4. Consider the practical constraints. For example, if a certain type of scale has been used to measure a variable in the past (e.g., a 10-point Likert-type scale to measure customer satisfaction), the same scale might have to be used again to allow a comparison of the findings with past results or industry norms (e.g., the American Customer Satisfaction Index).

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