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Q: What makes a sample unbiased?
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What is the definition for unbiased sample?

A sample is Unbiased if everyone in the sample have an equal chance of being selected


Is a sample UNBIASED?

Only if you make it unbiased. Samples can be weird. If you make it unbiased, then yes.


Why is the sample mean an unbiased estimator of the population mean?

The sample mean is an unbiased estimator of the population mean because the average of all the possible sample means of size n is equal to the population mean.


Show that in simple random sampling the sample variance is an unbiased estimator of population variance?

It is a biased estimator. S.R.S leads to a biased sample variance but i.i.d random sampling leads to a unbiased sample variance.


Is sample variance unbiased estimator of population variance?

No, it is biased.


How are biased and unbiased sample similar?

They are samples from a population, but otherwise they are not similar.


What is the difference between a biased and unbiased sample?

Biased- (Not random) Unbiased-(Random) Example: (ubbiased) Woman takes random people to take a survey.


What would an unbiased firm gather?

Enough data to be reprsentative Fair questions and appropriate answer choices or measure of answer An unbiased sample Conclusions that reflect the study accurately and not beyond the limits of the study.


What does it mean to say that the sample variance provides an unbiased estimate of the population variance?

It means you can take a measure of the variance of the sample and expect that result to be consistent for the entire population, and the sample is a valid representation for/of the population and does not influence that measure of the population.


What is the the relationship between population and sample parameter and statistic?

The relations depend on what measures. The sample mean is an unbiased estimate for the population mean, with maximum likelihood. The sample maximum is a lower bound for the population maximum.


What is the best estimator of population mean?

The best estimator of the population mean is the sample mean. It is unbiased and efficient, making it a reliable estimator when looking to estimate the population mean from a sample.


What biased estimator will have a reduced bias based on an increased sample size?

The standard deviation. There are many, and it's easy to construct one. The mean of a sample from a normal population is an unbiased estimator of the population mean. Let me call the sample mean xbar. If the sample size is n then n * xbar / ( n + 1 ) is a biased estimator of the mean with the property that its bias becomes smaller as the sample size rises.