MAT 151

Nominal

Level of measurement that is characterized by data that consist of names, labels, or categories only. The data cannot be arranged in an ordering scheme (such as low to high).

Ordinal

Data are at the ordinal level of measurement if they can be arranged in some order, but differences between values either cannot be determined or are meaningless.

Interval

The interval level of measurement is like the ordinal level, with the additional property that the difference between any two data values is meaningful.

Ratio

The ratio level of measurement is the interval level with the additional property that there is a natural 0 starting point (where 0 indicates that none of the quantity is present).

Cross-Sectional Study

Data are observed, measured, and collected at one point in time.

Retrospective

Data are collected from the past through examination of records, interviews, and so on.

Prospective

Data are collected in the future from groups sharing common factors.

Use Permutations formula when objects must be in a specific order

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Unbiased Estimators

Mean, variance, proportion

Biased Estimators

Median, range, standard deviation