Scales for Measurement

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    Primary andSecondary data

    MeasurementScales and Tools

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    Questionnaire

    Concept of Questionnaire

    Questionnaire is a written words which

    contains a set of questions pertaining to

    research problems

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    Features of questionnaire

    It is document which has a set ofquestions required for answering theresearch objective.

    It is structured and planned to obtainedthe responses of the targeted stake

    holders of the research. It is scientific tool that helps the

    researcher to gathering the required dataor information to answer the researchobjective or accomplish the purpose of

    research. It always addresses a specific issues in theopinion of specific group of peopletargeted for research.

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    harder to score but get richerinformation

    offer two either/or responses(true/false; yes/no; for/against etc.)

    among the stated variables therespondents are asked to select one or morethan one responses among the stated variables

    gather range of values

    (strongly disagree, somewhat disagree, neutral,somewhat agree, strongly agree) normally calledas semantic scales or Likert type scales

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    Good Features of Questionnaire

    Plan a user-friendly format

    Gather demographic dataage, gender, etc., when and

    to what extent necessary.

    Guarantee anonymity and avoid vagueness

    Ensure easy tabulation

    Ask well-phrased and unambiguous questions that can

    be easily recognized, understandable and answerable

    questions.

    Develop for completenessget all the data required Pilot test the instrumentto see the convenience and

    agreeableness of all the respondents who are targeted

    to survey to obtain the required set of information.

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    Measurement in Research

    Consists of assigning numbers to empiricalevents in compliance with a set rules

    It is as three part process

    Selecting observable empirical events Developing a set of mapping rules a scheme of

    assigning numbers or symbols to represent aspectsof the events being measured.

    Applying mapping rules to each observation of thatevent

    To provide highest quality, lowest error datafor testing hypothesis.

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    What is measured?

    Variables in research classified asobjects or as properties

    Objects things ordinary experience

    Properties Characteristics of Object.

    In research measuring properties are importantthan objects

    What are measured are indicators ofproperties.

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    Characteristics of Measurement Tool should be accurate counter or indicator of

    what to we are interested in measuring Easy and efficient Three major criteria for evaluate a

    measurement are1. Validity:

    Refers to extract t which a test measures which we actuallywish to measure

    2. Reliability:Accuracy and precision of a measurement procedure (free

    from error)Stability, equivalence, internal consistency consistent result

    3. Practicability: Concerned with a wide range of facts ofeconomy, convenience and interpretability

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    Measurement scales Scales is a procedure for the assignment of

    numbers or other symbols to a property ofobjects in order to impart some of thecharacteristics of numbers to the properties inquestion A thermometer Durability of paint (applying pressure on brush and

    scrubbing)

    Selection or construction of scale ofmeasurement requires decisions in the keyareas

    1. Objective of the study2. Response form3. Degree of preference4. Data properties5. Number of Dimensions6. Scale construction

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    Researcher uses the respondents asjudges of the objects and for studying

    the properties

    Response Form: Measurement scalesare of three types

    Rating: without comparison with other objectsRanking: Comparison among two or moreobjects

    Categorization: response in categories or in

    groups (ethnic groups)

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    Rating Scales

    Used to judge properties of objects without

    reference to other similar objects. These ratingsmay be such forms as like-dislike, approve-indifferent-disapprove, or other classificationsusing even more categories

    Number of scale points

    Alternative scales Simple category or dichotomous scale Multiple choice single response scale Multiple choice multiple response scale Likert scale Semantic differential scale Numerical scale Multiple rating list scale Fixed sum scale Staple scale Graphic rating scale

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    I plan to purchase a car in the next 12 months

    Yes

    No

    Simple Category Scale (dichotomous)

    Multiple Choice single response scale

    What news paper do you read most often for financial news

    Economic Times Financial Express Regional News paper National News paper Other (Specify: __________ )

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    Multiple Choice multiple response scale

    Check any of the sources you consulted when designing your new home

    On line planning services Magazines Independent contractor / builder Developers models / plans Designer Architecture

    Other (Specify: __________ )

    Likert scale summated rating

    The internet is superior to traditional libraries for comprehensive searches

    Strongly Agree Neither Agree Disagree Strongly

    Agree nor disagree disagree

    (5) (4) (3) (2) (1)

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    Numerical scale

    Extremely 5 4 3 2 1 ExtremelyFavorable unfavorable

    Employees cooperation in teams______Employees Knowledge of task _______

    Employees planning effectiveness______

    Semantic differential scale

    Lands End Catalog

    Fast ______:______:______:______:______:Slow

    High Quality_____:_____:_____:_____:_____:_____: Low Quality

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    Multiple rating list scale

    Please indicate how important or unimportant each service characteristic is

    Important unimportant

    Fast reliable repair 7 6 5 4 3 2 1

    Service at my location 7 6 5 4 3 2 1

    Maintenance by manufacturer 7 6 5 4 3 2 1

    Knowledgeable technicians 7 6 5 4 3 2 1Notification of upgrades 7 6 5 4 3 2 1

    Service contract after warranty 7 6 5 4 3 2 1

    Fixed sum scale

    Taking all the supplier characteristics weve just discussed and now considering

    cost, what is their relative importance to you (dividing 100 units between)

    Being one of the lowest cost suppliers

    All other aspects of supplier performance

    sum 100

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    Staple scale

    (Company Name)

    +5 +5 +5

    +4 +4 +4

    +3 +3 +3

    +2 +2 +2

    +1 +1 +1

    Technology Exciting world-Class

    Leader Products Reputation

    -1 -1 -1

    -2 -2 -2

    -3 -3 -3

    -4 -4 -4

    -5 -5 -5

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    Graphic Rating scale

    How likely are you to recommend Complete Care to others? (Place an X at the

    position along the line that best reflects your judgment)

    Very likely Very Unlikely

    (alternative with graphic)

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    Ranking Scale

    The respondents directly compares twoor more objects and makes choicesamong them. The respondents areassured to select one as the best or themost preferred

    a) Paired comparison scale: Respondentsexpress attitudes unambiguously bychoosing between objects

    b) Forced ranking scale: Attributes are rankedrelative to each other

    c) comparative scale: Ideal when respondentsare familiar with the standard.

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    Paired-comparison scaleFor each pair of small cars listed, place acheck beside the one you would most prefer if

    you had to choose between the two

    Maruti Santro

    Indica Maruti

    Reva Maruti

    Indica Santro

    Reva Santro

    Indica Reva

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    Forced Ranking Scale

    Rank the radar detection features in

    your order of preference. Place thenumber 1 next to the most preferred, 2by the second choice, and so forth

    User programmingCordless capability

    Small sizeLong-range warningMinimal false alarms

    Compared to your previous mutualfunds performance, the new one is

    Superior About the Same Inferior--- --- --- --- ---1 2 3 4 5

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    Measurement Scale Construction

    a) Arbitrary Scaling (components)

    b) Consensus Scaling (items are selectinga panel of judges and then evaluated)

    c) Item Analysis: Is a procedure forevaluating an item based on how well itdiscriminates between those personswhose total score is high and thosewhere total score is low. It is summatedby summated scale or Likert Scale.

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    SD Scale for Analyzing Candidates foran Industry Leadership Position

    (E) Sociable 7 ---- ---- ---- ---- ---- -- ---- 1 Unsociable

    (P) Week 1 ---- ---- ---- ---- ---- -- ---- 7 Strong

    (A) Active 7 ---- ---- ---- ---- ---- -- ---- 1 Passive

    (E) Progressive 7 ---- ---- ---- ---- ---- -- ---- 1 Aggressive

    (P) yielding 1 ---- ---- ---- ---- ---- -- ---- 7 Tenacious

    (A) Slow 1 ---- ---- ---- ---- ---- -- ---- 7 Fast

    (E) True 7 ---- ---- ---- ---- ---- -- ---- 1 False

    (P) Heavy 7 ---- ---- ---- ---- ---- -- ---- 1 Light

    (A) Hot 7 ---- ---- ---- ---- ---- -- ---- 1 Cold

    (E) unsuccessful 1 ---- ---- ---- ---- ---- -- ---- 7 successful

    Analyze (candidate) for current Position

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    Secondary data

    information that has previously been

    gathered by someone other than the

    researcher and/or for some other purpose

    than the research project at hand

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    Library books, journals, newspapers, CD-roms, directories.

    Internet on-line computer searches e.g. Databases, periodicals (Emerald) and newsletters,demographic data (GIS). (URLs and Searchengines)

    Trade associations and societies (also available

    on internet). Census also government data on internet Published company accounts

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    Advantagesof Secondary Data

    Obtained quickly (compared to primary datagathering)

    Inexpensive (compared to primary datagathering)

    Usually available Enhances existing primary data

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    Disadvantages of Secondary Data

    Mismatch of the units of measurement

    Need daily data yet only monthly available, need incomes of

    $75,000 and over only available $50,000 and over

    Differing class definitions usedNeed users in

    between heavy, medium or light users

    Timeliness (how current is the secondary data)

    Lack of information needed to assess the

    credibility of the reported data (next slide)