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8/3/2019 Data Nominla Class
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Types of scales
Nominal scales
Ordinal scales
Interval scales Ratio scales
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Measurement properties
Measurement is based on numbers
The properties of numbers are
Identity equality
Rank - order
Additivity add , sub.Mul , div
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CHARACTERISTICS OF SCALESCHARACTERISTICS OF SCALES
DESCRIPTION ORDER
DISTANCE
ORIGIN
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ANY DESCRIPTOR CAN BE USED FOR
RESPONSE
FOR INSTANCE, YES OR NO,FOR INSTANCE, YES OR NO,
AGREE OR DISAGREE AGREE OR DISAGREE THE NUMBER OF YEARS OF A RESPONDENTS AGE THE NUMBER OF YEARS OF A RESPONDENTS AGE
Male / femaleMale / female
Married / unmarried/ divorceMarried / unmarried/ divorce
Local /outstationLocal /outstation
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ORDER
ORDER REFERS TO THE RELATIVE SIZESRELATIVE SIZES OF THE
DESCRIPTORS OR RELATIVE MAGNITUDE RELATIVE MAGNITUDE BETWEEN the LABELS, USED AS SCALE POINTS
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HERE THE KEY WORD IS RELATIVE RELATIVE AND INCLUDES SUCH DESCRIPTORS AS
GREATER THAN GREATER THAN
LESS THAN LESS THAN AND EQUAL TO AND EQUAL TO
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Important factors for measurement
Description
Order
A<b . a= b, a>b Distance
Difference between numbers
Orgin
Orgin starts from 0
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Nominal scale
It is the simplest and lowest level of
measurement
Nominla means name This level involves dividing the variables and
assigning numbers
These categories dont have any particularorder
Numbers are assigned as just labels and have
no quantitative values
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Classifies data according to a category only.
E.g., which color people select.
Colors differ qualitatively not quantitatively.
A number could be assigned to each color, but
it would not have any value.
The number serves only to identify the color.
No assumptions are made that any color has
more or less value than any other color.
Nominal scale
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Assign subjects to groups or categories No order or distance relationship
No arithmetic origin
Only count numbers in categories
Only present percentages of categories
Chi-square most often used test of statistical
significance example : number of male
customers visited the shop
Nominal scale
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Gender
Marital status Days of the week (months)
Geographic location Seasons
Types of restaurants
Religion-hindu , Muslim ,chris, sikis, others
Job type: executive, technical, clerical
Other examples
Coded as 0 Coded as 1
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Which of t he follow ing media in fluences your pur chasing decisi ons t he most?
1 T el evisi on
2 Radi o
3 N ew s pa per s
4 Magazines
Nominal scale
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Ordinal scale
In order
It has names like ordinal
scales and also have
something more
Order more to less
Or - higher to lower
The numbers are in rankorder
Example
Greater than
More desired
More difficult
Happier than
Higher than
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Classifies data according to some order or
rank; e.g. names ordered alphabetically
With ordinal data, it is fair to say that one
response is greater or less than another.
E.g. if people were asked to rate the
hotness of 3 chili peppers, a scale of "hot",
"hotter" and "hottest" could be used. Values
of "1" for "hot", "2" for "hotter" and "3" for
"hottest" could be assigned.
Ordinal scale
The gap between the items is
unspecified.
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Ordinal scale
Small medium large
Quality
Womens dress sizes
Examples
1 Padraig Harrington 116
2 Tiger Woods 78
3 Vijay Singh 62
4 Phil Mickelson 54
5 Sergio Garcia 54
6 Anthony Kim 46
7 Kenny Perry 42
8 Camilo Villegas 42
9 Trevor Immelman 30
10 Stewart Cink 14
Rank Player Points
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Please rank the news programs offered in the following four networks based on your
preference.(1 for most preferred, 4 for least preferred).
_____ sun TV
_____ jaya TV
_____ z TV
_____ kalinar TV
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assumes that the measurements are made in equal units.
i.e. gaps between whole numbers on the scale are equal.
e.g. Fahrenheit and Celsius temperature scales
an interval scale does not have to have a true zero. e.g. A
temperature of "zero" does not mean that there is no
temperature...it is just an arbitrary zero point. very cold
cant perform full range of arithmetic equations. 40 degrees is not
twice as hot as 20 degrees
permissible statistics: count/frequencies, mode, median, mean,
standard deviation
Interval scale
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How likely are you going to buy a new automobile within the next six months? (Please
check the most appropriate category)
De f ini t ely w i ll not buy ___ 1
Probably w i ll not buy ___ 2
May or may not buy ___ 3
Probably w i ll buy ___ 4
De f ini t ely w i ll buy ___ 5
Interval scale
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similar to interval scales except that
the ratio scale has a true zero value.
e.g. the time something takes
allows you to compare differencesbetween numbers.
permits full arithmetic operation.
if a train journey takes 2 hours and30 min, then this is half as long as a
journey which takes 5 hours.
R atio scale
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All statistical techniques useable
Most powerful with most meaningful answers
Allows comparisons
R atio scale
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0
1
2
3
4
5
6
7
Examples
height, weight, age,
length
time
income
market share
1.What is your annual inc ome be for e
t axes? $ _______
2. How f ar is your workpl ace from home?
_______ k i lometr es
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Primary scales of measurement
4 81 9Nominal Numbers
assigned to
runners
Ordinal Rank order of
winners
Third
Place
Second
Place
First
Place
Interval Performancerating on a 0 to
10 Scale8.2 9.1 9.6
Ratio Time to finish in
seconds15.2 14.1 13.4
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RELATIONSHIP BETWEEN SCALES AND SCALING PROPERTIES
SCALIN G PROPERTIESSCALIN G PROPERTIES
SCALE DESCRIPTION ORDER DISTANCE ORI GIN SCALE DESCRIPTION ORDER DISTANCE ORI GIN
NOMINAL YES NONOMINAL YES NO NONO NONO
ORDINAL YESORDINAL YES YESYES NONO NONO
INTERVAL YESINTERVAL YES YESYES YESYES NONO
RATIO YESRATIO YES YESYES YESYES YESYES
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Facts About the Four Levels of Scales (contd)Facts About the Four Levels of Scales (contd)