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Levels of Measurement: Nominal, Ordinal, Interval & Ratio Scales Explained with Examples

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LEVELS OF MEASUREMENT Scales of Measurement Levels of Measurement (also called Scales of Measurement ) refer to the different ways of categorizing, ranking, or quantifying variables in research and statistics. There are four levels , arranged from the simplest to the most complex:  1. Nominal Level of Measurement  Definition:  Data is categorized into distinct groups or labels without any order or ranking.  Key Features: Used only for naming or labeling.  No mathematical operations can be performed.  Data cannot be ordered or compared. Only checks for equality or difference between categories.  Examples: Gender: Male, Female, Other  Religion: Hindu, Muslim, Christian  Blood Group: A, B, AB, O  Eye Color : Brown, Black, Blue  2. Ordinal Level of Measurement  Definition:   Data is categorized and arranged in a specific order or rank, but the difference between ranks is not equal or known.  Key Features:   ...