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MEASUREMENT AND SCALING
THE CONCEPT OF MEASUREMENT AND SCALING
MEASUREMENT CAN BE DEFINED AS A STANDARDIZED PROCESS OF ASSIGNING NUMBERS OR OTHER SYMBOLS TO CERTAIN CHARACTERISTICS OF THE OBJECTS OF INTEREST
RESEARCHERS ENGAGE IN USING THE MEASUREMENT PROCESS BY ASSIGNING
EITHER NUMBERS OR LABELS TO• PEOPLE’S THOUGHTS, FEELINGS, BEHAVIORS,
AND CHARACTERISTICS• THE FEATURES OR ATTRIBUTES OF OBJECTS• THE ASPECTS OF CONCEPTS / IDEAS• ANY TYPE OF PHENOMENON OR EVENT USING
SPECIFIC RULES TO REPRESENT QUANTITIES
AND QUALITIES OF THE FACTORS BEING INVESTIGATED
MEASUREMENT PROCESS
CONSISTS OF
1. CONSTRUCT DEVELOPMENT
TO PRECISELY IDENTIFY WHAT IS TO BE MEASURED, INCLUDING ANY DIMENSIONALITY TRAITS
2. SCALE MEASUREMENT
DETERMINE HOW TO PRECISELY MEASURE EACH CONSTRUCT
SCALE MEASUREMENT
SCALING IS THE PROCESS OF CREATING A
CONTINUUM ON WHICH OBJECTS ARE LOCATED ACCORDING TO THE AMOUNT OF THE MEASURED CHARACTERISTIC THEY POSSESS
SCALE DEVELOPMENT IS
DESIGNING QUESTIONS TO MEASURE
THE SUBJECTIVE PROPERTIES OF AN OBJECT
CHARACTERISTICS OF SCALES
• DESCRIPTION• ORDER• DISTANCE• ORIGIN
DESCRIPTION
DESCRIPTION REFERS TO USE OF A UNIQUE DESCRIPTOR, OR LABEL, TO STAND FOR EACH DESIGNATION IN THE SCALE.THIS PROPERTY ALLOWS A RESEARCHER TO TAKE THE RESPONSES AND CATEGORIZE THEM INTO MUTUALLY EXCLUSIVE GROUPS EACH WITH ITS OWN IDENTITY
ORDER
ORDER REFERS TO THE RELATIVE SIZES
OF THE DESCRIPTORS OR RELATIVE
MAGNITUDE BETWEEN THE
DESCRIPTORS, OR LABELS, USED AS
SCALE POINTS.
HERE THE KEY WORD IS “RELATIVE’ AND
INCLUDES SUCH DESCRIPTORS AS “GREATER THAN” “LESS THAN” AND “EQUAL TO”
WHEN ORDER CHARACTERISTIC IS INCORPORATED INTO SET OF SCALE POINTS, IT ALLOWS THE RESEARCHER TO ESTABLISH EITHER
“HIGHEST TO LOWEST” OR “LOWEST TO HIGHEST” RANK ORDER AMONG THE NEW RESPONSES
ORDER IDENTIFIES ONLY THE RELATIVE DIFFERENCES
BETWEEN THE RESPONSES AND NOT THE ABSOLUTE
DIFFERENCES
DISTANCE
A SCALE HAS THE CHARACTERISTIC
OF DISTANCE WHEN ABSOLUTE
DIFFERENCES BETWEEN THE DESCRIPTORS ARE KNOWN AND MAY BE EXPRESSED IN UNITS
WHEN THE CHARACTERISTIC OF
DISTANCE EXISTS WE ARE ALSO GIVEN THE ORDER
ORIGIN A SCALE IS SAID TO HAVE
CHARACTERISTIC OF ORIGIN IF THERE
IS A UNIQUE BEGINNING OR TRUE
ZERO POINT FOR THE SCALE THE
ORIGIN PROPERTY RELATES TO A
NUMBERING SYSTEM WHERE ZERO IS
DISPLAYED OR REFERENCED STARTING
POINT IN A SET OF POSSIBLE RESPONSES
EACH SCALING PROPERTY BUILDS ON THE PREVIOUS ONE
THIS IMPLIES:• ANY SCALE WILL HAVE DESCRIPTION
PROPERTY• A SCALE THAT INCLUDES ORDER PROPERTY
AUTOMATICALLY POSSESSES DESCRIPTION PROPERTY
• A SCALE HAVING DISTANCE PROPERTY,
HAS ORDER AND DESCRIPTION PROPERTIES• THE SCALE THAT IS BUILD ON ORIGIN
PROPERTY ALSO HAVE DESCRIPTION,
ORDER, AND DISTANCE PROPERTIES
NOMINAL SCALE
NOMINAL SCALES ARE DEFINED AS THOSE THAT USE ONLY LABEL;
THAT IS, THEY POSSESS ONLY THE CHARACTERISTIC OF DESCRIPTION
THE RESPONSE DOES NOT INCLUDE ANY LEVEL OF INTENSITY
EXAMPLES
• DESIGNATIONS AS TO RACE, RELIGION, • TYPE OF DWELLING• GENDER • BRAND LAST PURCHASED• ANSWERS THAT INVOLVE YES-NO, AGREE-
DISAGREE • OR ANY OTHER INSTANCE IN WHICH
DESCRIPTORS CAN NOT BE DIFFERENTIATED EXCEPT QUALITATIVELY
NOMINAL- SCALED QUESTIONS
CHECK ALL THE BRANDS YOU WOULD CONSIDER PURCHASING
I. SONY
II. VIDEOCON
III. SAMSUNG
IV. LG
DO YOU AGREE OR DISAGREE THAT “Youth prefers branded clothes”?
AGREE DISAGREE
WHICH OF THE FOLLOWING SUPERMARKETS HAVE YOU SHOPPED IN THE LAST 30 DAYS?
I. EBONY
II. STAR MALL
III. SAB MALL
IV. SHIPRA
V. SAHARA MALL
DO YOU LIKE OR DISLIKE CHOCOLATE ICE CREAM?
I. LIKE
II. DISLIKE
ORDINAL SCALEAN ORDINAL SCALE IS OBTAINED BY
RANKING OBJECTS OR ARRANGING THEM IN ORDER WITH REGARD TO SOME COMMON VARIABLE
THE QUESTION IS SIMPLY WHETHER EACH OBJECT HAS MORE OR LESS THAN SOME OTHER OBJECT
IT PERMITS THE RESEARCHER TO RANK ORDER THE RESPONDENTS OR THEIR RESPONSES
ORDINAL SCALETHE RESEARCHER CAN RANK ORDER
THE RESPONSES INTO HIERARCHICAL PATTERN
THIS SCALE DOES NOT ALLOW A
RESEARCHER TO DETERMINE THE
ABSOLUTE DIFFERENCE IN ANY OF THE ORDINAL RELATIONSHIPS
ORDINAL- SCALED QUESTIONS
PLEASE RANK EACH BRAND IN TERMS OF YOUR PREFERENCE
PLEASE PLACE “1” BY YOUR FIRST CHOICE, A “2” BY YOUR SECOND CHOICE, AND SO ONI. SONYII. VIDEOCONIII. SAMSUNGIV. LGV. BPLVI. PHILLIPS
INTERVAL SCALE
INTERVAL SCALES ARE THOSE IN WHICH THE DISTANCE BETWEEN EACH DESCRIPTOR IS KNOWN
IT DEMONSTRATES ABSOLUTE DIFFERENCES BETWEEN EACH SCALE POINT
THE DISTANCE IS NORMALLY DEFINED AS
ONE SCALE UNIT
INTERVAL SCALE
IN AN INTERVAL SCALE THE NUMBERS USED TO RANK THE OBJECTS ALSO REPRESENT EQUAL INCREMENTS OF THE ATTRIBUTE BEING MEASURED THIS MEANS THAT DIFFERENCES CAN BE COMPARED
THE LOCATION OF ZERO POINT IS NOT FIXED, SINCE ZERO DOES NOT DENOTE THE ABSENCE OF THE ATTRIBUTE
BOTH ZERO POINT AND UNITS OF MEASUREMENT ARE ARBITRARY
INTERVAL – SCALED QUESTIONS
PLEASE RATE EACH BRAND IN TERMS OF ITS OVERALL PERFORMANCE
• BRAND RATING (CIRCLE ONE)• VERY POOR
VERY GOOD
MONT BLANC 1 2 3 4 5 6 7 8 9 10
PARKER
CROSS
INDICATE YOUR DEGREE OF AGREEMENT WITH FOLLOWING STATEMENTS BY CIRCLING THE APPROPRIATE NUMBER
• STATEMENT STRONGLY STRONGLY • AGREE DISAGREE• I ALWAYS LOOK FOR BARGAINS 1 2 3 4 5• I ENJOY BEING OUT DOORS 1 2 3 4 5• I LOVE TO COOK 1 2 3 4 5
IN A TYPICAL WEEK (7 DAY PERIOD), HOW OFTEN YOU ACCESS INTERNET FROM A HOME COMPUTER?
• ___ MORE THAN 20 TIMES• ___16 TO 20 TIMES • ___11 TO 15 TIMES• ___6 TO 10 TIMES• ___1 TO 5 TIMES• ___DO NOT ACCESS IT
RATIO SCALE
RATIO SCALES ARE THE ONES IN WHICH TRUE ZERO ORIGIN EXISTS—
SUCH AS
-ACTUAL NUMBER OF PURCHASES IN A CERTAIN TIME PERIOD,
-RUPEES SPENT, MILES TRAVELED ETC.
THIS CHARACTERISTIC ALLOW US TO
CONSTRUCT RATIOS WHEN COMPARING THE RESULTS OF MEASUREMENT
RATIO SCALE
A RATIO SCALE TENDS TO BE MOST SOPHISTICATED SCALE IN THE SENSE THAT IT ALLOWS THE RESEARCHER NOT ONLY TO IDENTIFY THE ABSOLUTE DIFFERENCES BETWEEN EACH SCALE POINT
BUT ALSO TO MAKE ABSOLUTE COMPARISONS BETWEEN THE RESPONSES
RATIO-SCALED QUESTIONS
PLEASE INDICATE YOUR AGE
--- YEARS
APPROXIMATELY HOW MANY TIMES IN THE LAST MONTH HAVE YOU PURCHASED ANY THING OVER Rs.1000 IN VALUE AT NANZ STORE?
0 1 2 3 4 5 MORE ( SPECIFY_ )
HOW MUCH DO YOU THINK A TYPICAL PURCHASER OF A Rs. 5 LAKH TERM LIFE INSURANCE POLICY PAYS PER MONTH THAT POLICY?
Rs.__________
WHAT IS THE PROBABILITY THAT YOU WILL USE A LAWYER’S SERVICES WHEN YOU ARE READY TO MAKE A WILL?
______PERCENT
TYPICALLY THE ISSUES LIKE
QUANTITY SOLD NUMBER OF CONSUMERS
PROBABILITY OF PURCHASE ETC.
FORM RATIO SCALE MEASUREMENT
ASSESSING A RESPONDENT’S LIKING OF SOFTDRINKS WITH SCALES
WHICH OF THE FOLLOWING SOFT DRINKS ON THE FOLLOWING LIST DO YOU LIKE? CHECK ALL THAT APPLY
COKE THUMS UP MOUNTAIN DEW PEPSI SEVEN UP SPRTIE
PLEASE RANK THE SOFT DRINKS ON THE FOLLOWING LIST ACCORDING TO YOUR DEGREE OF LIKING FOR EACH, ASSIGNINIG MOST PREFERRED DRINK RANK=1 AND YOUR LEAST PREFERRED DRINK RANK=6
COKE THUMS UP MOUNTAIN DEW PEPSI SEVEN UP SPRTIE
PLEASE INDICATE YOUR DEGREE OF LIKING OF EACH OF THE SOFTDRINKS ON THE FOLLOWING LIST BY CHECKING THE APPROPRIATE POSITION ON THE SCALE
DISLIKE DISLIKE LIKE LIKE A LOT
A LOT
COKETHUMS UPMOUNTAIN DEWPEPSISEVEN UPSPRTIE
PLEASE DIVIDE 100 POINTS AMONG EACH OF THE FOLLOWING SOFT DRINKS ACCORDING TO YOUR DEGREE OF LIKING FOR EACH
COKE THUMS UP MOUNTAIN DEW PEPSI SEVEN UP SPRTIE
RELATIONSHIP BETWEEN SCALES AND SCALING PROPERTIES
SCALING PROPERTIES
SCALE DESCRIPTION ORDER DISTANCE ORIGIN
NOMINAL YES NO NO NO ORDINAL YES YES NO NO INTERVAL YES YES YES NO RATIO YES YES YES YES
Central Tendency and Dispersion
• If a nominal scale is used, analysis of raw data can only be done using modes and frequency distributions
• If ordinal scales are used, analysis of raw data can be done using medians and ranges (plus modes and frequency distributions)
• If interval or ratio scales are used, analysis of raw data can be done through the use of sample means and estimated standard deviations as the sample statistic (plus the above)
SCALE AND TYPE OF STATISTICAL TECHNIQUES
SCALE BASICCHARACTERISTICS
MARKETING EXAMPLES
PERMISSIBLE STATISTICS
DESCRIPTIVE INFERENTIAL
NOMINAL NUMBERS IDENTIFY AND CLASSIFY OBJECTS
BRAND NUMBERS, STORE TYPES
PERCENTAGES Chi-SQUARE MODE BINOMIAL TEST
ORDINAL NUMBERS INDICATE THE RELATIVE POSITIONS OF THE OBJECTS BUT NOT THE MAGNITUDE OF DIFFERENCES BETWEEN THEM
PREFERENCE RANKINGS, MARKET POSITION, SOCIAL CLASSPREFERENCE FOR BRANDS
DESCRIPTIVE INFERENTIAL
PERCENTILE, RANK ORDER CORRELATION FRIEDMAN ANOVAMEDIAN
INTERVAL DIFFERENCE BETWEEN THE OBJECTS CAN BE COMPARED; ZERO POINT IS ARBITRARY
ATTITUDES, OPTIONS, INDEX NUMBERSATTITUDES TOWARDS BRANDSGRADE POINT AVERAGE
DESCRIPTIVE INFERENTIAL
RANGE PRODUCT MOMENT- CORRELATIONS MEAN t TESTSSTANDARDDEVIATIONS ANOVA REGRESSION ANALYSIS FACTOR ANALYSIS
RATIO ZERO POINT IS FIXED; RATIOS OF SCALE VALUES CAN BE COMPUTED
AGE, INCOME,COSTS, SALES, MARKET SHARESNO. OF PURCHASESPROBABILITY OF PURCHASE
DESCRIPTIVE INFERENTIAL
GEOMETRICMEAN COEFFICIENT OF VARIATION
HARMONIC MEAN
THE SCALING TECHNIQUES
• THE COMPARATIVE SCALES
• THE NON – COMPARATIVE SCALES
THE COMPARATIVE SCALESCOMPARATIVE SCALES INVOLVE THE DIRECT
COMPARISON OF STIMULUS OBJECTIT IS A SCALE FORMAT THAT REQUIRES A
JUDGMENT COMPARING ONE OBJECT, PERSON, OR CONCEPT AGAINST ANOTHER ON THE SCALE
COMPARATIVE SCALE DATA MUST BE INTERPRETED IN RELATIVE TERMS
AND HAVE ONLY ORDINAL OR RANK ORDER PROPERTIES
FOR THIS REASON, COMPARATIVE SCALING IS REFERRED TO AS NON-METRIC SCALING
TYPES OF COMPARATIVE SCALES
• PAIRED COMPARISON • RANK ORDER• CONSTANT SUM • Q-SORT
PAIRED COMPARISON RATING SCALE
THIS FORMAT CREATES A PRE-SELECTED GROUP OF TRAITS, PRODUCT CHARACTERISTICS OR FEATURES THAT ARE PAIRED AGAINST ONE ANOTHER INTO TWO GROUPS RESPONDENTS ARE ASKED TO SELECT WHICH IN EACH PAIR IS MORE IMPORTANT TO THEM
A RESPONDENT IS PRESENTED WITH TWO OBJECTS AND ASKED TO SELECT ONE ACCORDING TO SOME CRITERION
THE DATA OBTAINED ARE ORDINAL IN NATURE
PAIRED COMPARISON SCALES ARE FREQUENTLY USED WHEN STIMULUS OBJECTS ARE PHYSICAL PRODUCTS
EXAMPLE:
WE GOING TO PRESENT YOU WITH SEVERAL PAIRS OF TRAITS ASSOCIATED WITH A SALESPERSON’S ON-THE-JOB ACTIVITIES
FOR EACH PAIR, PLEASE INDICATE WHICH TRAIT YOU FEEL IS MORE
IMPORTANT FOR BEING A SALES PERSON
a. TRUST b. COMPETENCE
a. TRUST b. COMMUNICATION SKILLS
a. TRUST b. PERSONAL SOCIAL SKILLS
a. COMPETENCE b. COMMUNICATION SKILLS
a. COMPETENCE b. PERSONAL SOCIAL SKILLS
a. COMMUNICATION SKILLS b. PERSONAL SOCIAL SKILLS
CONSTANT SUM SCALE:
THIS SCALE PROVIDES A BETTER PERSPECTIVE OF DISTANCE BETWEEN THE POINTS ON A CONTINUUM
WITH THIS TYPE OF SCALE, THE RESPONDENT IS ASKED TO DIVIDE OR ALLOCATE A NUMBER OF POINTS, PERCENTAGES, OR RUPEES, USUALLY A TOTAL SUM OF 100, TO INDICATE THE RELATIVE IMPORTANCE OF THE ATTITUDE BEING STUDIED
CONSTANT SUM SCALE:
THE AMOUNTS THAT ARE ALLOCATED TO EACH ALTERNATIVE INDICATES THE
RANKS ASSIGNED TO THEM BY THE RESPONDENTS, BUT IT ALSO INDICATES THE AMOUNT OF DIFFERENCE THE RESPONDENTS SET BETWEEN EACH ALTERNATIVE
IMPORTANCE OF BATHING SOAP ATTRIBUTES USING
A CONSTANT SUM SCALE INSTRUCTIONS BELOW ARE THE EIGHT ATTRIBUTES OF BATHING SOAPS PLEASE ALLOCATE 100 POINTS AMONG THE ATTRIBUTES SO
THAT YOUR ALLOCATION REFLECTS THE RELATIVE IMPORTANCE YOU ATTACH TO EACH ATTRIBUTE
THE MORE POINTS AN ATTRIBUTES RECEIVES, THE MORE
IMPORTANT IT IS IF AN ATTRIBUTE IS NOT AT ALL IMPORTANT, ASSIGN IT
ZERO POINTS IF AN ATTRIBUTE IS TWICE AS IMPORTANT AS SOME OTHER
ATTRIBUTE, IT SHALL RECEIVE TWICE AS MANY POINTS
AVERAGE RESPONSES OF THREE SEGMENTS• ATTRIBUTE SEGMENT I SEGMENT II SEGMENT III• MILDNESS 8 2 4• LATHER 2 4 17• SHRINKAGE 3 9 7• PRICE 53 17 9• FRAGRANCE 9 0 19• PACKAGING 7 5 9• MOISTURIZING 5 3 20• CLEANING POWDER 13 60 15• SUM 100 100 100
EXAMPLE: IF YOU HAD Rs. 1000 TO ALLOCATE TO THE FOLLOWING CHARITABLE ORGANIZATIONS, HOW WOULD YOU ALLOCATE YOUR MONEY? YOU MAY GIVE
ALL YOUR RUPEES TO ANY ONE ORGANIZATION, BUT YOUR TOTAL MUST ADD UP TO Rs. 1000
INDIAN RED CROSS ____________
INDIAN CANCER FOUNDATION____________ INDIAN SPASTIC SOCIETY ____________ CRY ____________
HEART CARE FOUNDATION ____________ OLD AGE HOME ____________
RANK ORDER SCALE:
IN THIS SCALE OF MEASUREMENT THE RESEARCHER USES RANKING QUESTIONS AS THESE ARE CONSTRUED TO BE A FORM OF OPINION QUESTIONS IN WHICH RESPONDENT IS ASKED TO RANK COMPARATIVELY THE ITEMS LISTED
THESE ALLOW THE RESPONDENTS TO COMPARE THEIR OWN RESPONSES BY INDICATING THEIR FIRST CHOICE, SECOND, THIRD AND FOURTH PREFERENCES AND SO FORTH, UNTIL ALL THE RESPONSES ARE PLACED IN A RANK ORDER
RANK ORDER SCALING IS COMMONLY USED TO MEASURE PREFERENCES FOR BRANDS AS WELL AS ATTRIBUTES
RANK ORDER DATA ARE FREQUENTLY OBTAINED FROM RESPONDENTS IN CONJOINT ANALYSIS BECAUSE RANK – ORDER SCALING FORCES THE RESPONDENT TO DISCRIMINATE AMONG THE STIMULUS OBJECTS
EXAMPLE:QUESTIONNAIRE SEEKING DATA FOR A STAFF EXECUTIVE JOB
DESCRIPTION
IN YOUR JOB YOU MAY PERFORM ANY OF THE SEVEN ROLES LISTED HERE. CONSIDER HOW MUCH TIME YOU SPEND IN EACH ROLE. THEN RANK THE ROLES FROM 1 TO 7 IN TIME SPENT ON EACH. WRITE A '1' AFTER THAT GIVEN THE MOST TIME-- AND A '7' AFTER THE LEAST TIME.
COORDINATOR _______________________ ENTREPRENEUR ________________________ EXPEDITER _______________________ EXPERT _______________________ FORECASTER _______________________ INNOVATOR _______________________ INTEGRATOR
EXAMPLE: INSTRUCTIONS: RANK THE VARIOUS BRANDS OF TOOTHPASTES IN ORDER OF
PREFERENCE BEGIN BY PICKING OUT THE ONE BRAND THAT YOU LIKE MOST
ASSIGN IT A NUMBER 1 THEN FIND THE SECOND MOST PREFERRED BRAND AND ASSIGN
IT A NUMBER 2 CONTINUE THE PROCEDURE UNTIL YOU HAVE RANKED ALL
BRANDS OF TOOTHPASTE IN ORDER OF PREFERENCE THE LEAST PREFERRED BRAND SHOULD BE ASSIGNED A RANK
OF 10 NO TWO BRANDS SHOULD RECEIVE THE SAME RANK THE CRITERION OF PREFERENCE IS ENTIRELY UP TO YOU.
THERE IS NO RIGHT OR WRONG ANSWER. JUST TRY TO BE CONSISTENT
BRAND RANK ORDERCOLGATE ________CREST ________AIM ________CLOSE-UP ________PEPSODENT ________ULTRA BRITE ________PLUS WHITE ________STRIPE ________GLEEM ________MACLEANS ________
NON COMPARATIVE SCALES NON-COMPARATIVE SCALES REFER TO
A SCALE FORMAT THAT REQUIRES A
JUDGMENT WITHOUT REFERENCE TO
ANOTHER OBJECT, PERSON, OR CONCEPT
THESE SCALES ARE ALSO REFERRED TO AS MONADIC OR METRIC SCALES
THE RESULTING DATA ARE GENERALLY
ASSUMED TO BE INTERVAL OR RATIO SCALED
TYPES OF NON- COMPARATIVE SCALES
• CONTINUOUS RATING SCALES
• ITEMIZED RATING SCALES
I. LIKERT SCALEII. SEMANTIC DIFFERENTIAL SCALEIII. STAPEL SCALEIV. THURSTONE SCALE
CONTINUOUS RATING SCALE:
A SCALE MEASURE THAT USES A SCALE POINT FORMAT THAT PRESENTS THE RESPONDENT WITH SOME TYPE OF GRAPHIC CONTINUUM
AS THE SET OF POSSIBLE RESPONSES TO A GIVEN QUESTION
IT IS ALSO REFERRED TO AS GRAPHIC RATING SCALES
RESPONDENTS RATE THE OBJECTS BY PLACING A MARK AT THE APPROPRIATE POSITION ON A LINE THAT RUNS FROM ONE EXTREME OF THE CRITERION VARIABLE TO THE OTHER
THE RESPONDENTS ARE NOT RESTRICTED TO SELECTING FROM MARKS PREVIOUSLY SET BY THE RESEARCHER
THE FORM OF THE CONTINUOUS SCALE MAY VARY CONSIDERABLY:
• THE LINES MAY BE VERTICAL OR HORIZONTAL
• SCALE POINTS IN THE FORM OF NUMBERS OR BRIEF DESCRIPTIONS MAY BE PROVIDED
• AND IF PROVIDED, SCALE POINTS MAY BE FEW OR MANY
ONCE THE RESPONDENT HAS PROVIDED THE RATINGS, THE RESEARCHER DIVIDES THE LINE INTO AS MANY CATEGORIES AS DESIRED AND ASSIGNS SCORES BASED ON CATEGORIES INTO WHICH THE RATINGS FALL
THESE SCORES ARE TREATED AS INTERVAL DATA
EXAMPLE:
HOW WOULD YOU RATE RELIANCE RETAIL AS A DEPARTMENT STORE?
VERSION 1
PROBABLY THE WORST---------------I---------------------------------------PROBABLY THE BEST
VERSION 2
PROBABLY THE WORST---------------I---------------------------------------PROBABLY THE BEST
0 10 20 30 40 50 60 70 80 90 100
VERSION 3
VERY BAD NEITHER VERY GOOD
GOOD NOR
BADPROBABLY THE WORST---------------I---------------------------------------PROBABLY THE BEST
0 10 20 30 40 50 60 70 80 90 100
ITEMIZED RATING SCALE:
THE ITEMIZED RATING SCALE IS, PERHAPS, THE MOST FREQUENTLY USED IN MARKETING RESEARCH
BECAUSE OF ITS SIMPLICITY AND
ADAPTABILITY TO MOST MEASUREMENT SITUATIONS
THIS FORM OF RATING SCALE REQUIRES A RESPONDENT
TO INDICATE HIS OR HER ATTITUDE BY SELECTING A POSITION ON A
CONTINUUM THAT REFLECTS A RANGE OF POSSIBLE VIEWS
REGARDING AN OBJECT
THE VARIOUS POSITIONS ON THE CONTINUUM ARE SET UP IN A SEQUENTIAL ORDER IN TERMS
OF THE SCALE POSITIONS
(IN OTHER WORDS, REPRESENTING THE DEGREE OF ATTITUDE HELD)
THE SCALE POSITIONS ARE CLEARLY MARKED WITH A DESCRIPTIVE STATEMENT OF SOME KIND
TYPES OF ITEMIZED SCALES:
• SEMANTIC DIFFERENTIAL SCALE• LIKERT SCALE• STAPEL SCALE• THURSTONE SCALE
SEMANTIC DIFFERENTIAL SCALE:
A UNIQUE BIPOLAR ORDINAL SCALE FORMAT THAT CAPTURES A PERSON’S ATTITUDES OR FEELINGS ABOUT A GIVEN OBJECT
THIS TYPE OF SCALE IS UNIQUE IN ITS USE OF BIPOLAR ADJECTIVES AND ADVERBS (GOOD/BAD, LIKE/DISLIKE, COMPETITIVE/NONCOMPETITIVE, HELPFUL/UNHELPFUL, ETC.)
IN SEMANTIC DIFFERENTIAL SCALE, THE RESPONDENTS ARE ASKED TO EXPRESS THEIR FEELINGS ABOUT WHATEVER BEING EVALUATED BY RECORDING THEIR RESPONSES ON A SCALE OF ADJECTIVES
(SUCH AS STRONG -- MILD), WHICH ARE PAIRED POLAR OPPOSITES
THIS SCALE TYPE IS BEST FOR IDENTIFYING A “PERCEPTUAL IMAGE PROFILE”
ABOUT THE OBJECT OR BEHAVIOR OF CONCERN
THE RESULTING DATA ARE COMMONLY ANALYZED THROUGH PROFILE ANALYSIS
MEANS OR MEDIAN VALUES ON EACH RATING SCALE ARE CALCULATED AND COMPARED BY PLOTTING STATISTICAL ANALYSIS
THIS HELPS DETERMINE OVERALL DIFFERENCES AND SIMILARITIES AMONG THE OBJECTS
TO ASSESS THE DIFFERENCES ACROSS THE SEGMENTS, THE RESEARCHER CAN COMPARE MEAN RESPONSES OF DIFFERENT SEGMENTS
IN CASES WHERE THE RESEARCHER REQUIRES AN OVERALL COMPARISON OF OBJECTS, SUCH AS TO DETERMINE STORE PREFERENCES, THE INDIVIDUAL ITEMS ARE SUMMED TO ARRIVE AT TOTAL SCORE
IT IS WIDELY USED IN COMPARING• BRANDS• PRODUCTS• COMPANY IMAGES• DEVELOP ADVERTISING AND
PROMOTIONAL STRATEGIES• NEW – PRODUCT DEVELOPMENT
STUDIES
EXAMPLE:
THIS PART OF THE STUDY MEASURES
WHAT CERTAIN DEPARTMENT STORES MEAN TO YOU
BY HAVING YOU JUDGE THEM ON A SERIES OF DESCRIPTIVE SCALES BOUNDED AT EACH END BY ONE OF TWO BIPOLAR ADJECTIVES
• PLEASE MARK (X) THE BLANK THAT BEST INDICATE HOW ACCURATELY ONE OR THE OTHER ADJECTIVE DESCRIBES WHAT THE STORE MEANS TO YOU
• PLEASE BE SURE TO MARK EVERY SCALE, DO NOT OMIT ANY SCALE
FORM
HARRODS IS:
POWERFUL -- -- -- -- -- -- --WEAK
UNRELIABLE -- -- -- -- -- -- --RELIABLE
MODERN -- -- -- -- -- -- --OLD
FASHIONED
COLD -- -- -- -- -- -- --WARM
CAREFUL -- -- -- -- -- -- --CARELESS
THE ACTUAL DESIGN OF A SEMANTIC DIFFERENTIAL SCALE CAN VARY FROM SITUATION TO SITUATION
IF A RESEARCHER IS INTERESTED IN DEVELOPING A CREDIBILITY SCALE THAT COULD BE USED BY REVLON TO ASSESS THE CREDIBILITY OF SUSHMITA SEN AS A SPOKESPERSON IN TV OR PRINT ADVERTISEMENTS FOR REVLON BRANDS OF GROOMING PRODUCTS
THE RESEARCHER DETERMINES THAT THE CREDIBILITY CONSTRUCT CONSISTS OF THREE FACTORS
• EXPERTISE• TRUSTWORTHINESS• ATTRACTIVENESS
WITH EACH FACTOR MEASURED USING A SPECIFIC SET OF FIVE BIPOLAR SCALES
EXAMPLE OF SEMANTIC DIFFERENTIAL SCALE FORMAT FOR SUSHMITA SEN AS A CREDIBILITY SPOKESPERSON
NOW WITH RESPECT TO SUSHMITA SEN AS THE SPOKESPERSON FOR REVLON GROOMING PRODUCTS,
WE WOULD LIKE TO KNOW YOUR OPINION ABOUT THE
EXPERTISE, TRUSTWORTHINESS, AND ATTRACTIVENESS THAT YOU BELIEVE SHE BRINGS TO THE ADVERTISEMENT EACH DIMENSION HAS FIVE FACTORS THAT MAY OR MAY
NOT REPRESENT YOUR OPINION
FOR EACH LISTED FACTOR, PLEASE CHECK THE POINT THAT BEST EXPRESSES YOUR OPINION ABOUT THE FACTOR
EXPERTISE:
1 2 3 4 5 6 7
KNOWLEDGEABLE UNKNOWLEDGEABLEEXPERT NOT AN EXPERTSKILLED UNSKILLEDQUALIFIED UNQUALIFIEDEXPERIENCED INEXPERIENCED
TRUST WORTHINESS
1 2 3 4 5 6 7
RELIABLE UNRELIABLE
SINCERE INSINCERE
TRUSTWORTHY UNTRUSTWORTHY
DEPENDABLE UNDEPENDABLE
HONEST DISHONEST
ATTRACTIVENESS
1 2 3 4 5 6 7 SEXY NOT SEXY
BEAUTIFUL UGLY
ATTRACTIVE UNATTRACTIVE
CLASSY NOT CLASSY
ELEGANT PLAIN
EXAMPLE:
A SEMANTIC DIFFERENTIAL SCALE FOR MEASURING
• SELF CONCEPTS• PERSON CONCEPTS• PRODUCT CONCEPTS
RUGGED DELICATE
EXCITABLE CALM
UNCOMFORTABLE COMFORTABLE
DOMINATING SUBMISSIVE
THRIFTY INDULGENT
PLEASANT UNPLEASANT
CONTEMPORARY NON-CONTEMPORARY
ORGANIZED NO-ORGANIZEDRATIONAL EMOTIONALYOUTHFUL MATUREFORMAL INFORMALORTHODOX LIBERALCOMPLEX SIMPLECOLORLESS COLORFULMODEST VAIN
EXAMPLE Contd…
INDICATE YOUR IMPRESSION OF BUKHARA RESTAURANT BY CHECKING THE LINE CORRESPONDING TO YOUR OPINION FOR EACH PAIR OF DESCRIPTORS
Convenient location inconvenient location
High prices low prices
For me not for me
Warm atmosphere cold atmosphere
Wide menu limited menu
Fast service slow service
High quality food low quality food
A special place an every day place
A SURVEY CAN BE ORGANIZED WHERE IN RESPONDENTS COULD BE ASKED TO GIVE THEIR OPINION ON THESE PARAMETERS FOR A SET OF RESTAURANTS– LET US SAY FRONTIER
TO BE COMPARED WITH
BUKHARA
A PERCEPTUAL DIAGRAM CAN BE CONSTRUCTED THAT COULD GIVE US AS TO
HOW
THE TWO RESTAURANTS ARE PERCEIVED BY THE RESPONDENTS
Image Profile of Commuter Airlines versus Major Airlines
Source: J. Richard Jones and Sheila I. Cocke, “A Performance Evaluation of Commuter Airlines: The Passengers’ View,” Proceedings: Transportation Research Forum 22 (1981), p. 524. Reprinted with permission.
BRAND PROFILING – CAR CARE
A SIMILAR STUDY COULD BE DESIGNED FOR IA AND
TRACKING
COULD BE UNDERTAKEN ON A REGULAR INTERVAL - SAY AFTER EVERY THREE MONTHS- TO HAVE A BETTER UNDERSTANDING OF THE IA’S FLYERS
EXAMPLE:
THE QUALITY OF FOOD CHECK IN FACILITIES CABIN CREW’S RESPONSE TIME
ETC.
CAN BE EVALUATED USING THIS TECHNIQUE
A SAMPLE OF FLIERS CAN BE REQUESTED TO RATE THE FOOD QUALITY ON A SCALE OF 1 (EXTREMELY POOR) TO 7 (EXTREMELY GOOD)
THIS CAN BE COMPARED WITH THEIR PERCEPTION OF IA’S COMPETITOR
THIS COULD BECOME A RELEVANT INPUT IN DECISION MAKING PROCESS
FOR THE IA MANAGEMENT TO IMPROVE ITS BRAND IMAGE
LIKERT SCALE
AN ORDINAL SCALE FORMAT THAT ASKS THE RESPONDENTS TO INDICATE
THE EXTENT TO WHICH
THEY AGREE OR DISAGREE
WITH A SERIES OF
MENTAL BELIEF OR BEHAVIORAL BELIEF STATEMENTS ABOUT A GIVEN OBJECT
THIS SCALE WAS DEVELOPED BY RENSIS LIKERT AND IS WIDELY USED RATING SCALE
IN THE LIKERT SCALE, THE MATTER OF CHOOSING
OPPOSITE ADJECTIVES
IS AVOIDED
RATHER, IT MAKES A STATEMENT OR POSES ONE DESCRIPTION
(OR ADJECTIVE) FOR WHATEVER IS BEING EVALUATED
THE RESPONDENT IS THEN GIVEN A SCALE WHOSE POSITION RANGE FROM
“STRONGLY AGREE"
TO
“STRONGLY DISAGREE"
THEY ARE ALSO CALLED SUMMATED SCALES BECAUSE THE SCORES ON THE INDIVIDUAL ITEMS ARE SUMMED TO PRODUCE A TOTAL SCORE FOR THE RESPONDENT
A LIKERT SCALE USUALLY CONSISTS OF TWO PARTS:
• ITEM PART• EVALUATIVE PART
THE ITEM PART IS ESSENTIALLY A STATEMENT ABOUT A CERTAIN
PRODUCT
EVENT
OR ATTITUDE
THE EVALUATIVE PART IS A LIST OF RESPONSE CATEGORIES RANGING FROM “STRONGLY AGREE” TO “STRONGLY DISAGREE”
AN IMPORTANT ASSUMPTION OF THIS METHOD IS THAT EACH OF THE ITEMS (STATEMENTS) MEASURES SOME ASPECT OF SINGLE COMMON FACTOR
OTHERWISE, THE ITEMS CANNOT LEGITIMATELY BE SUMMED
IN OTHER WORDS,
THE RESULTING SCALE IS UNI DIMENSIONAL
TO CONDUCT THE ANALYSIS, EACH STATEMENT IS ASSIGNED A NUMERICAL SCORE, RANGING EITHER FROM -2 TO +2 OR 1 TO 5
THE ANALYSIS CAN BE CONDUCTED ON:
• AN ITEM BY ITEM BASIS (PROFILE ANALYSIS)
• OR A TOTAL (SUMMATED) SCORE CAN BE CALCULATED FOR EACH RESPONDENT BY SUMMING UP ACROSS ITEMS
EXAMPLE:
LET US LOOK AT A SET OF TEN STATEMENTS WHICH REFLECT THE ATTITUDE OF AN INDIAN AIRLINES FLYER
WE LIKE TO EVALUATE THESE STATEMENTS IN TERMS OF FLYER’ PERCEPTION ABOUT INDIAN AIRLINES
EACH STATEMENT SHALL BE EVALUATED ON A SCALE OF 1 TO 5
1-STRONGLY DISAGREE
2-DISAGREE
3-NEITHER AGREE NOR DISAGREE
4-SOMEWHAT AGREE
5-STRONGLY AGREE
• IA IS ALWAYS ON TIME• THE SEATS ARE VERY COMFORTABLE• I LOVE THE FOOD THEY PROVIDE• THEIR AIR HOSTESSES ARE VERY
BEAUTIFUL• MY BOSS/FRIEND FLIES WITH IA
• IA HAS YOUNGER AIRCRAFTS• I GET ADVANTAGE OF FREQUENT FLIER
PROGRAM• IT(THE FLIGHT TIMING) SUITS MY
SCHEDULE• MY WIFE/MOM FEELS SAFE WHEN I FLY IA• FLYING IA COMPLEMENTS MY LIFE STYLE
AND SOCIAL STANDING IN THE SOCIETY
A SAMPLE OF FLYERS CAN BE REQUESTED TO BE A PART OF SURVEY WHERE IN EACH OF THE FLYER SHALL EVALUATE EACH STATEMENT AND ASSIGN A VALUE RANGING FROM 1 TO 5 DEPENDING UPON HIS AGREEING OR DISAGREEING WITH THE STATEMENT
THEN A SCORE CAN BE ARRIVED AT FOR
- EACH INDIVIDUAL- AND TOTAL SCORE GIVEN TO EACH
STATEMENT BY FLIERS
AND THE STATEMENTS HAVING LOWER/ HIGHER SCORE REFLECT THE PERCEPTION OF THE FLYER ABOUT THE IA
ACCORDINGLY IA CAN REPOSITION IT SELF VIS A VIS ITS COMETITORS
STAPEL SCALE:
THE STAPEL SCALE IS A SIMPLIFICATION OF THE SEMANTIC DIFFERENTIAL
DEVELOPED BY JAN STAPEL
UNIPOLAR SCALE WITH 10 CATEGORIES NUMBERED FROM - 5 TO +5, WITHOUT A NEUTRAL POINT (ZERO),
WITH VALUES PROGRESSIONS RANGING FROM POSITIVE TO NEGATIVE WHICH MEASURE DIRECTION AND INTENSITY SIMULTANEOUSLY
USUALLY PRESENTED VERTICALLY
RESPONDENTS ARE ASKED TO INDICATE THE OBJECT BY SELECTING A NUMERICAL RESPONSE CATEGORY
THE HIGHER THE POSITIVE SCORE, THE BETTER THE ADJECTIVE
DESCRIBES THE OBJECT
THE MAIN VIRTUE OF THIS SCALE IS THAT IT IS EASY TO ADMINISTER AND CONSTRUCT BECAUSE THERE IS NO NEED TO PROVIDE ADJECTIVES OR PHRASES TO ASSURE BI-POLARITY
A Stapel Scale for Measuring a Store’s Image
Source: Dennis Menezes and Norbert F. Elbert, “Alternative Semantic Scaling Formats for Measuring Store Image: An Evaluation,” Journal of Marketing Research, February 1979, pp. 80–87. Reprinted by permission of the American Marketing Association.
EXAMPLE:APPLICATION OF STAPEL SCALE FOR THE RETAIL STORE
IMAGE STUDY +5 +5 +5+4 +4 +4+3 +3 +3+2 +2 +2+1 +1 +1WIDE LESSER HIGHSELECTION KNOWN QUALITY
BRAND - 1 - 1 - 1- 2 - 2 - 2- 3 - 3 - 3- 4 - 4 - 4- 5 - 5 - 5_____________________________________________
EXAMPLE : BANK STUDY
-5 -4 -3 -2 -1 +1 +2 +3 +4 +5
SERVICE IS COURTEOUS
LOCATION IS CONVENIENT
HOURS ARE CONVENIENT
LOAN INTERSET RATES ARE HIGH
Summary of Advantages and Disadvantages of Rating Scales
SORTING
Sorting Tasks– Require that respondents indicate their attitudes or beliefs by arranging
items on the basis of perceived similarity or some other attribute.
Example:
Here is a sheet that lists several airlines. Next to the name of each airline is a pocket. Here are ten cards. I would like you to put these cards in the pockets next to the airlines you would prefer to fly on your next trip. Assume that all of the airlines fly to wherever you would choose to travel. You can put as many cards as you want next to an airline, or you can put no cards next to an airline.
Cards
American Airlines_____
Delta Airlines _____
United Airlines _____
Southwest Airlines_____
Northwest Airlines_____