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Population
Entire group of individuals of interest
Sample
Subset selected from a population
Parameter
Numerical value describing a population
Statistic
Numerical value describing a sample
Random sampling
Chance selection of participants from a population
Random assignment
Chance placement of participants into conditions
Sampling error
Difference between a sample statistic and a population parameter
Descriptive statistics
Methods used to organize and summarize data
Inferential statistics
Methods used to draw conclusions about a population from a sample
Variable
Characteristic that can vary across individuals
Independent variable (IV)
Variable manipulated by the researcher
Dependent variable (DV)
Variable measured to assess the effect of the IV
Levels of an IV
Different conditions or values of the independent variable
Experimental design
Manipulation of an IV with random assignment
Quasi-experimental design
Manipulation of an IV without random assignment
Observational design
No manipulation of the IV
Nominal scale
Categories with no order
Ordinal scale
Categories with rank order but unequal intervals
Interval scale
Ordered categories with equal intervals and no true zero
Ratio scale
Ordered categories with equal intervals and a true zero
Discrete variable
Variable consisting of indivisible categories
Continuous variable
Variable that can take any value within a range
Frequency distribution
Table or graph showing how often each score occurs
Histogram
Graph for continuous data with touching bars
Bar graph
Graph for discrete or categorical data with separated bars
Central tendency
Statistical measure that identifies the center of a distribution
Mean
Arithmetic average of scores
Median
Score that divides a distribution so that 50% are above and 50% below
Mode
Most frequently occurring score or category
Mu (μ)
Symbol for the population mean
M
Symbol for the sample mean
N
Number of scores in a population
n
Number of scores in a sample
Σ
Summation symbol indicating addition of scores
Mean as equal distribution
The amount each individual receives when the total is divided equally
Mean as balance point
Point where distances above and below the mean are equal
Sum of deviation scores
The sum of (X − M) always equals zero
Mean range rule
The mean must fall between the lowest and highest scores
Mean sensitivity
The mean is affected by extreme scores
Median resistance
The median is relatively unaffected by extreme scores
Weighted mean
Mean that accounts for unequal sample sizes
Weighted mean rule
The overall mean is closer to the mean of the larger sample
Median (odd n)
Middle score when data are ordered
Median (even n)
Average of the two middle scores
Median location
Point on the scale where 50% of scores fall below
Lower real limit (LRL)
Lowest possible value of a score interval
Upper real limit (URL)
Highest possible value of a score interval
Precise median
Exact midpoint for a continuous variable using interpolation
fBELOW LRL
Number of scores below the lower real limit
fTIED
Frequency of tied scores at the median value
Mode requirement
The mode must correspond to an actual score
Bimodal distribution
Distribution with two modes
Major mode
Mode with the highest frequency
Minor mode
Secondary mode with a lower frequency
Symmetrical distribution
Distribution where left and right sides mirror each other
Positively skewed distribution
Distribution with a long tail to the right
Negatively skewed distribution
Distribution with a long tail to the left
Mean-median-mode (symmetric)
Mean = Median = Mode
Mean-median-mode (positive skew)
Mean > Median > Mode
Mean-median-mode (negative skew)
Mean < Median < Mode
Selecting central tendency
Choosing mean, median, or mode based on data shape and scale
Mean best use
Symmetrical distributions without extreme scores
Median best use
Skewed distributions or distributions with outliers
Mode best use
Nominal data or most frequent category