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ratio, interval, ordinal, nominal
levels of measurement include continuous (_____, _____) and categorical (_____, _____)
organized, summarized, analyzed, trends
raw data needs to be _____, _____, and _____, give structure for _____ in numerical data
shape, central tendency, variability
descriptive statistics are used to characterize _____, _____, and _____ within a set of data
parameters, statistics
_____ measure population characteristics while _____ is from sample data
estimate population parameters, representative sample
descriptive statistics are used to _____ based on a _____
frequency distribution, rank, frequency, continuous, categorical
_____ is table of _____ ordered scores that shows _____ of each value (_____ or _____ data)
highest/lowest, cluster, most, outliers, range, errors
frequency distribution can quickly visualize _____ scores, where scores _____, and which occurred _____, useful for screening to identify _____ or inappropriate _____ that could indicate _____
percentages, sample size, comparisons
_____ represented by each score in distribution independent of _____ and allow for _____
cumulative percentages, above/below, cut off
_____ are total that sum up to a cumulative point, helpful to quickly see % of scores that fall _____ a score (_____ point)
grouped frequency distribution, continuous, repeat scores
_____ is feasible way to present large amounts of _____ data when unlikely to have _____
mutually exclusive, exhaustive
grouped frequency distributions range is _____ and _____
arbitrary, influence, interpretation
grouped frequency distribution choice of range is _____ which can _____ the _____ of how a variable is distributed
graphed
frequency distributions can also be _____ for visual representation
normal, centered, mean, symmetrical, skewed, positively, negatively, tail, asymmetrical
shape may be _____ (scores are _____ around _____, _____) or _____ (_____ or _____, named by direction of _____, _____)
mean, median, mode
measures of central tendency (3)
mean, affected, extreme
_____ is average, represented by μ or x̄, _____ by _____ scores
median, average position, extreme, skewed, ordinal
_____ is value that equally divides scores, _____ in distribution, NOT affected by _____ scores, useful for _____ distributions or _____ data
mode, bimodal, multimodal, nominal, ordinal
_____ is score that occurs most frequently, more than one = _____/_____, useful for _____ and _____ data
interval, ratio, nominal, ordinal
mean is most valuable for _____ and _____ data, mode is meaningful for _____ data, median is meaningful for _____ data
stable, fluctuation, repeated, mathematic manipulation, estimation, population
mean is most _____, least amount of _____ if sample is _____, only measure that can be subjected to _____, most reasonable for _____ of _____
mean, median, mode, all equal, mode, median, mean
central tendency increasing order: negatively skewed _____, normal _____, positively skewed _____
dispersion, range, percentiles
measures of variability refer to score _____ and include _____ and _____
range, two extreme, increased sample size, ineffective
_____ is difference between highest and lowest scores, only using _____ scores, increases with _____ making it _____ for comparison
percentiles, comparative, reference
_____ describes score’s position within a distribution relative to other scores, helping for converting to _____ scores or providing _____
quartiles, interquartile range
_____ divided into four equal quarters and _____ is middle 50% that eliminates extreme scores
continuous, interquartile range, median, range, 1.5 x IQR
box plot is appropriate for _____ data, box = _____, horizontal line = _____, whiskers = _____ OR _____
outliers, errors, atypical, insights, analysis, data set
_____ are suspected anomalies due to data collection _____ or _____ data, values can distort _____, can be removed from _____ NOT _____
1.5xIQR greater, third quartile, 1.5xIQR less, first quartile, filled dot, 3x, asterisk
outliers are considered when _____ than _____ or _____ than _____, indicated by _____, data point more than _____ is considered extreme and indicated by _____
variance, full set, small, large
_____ is reflective of _____ of scores, close together = _____, spread apart = _____
deviation score, normal distribution, equal, 0
_____ is distance of each score from mean, cannot calculate mean deviation in _____ because _____ distribution of scores = _____ value
sum of squares
sample variability is described by _____
sample variance, sample sizes
_____ = sum of squares / sample size OR mean square, allows us to make objective comparisons in data with different _____
underestimate, n-1
sample data tends to _____ true population variance, utilize _____ in formula to correct and get unbiased estimate
standard deviation, mean, smaller
_____ is square root of variance, so units aren’t squared, reported with _____, less spread out = _____
coefficient of variation, ratio, standard deviation, mean, percentage, interval, ratio, units, comparison, proportion, magnitude, relative
_____ is measure of dispersion around mean and is _____ of _____ to _____ expressed as _____, used with _____ or _____ data, independent of _____ to allow _____ with differences, expresses variation as _____ to account for difference in _____ of mean (_____ variation is most meaningful)
theoretical, estimates, population, sample, constant, predictable
normal distribution is _____ concept with well defined properties to make statistical _____ about _____ using _____ data, characteristics are _____ and _____
z score, relation, distribution, normalized group, area under
expressing scores in terms of standard deviation units is called _____, where score would fall in _____ to score _____, useful for interpreting score to _____, determine _____ normal curve
68, 95, 99
1 SD = _____%, 2 SD = _____, 3 SD = _____