Measurement Scaling Dr Surej P John Comparative Scaling

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Measurement & Scaling Dr. Surej P John

Measurement & Scaling Dr. Surej P John

Comparative Scaling

Comparative Scaling

Some Key Concepts • Scale – A quantifying measure – a combination of items

Some Key Concepts • Scale – A quantifying measure – a combination of items that is progressively arranged according to value or magnitude. – Purpose is to quantitatively represent an item’s, person’s, or event’s place in the scaling continuum.

Primary Scales of Measurement Primary Scales Nominal Scale Ratio Scale Ordinal Scale Interval Scale

Primary Scales of Measurement Primary Scales Nominal Scale Ratio Scale Ordinal Scale Interval Scale

Primary Scales of Measurement • Nominal – A scale in which the numbers or

Primary Scales of Measurement • Nominal – A scale in which the numbers or letters assigned to objects serve as labels for identification or classification. • Ordinal – A scale that arranges objects or alternatives according to their magnitude in an ordered relationship.

Primary Scales of Measurement • Interval – A scale that both arranges objects according

Primary Scales of Measurement • Interval – A scale that both arranges objects according to their magnitudes and – Distinguishes the ordered arrangement in units of equal intervals – I. e. , indicate order and measure order (or distance) in units of equal intervals

Primary Scales of Measurement • Ratio – A scale that has absolute rather than

Primary Scales of Measurement • Ratio – A scale that has absolute rather than relative quantities and an absolute zero where a given attribute is absent. – Money & weight are good examples of attributes that possess absolute zeros and interval properties.

Example:

Example:

Primary Scales of Measurement Scale Nominal Numbers Assigned to Drivers/Cars 1 Ordinal Rank Order

Primary Scales of Measurement Scale Nominal Numbers Assigned to Drivers/Cars 1 Ordinal Rank Order of race finishers Third Place Interval Championship Points earned 170 175 185 Time to Finish, behind winner 5. 1 2. 3 0. 0 Ratio 31 Second Place 88 First Place

Classifying Scaling Techniques • Comparative Scales –Involve the direct comparison of two or more

Classifying Scaling Techniques • Comparative Scales –Involve the direct comparison of two or more objects • Noncomparative Scales –Objects or stimuli are scaled independently of each other.

Classifying Scaling Techniques Noncomparative Scales Comparative Scales Paired Comparison Constant Sum Rank Order Continuous

Classifying Scaling Techniques Noncomparative Scales Comparative Scales Paired Comparison Constant Sum Rank Order Continuous Rating Scales Itemized Rating Scales Likert Stapel Semantic Differential

Paired Comparison Scaling • Respondent is presented with two objects at a time •

Paired Comparison Scaling • Respondent is presented with two objects at a time • Then asked to select one object in the pair according to some criterion • Data obtained are ordinal in nature – Arranged or ranked in order of magnitude • Easy to do if only a few items are compared. • If number of comparisons is too large, respondents may become fatigued and no longer carefully discriminate among them.

Paired Comparison Scaling: Example For each pair of professors, please indicate the professor from

Paired Comparison Scaling: Example For each pair of professors, please indicate the professor from whom you prefer to take classes with Marketing Research James John Jacob Jennifer 0 0 0 1 0 John 1 Jacob 1 0 Jennifer 1 1 1 # of times preferred 3 1 2 0 0

Rank Order Scaling • Respondents are presented with several objects simultaneously • Then asked

Rank Order Scaling • Respondents are presented with several objects simultaneously • Then asked to order or rank them according to some criterion. • Data obtained are ordinal in nature – Arranged or ranked in order of magnitude • Commonly used to measure preferences among brands and brand attributes

Rank Order Scaling Please rank the instructors listed below in order of preference. For

Rank Order Scaling Please rank the instructors listed below in order of preference. For the instructor you prefer the most, assign a “ 1”, assign a “ 2” to the instructor you prefer the 2 nd most, assign a “ 3” to the instructor that you prefer 3 rd most, and assign a “ 4” to the instructor that you prefer the least. Instructor Ranking James 1 Jacob 2 John 3 Jennifer 4

Constant Sum Scaling • Respondents are asked to allocate a constant sum of units

Constant Sum Scaling • Respondents are asked to allocate a constant sum of units among a set of stimulus objects with respect to some criterion • Units allocated represent the importance attached to the objects. • Data obtained are interval in nature • Allows for fine discrimination among alternatives

Constant Sum Scaling Listed below are 4 marketing professors, as well as 3 aspects

Constant Sum Scaling Listed below are 4 marketing professors, as well as 3 aspects that students typically find important. For each aspect, please assign a number that reflects how well you believe each instructor performs on the aspect. Higher numbers represent higher scores. The total of all the instructors’ scores on an aspect should equal 100. Instructor Availability Fairness Easy Tests David 30 35 25 Diana 30 25 25 Parker 25 25 25 Alex 15 15 25 Sum Total 100 100

Non-Comparative Scaling

Non-Comparative Scaling

Classifying Noncomparative Scaling Techniques Non comparative Rating Scales Continuous Rating Scales Semantic Differential Itemized

Classifying Noncomparative Scaling Techniques Non comparative Rating Scales Continuous Rating Scales Semantic Differential Itemized Rating Scales Stapel Likert

Continuous Rating Scale Example Performance of your Mobile Phone is ____ Very Poor 0

Continuous Rating Scale Example Performance of your Mobile Phone is ____ Very Poor 0 X 10 20 30 40 50 60 70 80 90 Very Good 100

Method of Summated Ratings: The Likert Scale • Extremely popular means for measuring attitudes.

Method of Summated Ratings: The Likert Scale • Extremely popular means for measuring attitudes. • Respondents indicate their own attitudes by checking how strongly they agree/disagree with statements. • Response alternatives: – “strongly agree”, “uncertain”, “disagree”, and “strongly disagree”. • Generally use either a 5 - or 7 -point scale

Likert Scale

Likert Scale

Semantic Differential Scales • A series of numbered (usually seven-point) bipolar rating scales. •

Semantic Differential Scales • A series of numbered (usually seven-point) bipolar rating scales. • Bipolar adjectives (for example, “good” and “bad”), anchor both ends (or poles) of the scale. • A weight is assigned to each position on the rating scale. – Traditionally, scores are 7, 6, 5, 4, 3, 2, 1, or +3, +2, +1, 0, -1, -2, -3.

Semantic Differential Scales for Measuring Attitudes Toward Tennis Exciting ___ : ___ : Calm

Semantic Differential Scales for Measuring Attitudes Toward Tennis Exciting ___ : ___ : Calm Interesting ___ : ___ : Dull Simple___ : ___ : ___ Complex Passive ___ : ___ : ___ Active

Stapel Scales • Modern versions of the Stapel scale place a single adjective as

Stapel Scales • Modern versions of the Stapel scale place a single adjective as a substitute for the semantic differential when it is difficult to create pairs of bipolar adjectives. • The advantage and disadvantages of a Stapel scale, as well as the results, are very similar to those for a semantic differential. • However, the Stapel scale tends to be easier to conduct and administer.

A Stapel Scale for Measuring a Store’s Image Central Department Store +3 +2 +1

A Stapel Scale for Measuring a Store’s Image Central Department Store +3 +2 +1 Wide Selection -1 -2 -3

Graphic Rating Scales n A graphic rating scale presents respondents with a graphic continuum.

Graphic Rating Scales n A graphic rating scale presents respondents with a graphic continuum.

Graphic Rating Scale Stressing Pictorial Visual Communications 3 Very Good 2 1 Very Poor

Graphic Rating Scale Stressing Pictorial Visual Communications 3 Very Good 2 1 Very Poor

Balanced and Unbalanced Scales Balanced Scale Surfing the Internet is Unbalanced Scale Surfing the

Balanced and Unbalanced Scales Balanced Scale Surfing the Internet is Unbalanced Scale Surfing the Internet is ____ Extremely Good ____ Very Good ____ Bad ____ Somewhat Good ____ Very Bad ____ Extremely Bad ____ Very Bad

Questionnaire design

Questionnaire design

Questionnaire • A questionnaire is a formalized set of questions for obtaining information from

Questionnaire • A questionnaire is a formalized set of questions for obtaining information from respondents. • A formal framework consisting of a set of questions and scales designed to generate primary raw data

How to design a questionnaire?

How to design a questionnaire?

Step 1: Confirm Research Objectives • Research objectives: – To collect data on selected

Step 1: Confirm Research Objectives • Research objectives: – To collect data on selected demographic characteristics – To collect data on selected lifestyle dimensions – To identify preferred banking services, as well as attitudes and feelings toward those services – To identify demographic and lifestyle characteristics of market segments

Step 2: Select Appropriate Data Collection Method • The data requirements and flow for

Step 2: Select Appropriate Data Collection Method • The data requirements and flow for a bank study are described below: – Section I: Banking services – Section II: Banking relationships – Section III: Demographic characteristics

Step 3: Develop Questions and Scaling • Question format – Unstructured questions: Open-ended questions

Step 3: Develop Questions and Scaling • Question format – Unstructured questions: Open-ended questions formatted to allow respondents to reply in their own words – Structured questions: Closed-ended questions that require the respondent to choose from a predetermined set of responses or scale points

Step 3: Develop Questions and Scaling • Wording – Sensitive questions: Include income, sexual

Step 3: Develop Questions and Scaling • Wording – Sensitive questions: Include income, sexual beliefs or behaviors, medical conditions, financial difficulties, alcohol consumption, and so forth that respondents are likely to respond to incorrectly

Step 3: Develop Questions and Scaling • Questions and scaling – Bad questions: Any

Step 3: Develop Questions and Scaling • Questions and scaling – Bad questions: Any questions that prevent or distort the fundamental communication between the researcher and the respondents • A question is bad when it is: – Unanswerable – Leading (loaded) – Double-barreled Eg: What was your Father’s yearly after tax income last year? How much money you spent for shopping last weekend?

Step 3: Develop Questions and Scaling • Skip questions: Used if the next question

Step 3: Develop Questions and Scaling • Skip questions: Used if the next question (or set of questions) should be responded to only by respondents who meet a previous condition • Eg: If you answered YES to Qustion 5, skip to Question 9.

Step 4: Determine Layout and Evaluate Questionnaire • Introductory section: Gives the respondent an

Step 4: Determine Layout and Evaluate Questionnaire • Introductory section: Gives the respondent an overview of the research • Screening questions: Identify qualified prospective respondents – Prevent unqualified respondents from being included in the study • Research questions section: Second section of the questionnaire that focuses on the research questions • Demographic Questions section:

Consumer Banking opinion survey

Consumer Banking opinion survey

Step 5: Obtain Initial Client Approval • Copies of the questionnaire should be given

Step 5: Obtain Initial Client Approval • Copies of the questionnaire should be given to all parties involved in the project • Client’s opportunity to provide suggestions of topics overlooked or to ask any questions

Step 6: Pretest, Revise, and Finalize the Questionnaire • Final evaluation of the questionnaire

Step 6: Pretest, Revise, and Finalize the Questionnaire • Final evaluation of the questionnaire is obtained from a pretest – Helps the researcher determine: • How much time respondents will need to complete the survey • Whether to add or revise instructions • What to say in the cover letter

Step 7: Implement the Survey • Focus is on the process followed to collect

Step 7: Implement the Survey • Focus is on the process followed to collect the data using the agreed-upon questionnaire • Process varies depending on whether the survey is self-administered or interviewercompleted