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Rating Scales
Research ScholarZainab Saleem
Scaling Defined
• The term scaling refers to procedures for attempting to determine quantitative measures of subjective and sometimes abstract concepts.
• It is defined as a procedure for the assignment of numbers to a property of objects in order to impart some of the characteristics of numbers to the properties in question.
Rating Scale
Measurement scales that allow a respondent to register the degree (or amount) of a characteristic or attribute possessed by
an object directly on the scale.
Attitude rating scales
Attitude:An enduring disposition to
consistently respond to various aspect of the world, including persons, events and objects
Typically seen as having three components:
Cognitive
Affective
Behavioral
i. Affective
• The feelings or emotions toward an object
ii. Cognitive
• Knowledge and beliefs
iii. Behavioral
Predisposition to action
Intentions
Behavioral expectations
Unidimensional Scaling
Multidimensional Scaling
Procedures designed to
measure only one attribute of a respondent or
object
Procedures designed to measure several dimensions of a respondent or
object
Six main types of rating scales:1. Category scale
2. Semantic differential scale
3. Stapel scale
4. Likert scale (Summated ratings scale)
5. Constant sum scale
6. Graphic scale
1. Category Scale
• A rating scale which the response options provided for a closed-ended question are labeled with specific verbal descriptions.
Example:
Please rate car model A on each of the following dimensions:
Poor Fair Good V.good Excellent
a) Durability [ ] [ ] [ ] [ ] [ ]
(b) Fuel consumption [ ] [ ] [ ] [ ] [ ]
Characteristics
• Response options are still verbal descriptions.
• Response categories are usually ordered according to a particular descriptive or evaluative dimension.
• Therefore scale has ordinal properties.
• However, researchers often assume that it possesses interval properties but this is only an assumption.** One special version is the Simple category scale.
Simple Category Scale • A category scale with only two response
categories (or scale points) both of which are labeled.
Example: Please rate brand A on each of the following dimensions:
poor excellent(a) Durability [ ] [ ]
(b) Fuel consumption [ ] [ ]
Semantic Differential Scale
• A rating scale in which bipolar adjectives are placed at both ends (or poles) of the scale, and response options are expressed as “semantic” space.
Example:
Please rate car model A on each of the following dimensions:
Durable ---:-X-:---:---:---:---:--- Not durable
Low fuel consumption ---:---:---:---:---:-X-:--- High fuel consumption
Characteristics
1. The scale has properties of an interval scale.
2. Sometimes descriptive phrases are used instead of bipolar adjectives, especially when it is difficult to get adjectives that are exact opposites
3. It is often used to construct an image profile.
3. Stapel Scale A simplified version of the semantic differential scale
in which a single adjective or descriptive phrase is used instead of bipolar adjectives.
Example:
Model A-3 -2 -1 Durable Car 1 2 3-3 -2 -1 Good Fuel Conaumption 1 2 3
Characteristics
1. The scale measures both the direction and intensity of the attribute simultaneously.
2. It has properties similar to the semantic differential.
4. Constant-Sum Scale • A rating scale in which respondents divide a
constant sum among different attributes of an object (usually to indicate the relative importance of each attribute).
• Assumed to have ratio level properties.
Example: Divide 100 points among the following dimensions to indicate their level of importance to you when you purchase a car:
Durability Fuel Consumption Total 100
Durable 1 2 3 4 5 6 7 Not durable
Numerical Scale• Any rating scale in which numbers rather than semantic
space or verbal descriptions are used as response options.
Examples: Poor Excellent
Durability 1 2 3 4 5 6 7
5. Graphic Ratings Scales
• Rating scales in which respondents rate an object on a graphic continuum, usually a straight line.
• Modified versions are the ladder scale and happy face scale.
Characteristics
1. The straight line scale has ratio level properties.
2. The ladder and happy face scales have properties depending on the labeling option chosen – whether all response categories are labeled (ordinal properties) or only the scale end-points are labeled (interval properties).
6. The Likert Scale • A multiple item rating scale in which the degree of an attribute
possessed by an object is determined by asking respondents to agree or disagree with a series of positive and/or negative statements describing the object.
• Example:
Totally disagree Disagree Neutral Agree
Totally agree
a) Shopping takes much longer on the Internet [ ] [ ] [ ] [ ] [ ]b) It is a good thing that Saudi consumers have the opportunity to buy products through the [ ] [ ] [ ] [ ] [ ]c) Buying products over the Internet is not a sensible thing to do [ ] [ ] [ ] [ ] [ ]
Attitude toward buying from the Internet
Characteristics • The following procedure is used to analyze
data from Likert scales:
1. First, weights are assigned to the responses options, e.g. Totally agree=1, Agree=2, etc
2. Then negatively-worded statements are reverse-coded (or reverse scored). E.g. a score of 2 for a negatively-worded statement with a 5-point response options is equivalent to a score of 4 on an equivalent positive statement.
1. Next, scores are summed across statements to arrive at a total (or summated) score.
2. Each respondent’s score can then be compared with the mean score or the scores of other respondents to determine his level of attitude, loyalty, or other construct that is being measured
• Note that the response for each individual statement is expressed on a category scale.
Hard to attach a verbal explanation to response
Visual impact, easy for poor readers
Choose a visual picture 8. Graphic scale-picture response
No standard answers Visual impact, unlimited scale points
Choose a point on a continuum
7. Graphic scale
Endpoints are numerical, not verbal.
Easier to construct than semantic differential
Choose point on scale with 1 center adjective
6. Stapel scale
Difficult for respondents with low education levels
Scale approximates an interval measure
Divide a construct sum among response alternatives
5. Constant sum scale
Bipolar adjectives must be found, data may be ordinal, not interval
Easy to construct, norms exist for comparison, e.g. profile analysis
Choose points between bipolar adjectives on relative dimensions
4. Semantic differential and numerical scales
Hard to judge what a single score means
Easiest scale to construct Evaluate statements on a 5-point scale
3. Likert scale
Ambiguous items, few categories, only gross distinction.
Flexible, easy to respond Indicate a response category
2.Category scale
1. Simple attitude scaling
Disadvantages Advantages Subject must:Rating Scale
Characteristics Different Types of Rating Scales
Issues In Selecting A Measurement Scale
1. Whether to use single or index measure.
2. Whether to use a ranking, sorting, choice, or rating scale.
3. Whether to use monadic or comparative scale.• Monadic rating scale is one in which
respondents evaluate an object in isolation• Comparative scale is one in which the object
is evaluated in relation to other objects• Construction and labeling is different for
monadic and comparative scales
4. Whether to use category labels or not.
5. If the decision is to use category labels, what labels to use.
6. Number of response options (scale categories) to use, i.e. whether to use 2, 3, 4, 5, etc response categories• In general, the larger the number of categories
the more sensitive the scale is; but also the more difficult it is for respondents to answer
7. Whether to use balanced or unbalanced scale.• A balanced scale has an equal number of
points to the left and right of a mid-point. An unbalanced scale has more response options on one side than the other
8. Whether the scale should force choice among the response categories, i.e. should the scale contain a “neutral” or “don’t know” category.