In: Statistics and Probability
What measurement scale is this an example of: Weight?
Measurement scales are used to categorize and/or quantify
variables.
There are the four scales of measurement used in statistical
analysis:
nominal, ordinal, interval, and ratio scales.
Properties of
Measurement Scales :
1 ) Identity :
Each value on the measurement scale has a unique meaning.
2) Magnitude:
Values on the measurement scale have an ordered relationship to one
another.
That is, some values are larger and some are smaller.
3) Equal
intervals: Scale units along the scale are equal to
one another.
For example, that the difference between 1 and 2 would be equal
to
the difference between 19 and 20.
4)A minimum value of zero : The scale has a true zero point, below which no values exist.
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1)Nominal scale:
In
this scale, categories are nominated names hence “nominal”.
There
is no inherent order between categories.
Also,
one cannot say that a particular category is superioror better than
another.
Examples:
Gender (Male/ Female):- One cannot say that Males are better than Females, or vice-versa.
Blood Groups (A/B/O/AB):One cannot say that group A is superior to group O, for instance.
Religion (Hindu/ Muslim/ Christian): Here the
categories cannot be arranged in a logical order.
Each category can only be considered as equal to the other
2)Ordinal scale:
The
various categories can be logically arranged in a meaningful
order.
However, the difference between the categories is not
“meaningful”.
Examples:
Ranks (1st/ 2nd/ 3rd, etc.): The ranks can be
arranged in either ascending or
descending order without difficulty.
Ranks (Good/ Better/ Best)or (No pain/ Mild
pain/ Moderate pain/ Severe pain).
3)Interval
scale:
The interval scale of measurement has the properties of identity, magnitude, and equal intervals. . The absence of an “absolute zero”.
Example:
The Celsius scale: The difference between 40 C and 50 C is the
same as
that between 20 C and
30 C (meaningful difference = equidistant).
Besides, 50 C is hotter than 40 C
(order).
However, 20C is not
half as hot as 40C and vice versa (doubling is not meaningful).
Meaningful difference: Celsius scale, the difference between
each unit is the same
anywhere on scale- difference between 49 C and 50 C is the same
as
the difference between any two consecutive values on the scale ( 1
unit).
[Thus, (2-1)= (23-22)= (40-39)=(99-98)= 1].
4)Ratio scale:
The
values can be ordered, have a meaningful difference,
and doubling
is also meaningful. There is an “absolute zero”.
Examples:
The Kelvin scale: 100 K is twice as hot as 50
K;
the difference between values is meaningful and can be
ordered.
Weight: 100 kg is twice as heavy as 50 kg;
the difference between 45 kg and 55 kg is the same as
that between 105 kg and 100 kg;
values can be arranged in an order (ascending/
descending).
Height: 100 cm is taller than 50 cm;
this
difference is the same as that between 150 cm and 100 cm,
or
200 cm and 150 cm; 100 cm is twice as tall as 50 cm;
the
values can be arranged in a particular manner (ascending/
descending).
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So here we can say that weight is an Ratio Scale .