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SEMINOR TOPIC
on
SCALING
By
T.K. Gundoor.
Scaling
• scaling is the extension of measurement.
• it is the selection and use of a proper scale for measurement
Meaning of Scaling
Scaling describe the procedures of assigning of numbers 0r symbols (i.e., quantitative
measures) to subjective abstract concepts (or properties of objects) This can be done
in two ways viz.,
1. Making a judgement about some characteristic of an individual and then placing
him or her directly on a scale that has been defined in terms of that characteristic.
2. Constructing questionnaires in such a way that the score of individual’s
responses assigns him or her a place on a scale.
ScaleClassification BasesThe number of assigning procedures or the scaling procedures may be
broadly classified on the following bases:
• Subject Orientation: Under it a scale may be designed to measure
characteristics of the respondent who completes it
• Response form: we may classify the scales as categorical and
comparative(rating and ranking)
• Degree of subjectivity: scale data may be based on whether we measure
subjective personal preferences or non-preference judgment
• Scale properties: nominal,ordinal,interval and ratio scale.
• Number of dimension: scales can be classified as unidimentional and
multidimensional
Scaleconstruction Techniques
Consensus approach- panel of judgesevaluate
• The name of L.L. Thurstone is associated with differential scales which
have been developed using consensus scale approach.
• Under such an approach the selection of items is made by a panel of
judges who evaluate the items
• in terms of whether they are relevant to the topic area and unambiguous
in implication.
Arbitrary approach - scales on ad hoc basis
• Arbitrary scales are developed on ad hoc basis and are designed largely
through the researcher's own subjective selection of items.
• Item analysis approach- individual items into test
• Name of the scale developed under this approach is summated scales(such
as likert scale)
• Item analysis is the set of qualitative and quantitative techniques
and procedures used to evaluate the characteristics of items of the
test before and after the test development and construction
• Cumulative scales approach - ranking of items
• also called as guttman's scalogram
• A Guttman scale (also known as cumulative scaling or scalogram
analysis) is an ordinal scale type where statements are arranged in a
hierarchical order so that someone who agrees with one item will
also agree with lower-order, easier, less extreme items.
• A Guttman scale presents a number of items to which the person is
requested to agree or not agree. This is typically done in a 'Yes/No'
dichotomous format
Factor analysis aproach – inter correlation of items
• name od the scale developed under approch factor scale
• Factor scales are developed through factor analysis or on the basis of
intercorrelations of items which indicate that a common factor
accounts for the relationships between items.
• An important factor scale based on factor analysis is Semantic
Differential (S.D.) and the other one is Multidimensional Scaling.
The important scaling techniques often used in the
context of research specially in context of social or
business research are as follows:
Rating Scales
Ranking Scales
Important ScalingTechniques
• The rating scale involves qualitative description of a limited number of
aspects of a thing.
• There is no specific rule whether to use a two-points scale, three-point scale
or scale with still more points.
-Graphic rating scale
-Itemised rating scale
Graphicratingscale
• A graphic rating scale presents respondents with a visual or graphic continuum. The
respondent checks his or her response at any point along a continuum.
Itemizedratingscale:
• The itemized rating scale(also known as numerical scale)
presents a series of statements from which a respondent
selects one as best reflecting his evaluation.
• In such a situation we may ask the respondent to select
one, to express his opinion, from the following:
RankingScales:
There are two generally used approaches of ranking scales viz.,
1.Method of paired comparisons
2.Method of rank order
• But when there are more than two, the number of judgements
required in a paired comparison i sgiven by the formula:
N= n(n-1)
2
Where N=number of judgements
n=number of stimuli or objects to be judged.
• The Paired Comparison Scaling is a comparative scaling technique
wherein the respondent is shown two objects at the same time and is
asked to select one according to the defined criterion. The resulting data
are ordinal in nature.
1.Method of paired comparisons:
RankOrder Scaling
• A Rank Order scale gives the respondent a set of items and asks them to
put the items in some form of order.
• rank order scaling also results in ordinal data.
Scaling in research methodology

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Scaling in research methodology

  • 2. Scaling • scaling is the extension of measurement. • it is the selection and use of a proper scale for measurement
  • 3. Meaning of Scaling Scaling describe the procedures of assigning of numbers 0r symbols (i.e., quantitative measures) to subjective abstract concepts (or properties of objects) This can be done in two ways viz., 1. Making a judgement about some characteristic of an individual and then placing him or her directly on a scale that has been defined in terms of that characteristic. 2. Constructing questionnaires in such a way that the score of individual’s responses assigns him or her a place on a scale.
  • 4. ScaleClassification BasesThe number of assigning procedures or the scaling procedures may be broadly classified on the following bases: • Subject Orientation: Under it a scale may be designed to measure characteristics of the respondent who completes it • Response form: we may classify the scales as categorical and comparative(rating and ranking) • Degree of subjectivity: scale data may be based on whether we measure subjective personal preferences or non-preference judgment • Scale properties: nominal,ordinal,interval and ratio scale. • Number of dimension: scales can be classified as unidimentional and multidimensional
  • 6. Consensus approach- panel of judgesevaluate • The name of L.L. Thurstone is associated with differential scales which have been developed using consensus scale approach. • Under such an approach the selection of items is made by a panel of judges who evaluate the items • in terms of whether they are relevant to the topic area and unambiguous in implication. Arbitrary approach - scales on ad hoc basis • Arbitrary scales are developed on ad hoc basis and are designed largely through the researcher's own subjective selection of items.
  • 7. • Item analysis approach- individual items into test • Name of the scale developed under this approach is summated scales(such as likert scale) • Item analysis is the set of qualitative and quantitative techniques and procedures used to evaluate the characteristics of items of the test before and after the test development and construction • Cumulative scales approach - ranking of items • also called as guttman's scalogram • A Guttman scale (also known as cumulative scaling or scalogram analysis) is an ordinal scale type where statements are arranged in a hierarchical order so that someone who agrees with one item will also agree with lower-order, easier, less extreme items. • A Guttman scale presents a number of items to which the person is requested to agree or not agree. This is typically done in a 'Yes/No' dichotomous format
  • 8. Factor analysis aproach – inter correlation of items • name od the scale developed under approch factor scale • Factor scales are developed through factor analysis or on the basis of intercorrelations of items which indicate that a common factor accounts for the relationships between items. • An important factor scale based on factor analysis is Semantic Differential (S.D.) and the other one is Multidimensional Scaling.
  • 9. The important scaling techniques often used in the context of research specially in context of social or business research are as follows: Rating Scales Ranking Scales Important ScalingTechniques
  • 10. • The rating scale involves qualitative description of a limited number of aspects of a thing. • There is no specific rule whether to use a two-points scale, three-point scale or scale with still more points. -Graphic rating scale -Itemised rating scale
  • 11. Graphicratingscale • A graphic rating scale presents respondents with a visual or graphic continuum. The respondent checks his or her response at any point along a continuum.
  • 12. Itemizedratingscale: • The itemized rating scale(also known as numerical scale) presents a series of statements from which a respondent selects one as best reflecting his evaluation. • In such a situation we may ask the respondent to select one, to express his opinion, from the following:
  • 13. RankingScales: There are two generally used approaches of ranking scales viz., 1.Method of paired comparisons 2.Method of rank order
  • 14. • But when there are more than two, the number of judgements required in a paired comparison i sgiven by the formula: N= n(n-1) 2 Where N=number of judgements n=number of stimuli or objects to be judged. • The Paired Comparison Scaling is a comparative scaling technique wherein the respondent is shown two objects at the same time and is asked to select one according to the defined criterion. The resulting data are ordinal in nature. 1.Method of paired comparisons:
  • 15.
  • 16. RankOrder Scaling • A Rank Order scale gives the respondent a set of items and asks them to put the items in some form of order. • rank order scaling also results in ordinal data.