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our aspects of a good sample
Random; independent; unbiased; representative
Population
Entire group of interest
Sample
Subset of the population
Experimental unit
Object measured
Variable
Measured characteristic
Data
All collected values
Statistic
Sample summary value
Parameter
Population summary value
Sampling error
Difference between sample result and population truth
Nominal variable
Qualitative with no order
Ordinal variable
Qualitative with order
Discrete variable
Quantitative whole numbers
Continuous variable
Quantitative decimals
Univariate data graph (qualitative)
Bar or circle graph
Univariate data graph (quantitative)
Histogram or boxplot
Bivariate qualitative data
Contingency table
Bivariate quantitative data
Scatterplot
One qualitative and one quantitative variable
Side-by-side boxplots
Three types of probability
Empirical
Empirical probability
Based on repeated trials
Theoretical probability
Based on reasoning
Subjective probability
Based on judgment
Ways to show probability
Venn diagram
Independent events test
P(A) = P(A|B) or P(A and B) = P(A)P(B)
Mutually exclusive test
P(A and B) = 0
Binomial probability problem
Fixed trials
Normal probability problem
Uses z-scores and normal curve
Standard deviation
Measures spread of individual data
Standard error
Measures spread of sample means
Standard error represents
Variability of sample means
Probability of a mean
Uses sampling distribution
Correct decision
Appropriate conclusion about null hypothesis
Type I error meaning
False positive
Type II error meaning
False negative
Four steps of hypothesis testing
State hypotheses
Nonparametric tests
Use ranks or signs instead of raw values
Sign test
Uses direction of differences only
Rank tests
Use ordered values to retain more information
Test selection
Depends on variables
Tail direction
Determined by wording of alternative hypothesis