Discovering Statistics Using IBM SPSS Statistics
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Most hypotheses can be expressed in terms of two variables: a proposed cause and a proposed outcome.
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The only way that nominal data can be used is to consider frequencies.
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in any situation in which we ask people to rate something subjective (e.g., their preference for a product, their confidence about an answer, how much they have understood some medical instructions) we should probably regard these data as ordinal, although many scientists do not.
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To say that data are interval, we must be certain that equal intervals on the scale represent equal differences in the property being measured.
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correlational research tells us nothing about the causal influence of variables.