Branch of mathematics that focuses on the organization, analysis and interpretation of group of numbers
Descriptive statistics
Used to summarize and describe a group of numbers from research study
Inferential statistics
Used to draw conclusion and to make inference that are based on the numbers from research study but that go beyond the numbers
Population
The entire set of individuals of interest for particular research question
Sample
A set of individuals selected from a population, usually intended to represent the population in the research study
Variables
Characteristics that can have different values
Construct
Internal characteristic that cannot be directly observed
Values
Possible number or category that variable can have
Score (datum)
Particular person's value on a variable
Data/data set
Collection of measurement or observation, complete set of scores
Parameter
Value, usually a numerical value, that describe the population
Statistic
Value, usually a numerical value that describe the sample
Sampling error
The naturally occurring discrepancy that exist between a sample statistic and the corresponding population parameter
Levels of measurement
Nominal
Ordinal
Interval
Ratio
Discrete variable
Has specific values and cannot have values between the specific values
Continuous variable
There are in theory an infinite number of values between any two values
True dichotomous
Naturally formed two categories
Artificial dichotomous
Reflects an underlying continuous scale forced into a dichotomy
Frequency distribution
An organized tabulation of the number of individuals located in each category on the scale of measurement. Can be structured either as table or graph
Frequency table
Ordered listing of number of individuals, subjects, respondents having each different values for a particular variable
Proportion
Measure the fraction of the total group that associated with each score
Percentage
An amount of something often expressed as a number out of 100
Interval
Range of values in grouped frequency table that are grouped together
Central tendency
Statistical measure that attempts to determine the single value, usually located in the center of distribution that is most typical or most representative of the entire set of scores
Mean
Also known as arithmetic average, sum of all scores in the distribution divided by the number of scores
Weighted mean
An average in which each observation in the data set is assigned or multiplied by a weight before summing to a single average value
Median
The middle score when all of the scores in the distribution are arranged from the lowest to highest
Mode
The score or category that has the greatest frequency
Kurtosis
Extent to which a frequency distribution deviates from the normal curve in terms of whether its curved in the middle is more peaked or flat than the normal curve
Types of kurtosis
Leptokurtic
Mesokurtic
Platykurtic
Variability
Provides a quantitative measure of the difference between the scores in a distribution
Range
The distance covered by the scores in a distribution from the lowest to highest score
Variance
The average of each score's squared difference from the mean
Standard deviation
Uses the mean of the distribution as a reference point and measures variability by considering the distance between each score and the mean
Formulas for standard deviation
Computational formula
Definitional formula
Biased statistics
Consistently overestimates or underestimates the corresponding population parameter
Median absolute deviation
A robust measure of how spread the data is if the assumptions of standard deviation were not met
score
The number of standard deviations that a score is above or below (if negative) the mean of its distribution
Raw score
An ordinary score as opposed to a z-score
Normal curve
Mathematically defined, bell-shaped frequency distribution that is symmetrical and unimodal (also called Gaussian distribution)