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Measurement and Scaling:
Fundamentals and Comparative Scaling
CHAPTER EIGHT
Md. Enamul Islam Shemul
Student of Patuakhali Science and Technology University
Faculty of Business Administration and Management
Session 2013-14
1) Chapter Outline
1) Overview
2) Measurement and Scaling
3) Scales Characteristics
4) Primary Scales of Measurement
5) A Comparison of Scaling Techniques
6) Comparative Scaling Techniques
2) Measurement and Scaling
Measurement means assigning numbers or other symbols to characteristics of
objects according to certain pre-specified rules.
◦ The rules for assigning numbers should be standardized, applied uniformly,
and must not change over time.
◦ Scaling = the process of measuring entities with respect to quantitative
attributes.
3) Scale Characteristics
Scale characteristics: description, order, distance and origin
Description
By description, we mean the unique labels that are used to designate each value
of the scale. All scales possess description.
◦ Example: Female = 1; Male = 2
Order
By order, we mean the relative sizes or positions of the descriptors. Order is
denoted by descriptors such as greater than, less than, and equal to.
Scale Characteristics
Distance
The characteristic of distance means that absolute differences between the scale
descriptors are known and may be expressed in units.
◦ Example: distance between intervals on a Likert scale.
Origin
The origin characteristic means that the scale has a unique or fixed beginning or
true zero point. Not all scales have an origin.
◦ Example: income = $0
4) Primary Scales of Measurement
1. Nominal
2. Ordinal
3.Interval
4. Ratio
Primary Scales of Measurement:
Nominal Scale
The numbers serve only as labels for identifying objects.
The numbers do not reflect the amount of the characteristic possessed by the
objects.
The only permissible operation on the numbers in a nominal scale is counting.
Only a limited number of statistics, all of which are based on frequency counts,
are permissible, Example: percentages, and mode.
Ordinal Scale
A ranking scale in which numbers are assigned to objects to indicate the relative
order.
Can determine whether an object has more or less of a characteristic than some
other object, but not how much more or less.
In addition to the counting operation allowable for nominal scale data, ordinal
scales permit the use of statistics based on centiles, Example: percentile, quartile,
median.
Interval Scale
Numerically equal distances on the scale represent equal values in the
characteristic being measured.
It permits comparison of the differences between objects.
It is not meaningful to take ratios of scale values.
Statistical techniques that may be used include all of those that can be applied to
nominal and ordinal data, and in addition the mean and standard deviation.
Ratio Scale
Possesses all the properties of the nominal, ordinal, and interval scales.
It has an absolute zero point.
It is meaningful to compute ratios of scale values.
◦ Example: 4 is twice the value of 2.
All statistical techniques can be applied to ratio data.
Primary Scales of Measurement
5) A Comparison of Scaling Techniques
Comparative scales involve the direct comparison of objects. Comparative scale
data must be interpreted in relative terms and have only ordinal/rank order
properties.
In non-comparative scales, each object is scaled independently of the others in
the stimulus set. The resulting data are generally assumed to be interval or ratio
scaled.
6) Comparative Scaling Techniques
Paired Comparison Scaling
Paired Comparison Scaling:
A respondent is presented with two objects and asked to select one according to
some criterion.
With n brands, [n(n - 1) /2] paired comparisons are required.
◦ Example: n=4; 6 comparisons required.
Under the assumption of transitivity, it is possible to convert paired comparison
data to a rank order.
◦ Example: if A is preferred to B, and B is preferred to C, then A is preferred to
C.
Comparative Scaling Techniques
Rank Order Scaling
Rank Order Scaling:
Respondents are presented with several objects simultaneously and asked to
order or rank them according to some criterion.
However, it is possible that the respondent may dislike the brand ranked 1 in an
absolute sense.
Comparative Scaling Techniques
Constant Sum Scaling
Constant Sum Scaling:
Respondents allocate a constant sum of units, such as 100 points to attributes of a
product to reflect their importance.
If an attribute is unimportant, the respondent assigns it zero points.
If an attribute is twice as important as some other attribute, it receives twice as
many points.
The sum of all the points is 100. Hence, the name of the scale.
Importance of Bathing Soap Attributes
Using a Constant Sum Scale
Instructions
On the next slide, there are eight attributes of bathing soaps.
Please allocate 100 points among the attributes so that your allocation reflects
the relative importance you attach to each attribute.
The more points an attribute receives, the more important the attribute is.
Q-Sort and other procedures
The comparative scaling techniques that uses a rank order procedure to sort
objects based on similarity with respect to some criterion.
The number of objects to be sorted should not be less than 60 nor more than 140;
60 to 90 objects is a reasonable range
T h a n k s a l l .

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Chapter 8 by Malhotra

  • 1. Measurement and Scaling: Fundamentals and Comparative Scaling CHAPTER EIGHT
  • 2. Md. Enamul Islam Shemul Student of Patuakhali Science and Technology University Faculty of Business Administration and Management Session 2013-14
  • 3. 1) Chapter Outline 1) Overview 2) Measurement and Scaling 3) Scales Characteristics 4) Primary Scales of Measurement 5) A Comparison of Scaling Techniques 6) Comparative Scaling Techniques
  • 4. 2) Measurement and Scaling Measurement means assigning numbers or other symbols to characteristics of objects according to certain pre-specified rules. ◦ The rules for assigning numbers should be standardized, applied uniformly, and must not change over time. ◦ Scaling = the process of measuring entities with respect to quantitative attributes.
  • 5. 3) Scale Characteristics Scale characteristics: description, order, distance and origin Description By description, we mean the unique labels that are used to designate each value of the scale. All scales possess description. ◦ Example: Female = 1; Male = 2 Order By order, we mean the relative sizes or positions of the descriptors. Order is denoted by descriptors such as greater than, less than, and equal to.
  • 6. Scale Characteristics Distance The characteristic of distance means that absolute differences between the scale descriptors are known and may be expressed in units. ◦ Example: distance between intervals on a Likert scale. Origin The origin characteristic means that the scale has a unique or fixed beginning or true zero point. Not all scales have an origin. ◦ Example: income = $0
  • 7. 4) Primary Scales of Measurement 1. Nominal 2. Ordinal 3.Interval 4. Ratio
  • 8. Primary Scales of Measurement: Nominal Scale The numbers serve only as labels for identifying objects. The numbers do not reflect the amount of the characteristic possessed by the objects. The only permissible operation on the numbers in a nominal scale is counting. Only a limited number of statistics, all of which are based on frequency counts, are permissible, Example: percentages, and mode.
  • 9. Ordinal Scale A ranking scale in which numbers are assigned to objects to indicate the relative order. Can determine whether an object has more or less of a characteristic than some other object, but not how much more or less. In addition to the counting operation allowable for nominal scale data, ordinal scales permit the use of statistics based on centiles, Example: percentile, quartile, median.
  • 10. Interval Scale Numerically equal distances on the scale represent equal values in the characteristic being measured. It permits comparison of the differences between objects. It is not meaningful to take ratios of scale values. Statistical techniques that may be used include all of those that can be applied to nominal and ordinal data, and in addition the mean and standard deviation.
  • 11. Ratio Scale Possesses all the properties of the nominal, ordinal, and interval scales. It has an absolute zero point. It is meaningful to compute ratios of scale values. ◦ Example: 4 is twice the value of 2. All statistical techniques can be applied to ratio data.
  • 12. Primary Scales of Measurement
  • 13. 5) A Comparison of Scaling Techniques Comparative scales involve the direct comparison of objects. Comparative scale data must be interpreted in relative terms and have only ordinal/rank order properties. In non-comparative scales, each object is scaled independently of the others in the stimulus set. The resulting data are generally assumed to be interval or ratio scaled.
  • 14. 6) Comparative Scaling Techniques Paired Comparison Scaling Paired Comparison Scaling: A respondent is presented with two objects and asked to select one according to some criterion. With n brands, [n(n - 1) /2] paired comparisons are required. ◦ Example: n=4; 6 comparisons required. Under the assumption of transitivity, it is possible to convert paired comparison data to a rank order. ◦ Example: if A is preferred to B, and B is preferred to C, then A is preferred to C.
  • 15. Comparative Scaling Techniques Rank Order Scaling Rank Order Scaling: Respondents are presented with several objects simultaneously and asked to order or rank them according to some criterion. However, it is possible that the respondent may dislike the brand ranked 1 in an absolute sense.
  • 16. Comparative Scaling Techniques Constant Sum Scaling Constant Sum Scaling: Respondents allocate a constant sum of units, such as 100 points to attributes of a product to reflect their importance. If an attribute is unimportant, the respondent assigns it zero points. If an attribute is twice as important as some other attribute, it receives twice as many points. The sum of all the points is 100. Hence, the name of the scale.
  • 17. Importance of Bathing Soap Attributes Using a Constant Sum Scale Instructions On the next slide, there are eight attributes of bathing soaps. Please allocate 100 points among the attributes so that your allocation reflects the relative importance you attach to each attribute. The more points an attribute receives, the more important the attribute is.
  • 18. Q-Sort and other procedures The comparative scaling techniques that uses a rank order procedure to sort objects based on similarity with respect to some criterion. The number of objects to be sorted should not be less than 60 nor more than 140; 60 to 90 objects is a reasonable range
  • 19. T h a n k s a l l .