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Statistics
science of collecting, organizing, summarizing, and analyzing information (data) to draw conclusions
Individuals
entities that is measured in a study
can be objects, cars, countries, or days
“basic” definition/description
population
ENTIRE group to be studied
census
data collected from every individual in a population
gives a reasonable alternative to select a study of a portion of individuals in a population
sample
the subset of a population in which is ACTUALLY collecting data
Parameter
numerical summary of the POPulation
these values are usually unknown (unless a census is taken)
value associated with the population
identified with “P~.?”
statistic
numerical summary of a SAMple
estimates the value of population parameters
value associated with the sample
identified with “P^~.?”
descriptive statistics
method for summarizing the collected data
used by graphs, tables, and numerical summaries (averages or percentages)
allows an overview of data and helps to determine the type of statistical method
inferential statistics
methods that take a result from a sample, extend it to the population, and measure the reliability of the result
always contains uncertainty
margin of error
+-3
whats the process of statistics?
identify the research objective
collect the data needed to answer the question
describe the data
perform inference
distribution
what value a variable takes and how often it takes those values
dictates the method of analysis that can be used
nomial level
name, label, categorize
does not allow for rankings
qualitiative
ordinal level
allows values to be ranked or ordered
qualitative
interval level
values can be meaningfully added or subtracted
a value of zero DOES NOT mean the absence of quantity
ex. temperature
quantitative
ratio level
values can be meaningfully multiplied or divided
the value of zero MEANS the absence of quantity
quantitative
experiment
researchers ASSIGN individuals in a study certain experimental conditions and observes the outcomes
actively engaged
observational
researchers observes and records behaviors WITHOUT imposing any conditions
controlling
representative sample
exhibits characteristics of those possessed by the population of interest
MORE likely to obtain a representative sample if you let CHANCE determine the sample
simple random sample
n subjects from a population of size N is one in which each possible sample of size n has the same chance of being selected
mainly rely on random number generators to generate these samples
does observational studies allow researchers to claim causation
no, only association
what do designed experiments allow?
researchers to identify certain cause and effect relationships
lurking variables
explanatory variable that was not considered in the study, but affects the value of the response variable and is typically also related to explanatory variables that were considered in the study