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ATTITUDE MEASUREMENT
AND SCALING
MEASUREMENT AND SCALING
 Measurement: The term ‘measurement’ means assigning
numbers or some other symbols to the characteristics of
certain objects. When numbers are used, the researcher must
have a rule for assigning a number to an observation in a way
that provides an accurate description.
 Scaling: Scaling is an extension of measurement. Scaling
involves creating a continuum on which measurements on
objects are located.
13–3
WHAT DO I MEASURE?
 Measurement
 The process of describing some property of a phenomenon, usually by
assigning numbers in a reliable and valid way.
 Concept
 A generalized idea about a class of objects, attributes, occurrences,
or processes
 Scales
 A device providing a range of values that correspond to
different characteristics or amounts of a characteristic
exhibited in observing a concept
Nominal scale: This is the lowest level of measurement. Here,
numbers are assigned for the purpose of identification of the
objects. Any object which is assigned a higher number is in no way
superior to the one which is assigned a lower number.
 Assigns a value to an object for identification or classification purposes.
 Most elementary level of measurement
Example:
• Do you have your own house?
(a) Yes (b) No
The assigned numbers cannot be added, subtracted, multiplied
or divided. The only arithmetic operations that can be carried out
are the count of each category. Therefore, a frequency
distribution table can be prepared for the nominal scale
variables and mode of the distribution can be worked out.
TYPES OF MEASUREMENT SCALES
1. Nominal scale is also called a category scale. It uses
multiple items to elicit a single response.
In which department do you work with?
Marketing
Finance
Production
HR
NOMINAL SCALE - BIFURCATIONS
2. Ordinal scale
 This is the next higher level of measurement than the nominal
scale measurement
 One of the limitations of the nominal scale is that it can not
be said whether the assigned number to an object is higher or
lower than the one assigned to another option
 An ordinal scale measurement tells whether an object has
more or less of characteristics than some other objects
TYPES OF MEASUREMENT SCALES
ORDINAL SCALE
Example:
 Rank the following attributes while choosing a restaurant for
dinner. The most important attribute may be ranked one, the
next important may be assigned a rank of 2 and so on.
 Ranking scales allowing things to be arranged based on how
much of some concept they possible.
3. Interval scale:
 The interval scale measurement is the next higher level of
measurement.
 It takes care of the limitation of the ordinal scale
measurement where the difference between the score on the
ordinal scale does not have any meaningful interpretation.
 In the interval scale the difference of the score on the scale
has meaningful interpretation.
 It is assumed that the respondent is able to answer the
questions on a continuum scale.
TYPES OF MEASUREMENT SCALES
4. Ratio scale
 This is the highest level of measurement and takes care of the
limitations of the interval scale measurement, where the ratio
of the measurements on the scale does not have a
meaningful interpretation.
 A scale of measurement of data having a fixed zero value,
which permits the quantitative comparison of differences of
values
How many students are there in MBA branch?
TYPES OF MEASUREMENT SCALES
ATTITUDE
MEASUREMENT
14–11
WHAT IS AN ATTITUDE?
 Attitude
• An enduring disposition to consistently respond in a given manner to
various aspects of the world.
 Components of attitudes:
• Affective Component
 The feelings or emotions toward an object
• Cognitive Component
 Knowledge and beliefs about an object
• Behavioral Component
 Predisposition to action
 Intentions
 Behavioral expectations
 Single item scale : There is only one item to measure
 Multiple item scale : There are many items that play a role in
forming the underlying construct that the researcher is trying
to measure
ATTITUDE SCALES
Comparative scales
 Involve the direct comparison of stimulus objects
 Comparative scale data must be interpreted in relative terms
 In comparative scales it is assumed that respondents make
use of a standard frame of reference before answering the
question
COMPARATIVE SCALE
EXAMPLE
 This is especially challenging if choices are quite different
from one another
 Paired Comparison Analysis helps to work out the relative
importance of a number of different options
PAIRED COMPARISON
PAIRED COMPARISON- EXAMPLE
 Despondence are asked to rank the preference
RANKING ORDER SCALE
Soft Drinks Rank
Pepsi
Coke
Sprite
Limca
Mirinda
 The respondents are here asked to distribute a given
number of points across various items
CONSTANT SUM SCALE
Soft Drinks Points
Pepsi
Coke
Sprite
Limca
Mirinda
 Non comparative scales, each object is scaled independently
of the others in the stimulus set.
NON COMPARATIVE SCALE
 This is a continuous scale in which the respondent is asked to
tick the preference on a graph
GRAPHIC RATING SCALE
Alternative Presentation of Graphic Rating Scale –
Please indicate how much do you like fast food by pointing
to the face that best shows your attitude and taste. If you
do not prefer it at all, you would point to face one. In case
you prefer it the most, you would point to face seven.
 In this scale the respondents are provided with a scale that
has a number of brief description associated with each of the
response categories
 Number of categories used
 Balanced versus unbalanced scale
ITEMIZED RATING SCALE
14–22
SELECTING A MEASUREMENT SCALE
 Balanced Rating Scale
• A fixed-alternative rating scale with an equal number of
positive and negative categories; a neutral point or point of
indifference is at the center of the scale.
 Example:
Very Neither Satisfied Very
Satisfied Satisfied Nor Dissatisfied Dissatisfied Dissatisfied
How satisfiedare you with the bookstorein the Student Union?
14–23
SELECTING A MEASUREMENT SCALE
(CONT’D)
 Unbalanced Rating Scale
• A fixed-alternative rating scale that has more response
categories at one end than the other resulting in an
unequal number of positive and negative categories.
 Example:
Neither Satisfied Very
Satisfied Nor Dissatisfied Dissatisfied Dissatisfied
How satisfiedare you with the bookstorein the Student Union?
LIKERT SCALE
Is designed to examine how strongly subjects agree or disagree with statements
on a 5-point scale
 The respondent is required to rate each attitude object on a
number of five or seven point rating scales
 This scale is widely used to compare the images of competing
brands, companies or services.
 Here the respondent is required to rate each attitude or object
on a number of five-or seven-point rating scales.
 This scale is bounded at each end by bipolar adjectives or
phrases.
SEMANTIC SCALE
SEMANTIC SCALE
SEMANTIC SCALE
 It is used to measure the direction and intensity of an attitude
STAPLE SCALE
13–29
THREE CRITERIA FOR GOOD MEASUREMENT:
ERROR POSSIBILITY
Sensitivity
Reliability Validity
Good
Measurement
This occurs when the observed measurement on a construct or
concept deviates from its true values.
Reasons
 Mood, fatigue and health of the respondent
 Variations in the environment in which measurements are
taken
 A respondent may not understand the question being asked
and the interviewer may have to rephrase the same. While
rephrasing the question the interviewer’s bias may get into
the responses.
MEASUREMENT ERROR
Reliability
Reliability is concerned with consistency, accuracy and
predictability of the scale.
Methods to measures Reliability
 Cronbach’s Alpha for reliability and consistency
 Cronbach alpha computes the average of all possible split half
reliability for a multiple item scale.
Less than 0.60 is not reliable
CRITERIA FOR GOOD MEASUREMENT
Validity
The validity of a scale refers to the question whether we are
measuring what we want to measure.
Different ways to measure Validity
 Content (face)validity- subjective judgment of experts
 Concurrent validity – new measurement technique compared
with old technique
 Predictive validity – ability of the measured phenomena at
one point of time to predict another phenomenon at a future
point of time
CRITERIA FOR GOOD MEASUREMENT
 Sensitivity refers to an instrument’s ability to accurately
measure the variability in a concept.
 Sensitivity of a scale is generally increased by adding more
response points
SENSITIVITY

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Chapter-13-14.pdf

  • 2. MEASUREMENT AND SCALING  Measurement: The term ‘measurement’ means assigning numbers or some other symbols to the characteristics of certain objects. When numbers are used, the researcher must have a rule for assigning a number to an observation in a way that provides an accurate description.  Scaling: Scaling is an extension of measurement. Scaling involves creating a continuum on which measurements on objects are located.
  • 3. 13–3 WHAT DO I MEASURE?  Measurement  The process of describing some property of a phenomenon, usually by assigning numbers in a reliable and valid way.  Concept  A generalized idea about a class of objects, attributes, occurrences, or processes  Scales  A device providing a range of values that correspond to different characteristics or amounts of a characteristic exhibited in observing a concept
  • 4. Nominal scale: This is the lowest level of measurement. Here, numbers are assigned for the purpose of identification of the objects. Any object which is assigned a higher number is in no way superior to the one which is assigned a lower number.  Assigns a value to an object for identification or classification purposes.  Most elementary level of measurement Example: • Do you have your own house? (a) Yes (b) No The assigned numbers cannot be added, subtracted, multiplied or divided. The only arithmetic operations that can be carried out are the count of each category. Therefore, a frequency distribution table can be prepared for the nominal scale variables and mode of the distribution can be worked out. TYPES OF MEASUREMENT SCALES
  • 5. 1. Nominal scale is also called a category scale. It uses multiple items to elicit a single response. In which department do you work with? Marketing Finance Production HR NOMINAL SCALE - BIFURCATIONS
  • 6. 2. Ordinal scale  This is the next higher level of measurement than the nominal scale measurement  One of the limitations of the nominal scale is that it can not be said whether the assigned number to an object is higher or lower than the one assigned to another option  An ordinal scale measurement tells whether an object has more or less of characteristics than some other objects TYPES OF MEASUREMENT SCALES
  • 7. ORDINAL SCALE Example:  Rank the following attributes while choosing a restaurant for dinner. The most important attribute may be ranked one, the next important may be assigned a rank of 2 and so on.  Ranking scales allowing things to be arranged based on how much of some concept they possible.
  • 8. 3. Interval scale:  The interval scale measurement is the next higher level of measurement.  It takes care of the limitation of the ordinal scale measurement where the difference between the score on the ordinal scale does not have any meaningful interpretation.  In the interval scale the difference of the score on the scale has meaningful interpretation.  It is assumed that the respondent is able to answer the questions on a continuum scale. TYPES OF MEASUREMENT SCALES
  • 9. 4. Ratio scale  This is the highest level of measurement and takes care of the limitations of the interval scale measurement, where the ratio of the measurements on the scale does not have a meaningful interpretation.  A scale of measurement of data having a fixed zero value, which permits the quantitative comparison of differences of values How many students are there in MBA branch? TYPES OF MEASUREMENT SCALES
  • 11. 14–11 WHAT IS AN ATTITUDE?  Attitude • An enduring disposition to consistently respond in a given manner to various aspects of the world.  Components of attitudes: • Affective Component  The feelings or emotions toward an object • Cognitive Component  Knowledge and beliefs about an object • Behavioral Component  Predisposition to action  Intentions  Behavioral expectations
  • 12.  Single item scale : There is only one item to measure  Multiple item scale : There are many items that play a role in forming the underlying construct that the researcher is trying to measure ATTITUDE SCALES
  • 13. Comparative scales  Involve the direct comparison of stimulus objects  Comparative scale data must be interpreted in relative terms  In comparative scales it is assumed that respondents make use of a standard frame of reference before answering the question COMPARATIVE SCALE
  • 15.  This is especially challenging if choices are quite different from one another  Paired Comparison Analysis helps to work out the relative importance of a number of different options PAIRED COMPARISON
  • 17.  Despondence are asked to rank the preference RANKING ORDER SCALE Soft Drinks Rank Pepsi Coke Sprite Limca Mirinda
  • 18.  The respondents are here asked to distribute a given number of points across various items CONSTANT SUM SCALE Soft Drinks Points Pepsi Coke Sprite Limca Mirinda
  • 19.  Non comparative scales, each object is scaled independently of the others in the stimulus set. NON COMPARATIVE SCALE
  • 20.  This is a continuous scale in which the respondent is asked to tick the preference on a graph GRAPHIC RATING SCALE Alternative Presentation of Graphic Rating Scale – Please indicate how much do you like fast food by pointing to the face that best shows your attitude and taste. If you do not prefer it at all, you would point to face one. In case you prefer it the most, you would point to face seven.
  • 21.  In this scale the respondents are provided with a scale that has a number of brief description associated with each of the response categories  Number of categories used  Balanced versus unbalanced scale ITEMIZED RATING SCALE
  • 22. 14–22 SELECTING A MEASUREMENT SCALE  Balanced Rating Scale • A fixed-alternative rating scale with an equal number of positive and negative categories; a neutral point or point of indifference is at the center of the scale.  Example: Very Neither Satisfied Very Satisfied Satisfied Nor Dissatisfied Dissatisfied Dissatisfied How satisfiedare you with the bookstorein the Student Union?
  • 23. 14–23 SELECTING A MEASUREMENT SCALE (CONT’D)  Unbalanced Rating Scale • A fixed-alternative rating scale that has more response categories at one end than the other resulting in an unequal number of positive and negative categories.  Example: Neither Satisfied Very Satisfied Nor Dissatisfied Dissatisfied Dissatisfied How satisfiedare you with the bookstorein the Student Union?
  • 24. LIKERT SCALE Is designed to examine how strongly subjects agree or disagree with statements on a 5-point scale
  • 25.  The respondent is required to rate each attitude object on a number of five or seven point rating scales  This scale is widely used to compare the images of competing brands, companies or services.  Here the respondent is required to rate each attitude or object on a number of five-or seven-point rating scales.  This scale is bounded at each end by bipolar adjectives or phrases. SEMANTIC SCALE
  • 28.  It is used to measure the direction and intensity of an attitude STAPLE SCALE
  • 29. 13–29 THREE CRITERIA FOR GOOD MEASUREMENT: ERROR POSSIBILITY Sensitivity Reliability Validity Good Measurement
  • 30. This occurs when the observed measurement on a construct or concept deviates from its true values. Reasons  Mood, fatigue and health of the respondent  Variations in the environment in which measurements are taken  A respondent may not understand the question being asked and the interviewer may have to rephrase the same. While rephrasing the question the interviewer’s bias may get into the responses. MEASUREMENT ERROR
  • 31. Reliability Reliability is concerned with consistency, accuracy and predictability of the scale. Methods to measures Reliability  Cronbach’s Alpha for reliability and consistency  Cronbach alpha computes the average of all possible split half reliability for a multiple item scale. Less than 0.60 is not reliable CRITERIA FOR GOOD MEASUREMENT
  • 32. Validity The validity of a scale refers to the question whether we are measuring what we want to measure. Different ways to measure Validity  Content (face)validity- subjective judgment of experts  Concurrent validity – new measurement technique compared with old technique  Predictive validity – ability of the measured phenomena at one point of time to predict another phenomenon at a future point of time CRITERIA FOR GOOD MEASUREMENT
  • 33.  Sensitivity refers to an instrument’s ability to accurately measure the variability in a concept.  Sensitivity of a scale is generally increased by adding more response points SENSITIVITY