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Unidimensional scale
Measures one attribute.
Multidimensional scale
Measures multiple attributes or dimensions.
Attitude measurement scales
Not directly observed because they exist in the consumer's mind
Unlike physical measures like weight, attitudes are measured indirectly
Usually nominal or ordinal level
Graphic rating scale
Includes a graphic continuum anchored by two extremes.
Itemized rating scale
Respondents choose from a set of ordered response categories.
Rank order scale
respondents compare multiple items and rank them relative to one another
Rank order scale pros and cons
Pro: Instructions are simple and straightforward and forces participants to make tradeoffs, resulting in the customers true rank of the options.
Cons: Can be misleading if alternatives are omitted and does not reveal why rankings were assigned.
Paired comparison scale
Respondents choose one of two items based on a criterion, reducing order bias. Easier than ranking multiple items at once
Constant sum scale
Respondents distribute 100 points across attributes to show ranking and relative importance. Allow respondents to give equal importance to multiple attributes
Semantic differential scale
measures perceptions of a product, brand, or company by asking respondents to rate it between opposite
Two pairs of adjectives (modern or old-fashioned, high quality or low quality)
Disadvantages to semantic differential scales
Lack of standardization - no universal set of bipolar adjectives, so it is difficult to compare studies
Choosing the right number of scale points is
Staple scale
Rates how well an adjective describes a concept on a +5 to -5 scale without bipolar pairs.
Measures attitude direction and intensity simultaneouslyR
Likert scale
Measures agreement or disagreement with statements using combined scores.
Ex. Rate the quality of our product. 1-very bad and 5-very good
Purchase intent scale
Measures how likely consumers are to purchase a product or service to predict demand.
Balanced vs. non-balanced scale
Balanced scales have equal positive/negative categories; non-balanced have more on one side.
Forced vs. non-forced choice
Non-forced includes a neutral or 'Don't know' option; forced requires a positive or negative response.
Role of a questionnaire
Translates objectives, collects needed info, supports analysis, meets management needs, and affects costs.
Criterion for a good _____
Does it provide the necessary decision-making information?
Does It Consider the Respondent?
Does It Meet Editing Requirements?
Questionnaire Design Process
1. Determine Survey Objectives, Resources, and Constraints
o Clearly define survey objectives: Specify the decision-making information needed as clearly and precisely as possible.
2. Determine the Data-Collection Method
o Survey methods: Data can be collected through smartphones, self-administered surveys, or online surveys
3. Determine the Question Response Format
Open-ended questions
Allows respondents to write or type whatever they want to answer. Harder to code
Closed-ended questions
Respondents choose from a list of given answers, making them easy to code.
Dichotomous questions
Closed-ended questions that ask respondents to choose between two answers.
Ex. Do you like starbucks
Multiple-choice questions
Closed-ended questions that ask the respondent the choice among several answers; also called multichotomous questions
o EX. Which fast food would you typically go to, select all that apply
Scaled-response questions
Response choices designed to capture the intensity of feeling.
Position bias
A flaw where respondents disproportionately prefer the first or last option.
Questionnaire flow structure
Starts with screeners and warm-ups, moves to transitions and difficult questions, and ends with demographics.
Pretesting a survey
Conducted beforehand to check for misinterpretations, confusion, or poor skip patterns.
Respondent fatigue
Occurs when respondents become bored or tired; mitigated by progress bars and short surveys.
How to reduce respondent fatigue
Adding a progress bar.
Keeping surveys short (ideally ≤20 minutes).
Varying question types and formats.
Giving an honest time estimate at the start.
Offering a small incentive or gift for completion.