Measurement & Scaling Dr. Surej P John. Comparative Scaling.

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Presentation transcript:

Measurement & Scaling Dr. Surej P John

Comparative Scaling

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. Some Key Concepts

Primary Scales Nominal Scale Ordinal Scale Ratio Scale Interval Scale Figure 9.3 Primary Scales of Measur ement 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 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 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. Primary Scales of Measurement

Example:

Scale Nominal Numbers Assigned to Drivers/Cars Ordinal Rank Order Third Second First of race finishers Place Place Place Interval Championship Points earned Ratio Time to Finish, behind winner Figure 9.4 Primary Scales of Measurement Figure 9.4 Primary Scales of Measurement Primary Scales of Measurement

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

Scaling Techniques Comparative Scales Paired Comparison Constant Sum Rank Order Noncomparative Scales Itemized Rating Scales Continuous Rating Scales Likert Semantic Differential Stapel Figure 9.5 A Classific ation of Scaling Techniq ues Classifying Scaling Techniques

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

Paired Comparison Scaling: Example JamesJohnJacobJennifer James000 John110 Jacob100 Jennifer111 # of times preferred 3120 For each pair of professors, please indicate the professor from whom you prefer to take classes with Marketing Research

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

InstructorRanking James1 Jacob2 John3 Jennifer4 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.

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

InstructorAvailabilityFairnessEasy Tests David Diana3025 Parker25 Alex15 25 Sum Total100 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.

Non-Comparative Scaling

Likert Non comparative Rating Scales Continuous Rating Scales Itemized Rating Scales Semantic Differential Stapel Figure A Classification of Non Comparative Rating ScalesFigure A Classification of Non Comparative Rating Scales Classifying Noncomparative Scaling Techniques

Continuous Rating Scale Example Very Good Very Poor X Performance of your Mobile Phone is ________

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”, “agree”, “uncertain”, “disagree”, and “strongly disagree”. Generally use either a 5- or 7-point scale

Likert Scale

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 Interesting ___ : ___ : ___ : ___ : ___ : ___ : ___ : Dull Simple___ : ___ : ___ : ___ : ___ : ___ : ___ Complex Passive___ : ___ : ___ : ___ : ___ : ___ : ___ Active

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 Wide Selection -2 -3

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

Graphic Rating Scale Stressing Pictorial Visual Communications Very Good Poor

Surfing the Internet is ____ Extremely Good ____ Very Good ____ Good ____ Bad ____ Very Bad ____ Extremely Bad Surfing the Internet is ____ Extremely Good ____ Very Good ____ Good ____ Somewhat Good ____ Bad ____ Very Bad Balanced ScaleUnbalanced Scale Balanced and Unbalanced Scales Figure 10.4 Balance d and Unbalan ced Scales

Questionnaire design

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?

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 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 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 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 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 (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 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

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 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 the data using the agreed-upon questionnaire Process varies depending on whether the survey is self-administered or interviewer- completed