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ResearchMethodology_Measurements

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    Course Instructor: Dr. Aurangzeb Z. Khan 1

    RESEARCH

    METHODOLOGY

    (Business Research Methods)

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    Measurement and Scaling (1) In business research, measurement of variables is a

    indispensable requirement

    Problem Defining what is to be measured, and how it is

    to be accurately and reliably measured

    Some things (or concepts) which are inherently abstractin their nature (e.g. job satisfaction, employee morale,

    brand loyalty of consumers) are more difficult to measurethan concepts which can be assigned numerical values(e.g. sales volume for employees X, Y and Z)

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    Measurement and Scaling (3) A scale is basically a continuous spectrum or series of

    categories and has been defined as any series of items

    that are arranged progressively according to value or

    magnitude, into which an item can be placed according

    to its quantification

    Four popular scales in business research are:

    Nominal scales

    Ordinal scales

    Interval scales

    Ratio scales

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    Measurement and Scaling (4) A nominal scale is the simplest of the four scale types

    and in which the numbers or letters assigned to objects

    serve as labels for identification or classification

    Example:

    Males = 1, Females = 2

    Sales Zone A = Islamabad, Sales Zone B = Rawalpindi

    Drink A = Pepsi Cola, Drink B = 7-Up, Drink C = Miranda

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    Measurement and Scaling (5) An ordinal scale is one that arranges objects or

    alternatives according to their magnitude

    Examples:

    Career Opportunities = Moderate, Good, Excellent

    Investment Climate = Bad, inadequate, fair, good, very good

    Merit = A grade, B grade, C grade, D grade

    A problem with ordinal scales is that the difference between

    categories on the scale is hard to quantify, I,e., excellent is

    better than good but how much is excellent better?

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    Measurement and Scaling (6) An interval scale is a scale that not only arranges objects

    or alternatives according to their respective magnitudes,but also distinguishes this ordered arrangement in unitsof equal intervals (i.e. interval scales indicate order (as in

    ordinal scales) and also the distance in the order)

    Examples: Consumer Price Index

    Temperature Scale in Fahrenheit

    Interval scales allow comparisons of the differences ofmagnitude (e.g. of attitudes) but do not allow determinations ofthe actual strength of the magnitude

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    Measurement and Scaling (7) A ratio scale is a scale that possesses absolute rather

    than relative qualities and has an absolute zero.

    Examples: Money

    Weight

    Distance

    Temperature on the Kelvin Scale

    Interval scales allow comparisons of the differences ofmagnitude (e.g. of attitudes) as well as determinations of theactual strength of the magnitude

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    Measurement and Scaling (8)

    Frequency in each

    category, percentage in

    each category, mode

    CountingNominal

    Median, range,

    percentile ranking

    Rank OrderingOrdinal

    Descriptive StatisticsNumerical OperationType of Scale

    Geometric mean,

    coefficient of variation

    Arithmetic Operations on

    actual quantities

    Ratio

    Mean, standard

    deviation, variance

    Arithmetic Operations on

    Intervals betweennumbers

    Interval

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    Index Measures

    If a concept is simple, it can be measured easily usuallywith one question or observation

    Example: To what extent do consumers of Product X like theproducts packaging material? (very much, somewhat, not at all)

    If, however, the concept to be measured is complex andabstract, two or more questions or observations may berequired in order to get accurate data

    Example: The level of a salespersons motivation depends on (1)job satisfaction (2) workplace environment (3) family life

    Indexes (or composite measures) are meant to deal with the issue

    of multidimensionalty (e.g. an index of social class may be the

    variables residence, occupation and education)

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    Criteria for Good Measurement (1)

    Reliability Reliability is the degree to whichmeasurements are devoid of error and therefore in theposition to yield consistent results, also over repeatedattempts over time (ordinal measures always yield thesame order, interval measurements always yield the

    same order and same distance between the measureditems)

    Validity Validity is the ability of a scale or measuringinstrument to measure what it is intended to measure

    (e.g. is absenteeism from work a valid measure of jobsatisfaction or are there other influences like a fluepidemic which is keeping employees from work)

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    Criteria for Good Measurement (2)

    Sensitivity Sensitivity is the ability of a measurementinstrument to accurately measure variability in stimuli orresponses (e.g. on a scale, the choices very stronglyagree, strongly agree, agree, dont agree offer morechoices than a scale with just two choices - agree and

    dont agree and is thus more sensitive)

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    Attitude

    Measuring Attitude is a frequent undertaking in businessresearch

    Attitude may be defined as an enduring disposition toconsistently respond in a given manner to various

    aspects

    Attitude has three dimensions:

    Affective

    Component

    Cognitive

    Component

    Behavioural

    Component

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    Components of Attitude

    Affective Component Reflective of a personsgeneral feelings or emotions towards an objector subject (like, dislike, love, hate)

    Cognitive Component Reflective of a personsawareness of and knowledge about an object orsubject (know, believe)

    Behavioural Component Reflective of apersons intentions and behaviouralexpectations, and predisposition to action

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    Measuring Attitude

    It can be difficult to measure attitude, therefore,indicators such as verbal expression,physiological measurement techniques andovert behaviour are used for this purpose. Thethree different components of attitude mayrequire different measuring techniques

    Common techniques used in business researchto determine attitude include rating, ranking,sorting and the choice technique

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    Rating Techniques to Measure

    Attitude Rating Scales are frequently employed in business research for

    measuring attitude, and many scales have been developed for thispurpose, including:

    Simple Attitude Scales

    Category Scales

    Likert Scale

    Semantic Differential

    Numerical Scales Constant-Sum Scale

    Stapel Scale

    Graphic Scales

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    Simple Attitude Scales

    In attitude scaling, individuals are typically asked

    whether they agree or disagree with a question (or

    questions) put to them, or they are asked to respond to a

    question or questions

    Simple attitude scales have the properties of a nominal

    scale and the disadvantages that go with it, also, they do

    not permit fine distinctions in the respondents answers

    because their choice of answers is limited, but they canbe useful in instances where the respondents education

    level is low and questionnaires lengthy

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    Category Scales

    A category scale consists of severalresponse categories to provide therespondent with alternative ratings

    Category scales are more sensitive thanrating scales which allow only two answer

    categories (because of the larger numberof choices), and thus provides more dataand information (see text example)

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    The Likert Scale

    A likert Scale is a measure of attitudes designed to allowrespondents to indicate how strongly they agree ordisagree with carefully constructed statements thatrange from very positive to very negative towards an

    object or subject

    The number of alternatives on the Likert scale can vary,often five alternatives are foreseen (see text bookexamples)

    A Likert Scale may include a number of question items,each covering some aspect of the respondents attitude,and these items collectively form an an index

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    The Semantic Differential

    The semantic differential is an attitudemeasuring technique that which consists of aseries of seven bi-polar rating scales which allowresponse to a concept (e.g. organization,

    product, service, job)

    See text book example

    An advantage of the semantic differential is itsversatility, on the other hand, it uses extremeswhich may influence respondents answers

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    Other Scales

    Numerical Scales

    Constant-Sum Scals

    Stapel Scales

    Graphic Rating Scales

    For practical examples, see text book

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    Measuring Behavioral Intentions

    Behavioural intentions relate to will, shall or mayquestions:

    Examples: I will purchase Product X

    I shall change my job from 1st January 2006 I may participate in Training Workshop Z

    The Behavioural Differential: This is an instrument formeasuring the behavioural intentions of subjects towards an

    object or category of objects. Example:

    A Housewife

    Would ___ : ___ : ___ : ___ : ___ : ___ : ___ Would Not

    Purchase this laundry detergent