Exam 2 - Chapter 11 Flashcards
what are the stages in data analysis?
- prepare data for analysis
- describe the sample
- test reliability of measurement methods
- conduct exploratory analysis
- conduct confirmatory analysis
what does probability theory entail?
- explains the extent of a relationship between variables
- the probability that an event can be accurately predicted
decision theory is best used under which circumstance?
when testing for differences between groups of the same population
define normal curve
it is the theoretical frequency distribution of all possible values in a population
define level of statistical significance
the level at which the statistical results indicate a significant difference between groups
also called alpha or cutoff point
mode, mean, and median are equal in a normal distribution curve
true
what does the theory of normal curve state?
any data score will be within a certain range of a mean value
define inference
a conclusion or judgment made based on evidence
what is the two-tailed test of significance?
the analysis of a nondirectional hypothesis
what are the components of a one-tailed test of significance?
- directional hypothesis
- extreme statistical values in a single tail that occur are of interest
one-tailed tests are more powerful than two-tailed tests
true
what is a type I error?
null hypothesis is wrongfully rejected
similar to wrongful accusation
how does type I error occur?
results wrongfully indicate there is significant difference
reliability is a result of consistency
true
validity is a result of accuracy
true
data saturation is associated with qualitative studies
true
power analysis is associated with quantitative analysis
true
how does type II error occur?
the null hypothesis is regarded as true but is in fact false
what does power mean in research?
the probability that a statistical test will detect a significant difference
what are the 4 parameters of a power analysis?
- power
- level of significance
- effect size
- sample size
define effect size
- the degree to which the phenomenon is present in the population
- the degree to which the null hypothesis is false
what are the types of statistics in research?
- descriptive
- inferential
what are descriptive statistics?
these are summary statistics that allow the researcher to organize data in ways that give meaning
what do inferential statistics entail?
addresses objectives, questions, and hypotheses to allow inference from the study sample to the target population