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The normal distribution approximation is justified when

1. np> 5 2. n(1-p) >5 in other words, we want our sample size to be large enough so that there should be atleast 5 yes and at least 5 no answers expected in our sample (based on population proportion p and our sample size)

estimate

a particular value of the estimator (actual answer)

Simple Random Sample

a sample of n observations, where every individual has the same probability of being selcted. Edquivalently, every sample of size n has the same probability of being selected as any other sample of size n

estimator

a statistic that is used to estimate a population parameter (formula)

sample

a subset of the population

nonresponse bias

a systematic difference in preferences between respondents an non-respondents to a survey or a poll

selection bias

a systematic exclusion of certain groups from consideration for the sample

population

consists of all item of interest in a statistical problem

For a given sample size n,

decreasing the probability of a type I error alpha, will increase the probability of a type II error beta

Stratified Random Sampling

divide the population into mutually exclusive and exhaustive groups called strata, for each and every stratum, collect a SRS, weher the number of people for each SRS is proportional to that stratum's size *n

Cluster Sampling

divide the population into mutually exclusive and exhaustive groups, called clusters. randomly select k of the clusters and interview every observation in those k randomly selected clusters, and nobody in the non-selected clusters

Type II error occurs ehen we ____.

do not reject the null hypothessis wwhen it is actually false

FOr any population X with expected value mu and standard deviation sigma. the sampling distribution of x bar will be approximately normal if the sample size n is sufficiently small. As a general guidline, the normal distribution approximation is justified when n <30

false

On the basis of sample information, we either "accept the null hypothesis" or "reject the null hypothesis"

false

The alternative hypothesis typically agrees with the status quo.

false

We calculate a parameter to make inferences about a statistic

false

Alternative Hypothesis

states a claim about the population parameter, but it somehow disagrees with the null hypothesis

Null Hypothesis

states that there is no difference between a parameter and a specific value

If the null hypothesis is rejected at a 1% significance level, then _____________.

the null hypothesis will be rejected at a 5% significance level

bias

the tendency of a sample statistic to systematically overestimate or underestimate a population parameter

Bias refers to the tendency of a sample statistic to systematically over- or underestimate a population parameter

true

For a given sample size, any attempt to reduce the likelihood of making one type of error (Type I or Type II) will increase the likelihood of the other error.

true

Under the assumption that the null hypothesis is true as an equality, the p-value is the likelihood of observing a sample mean that is at least as extreme as the one derived from the given sample.

true

Central Limit Theorem

if X has any distribution and the sample size is sufficiently large (n>30) then the smapling distribtuin of x (bar) will be normal

For a sample of size n for a variable X:

if the population is normally distributed then the sampling distribution of x (bar) is also normal

A census is an example of _____/

population data

Selection bias occurs when _____.

portions of the population are excluded from the consideration for the sample

Systematic Random sampling

randomly pick a starting point like 51 and from then on out pick every 551 st of the objects

If the p-value for a hypothesis test is 0.027 and the chosen level of significance is .05 , then the correct conclusion is to ________________.

reject the null hypothesis


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