases.
consistent
A ___________ is a range for which one can assert with a given probability 1 − α, called the ____________, that it will contain the parameter it is intended to estimate. This interval is often referred to as the 100(1 − α)% confidence interval for the parameter
confidence interval, degree of confidence
_________ relates to overuse of the same or related data.
Data mining
When data availability
leads to certain assets being excluded from the analysis, we call the resulting problem ____________.
sample selection bias
A test design is subject to ______________ if it uses information that was not available on the test date.
look- ahead bias
A test design is subject to __________ if it is based on a time period that may
make the results time- period specific.
time- period bias