measurement and scaling is an important tool of research. by following the right and suitable scale will provide an appropriate result of research.this slide show will additionally provide the statistical testing for research measurement and scale.
measurement and scaling is an important tool of research. by following the right and suitable scale will provide an appropriate result of research.this slide show will additionally provide the statistical testing for research measurement and scale.
The Levels of Measurement
Nominal
Ordinal
Interval
Ratio
Sri Lanka Society For Medical Laboratory Science
Medicallaboratoryscience.sl@gmail.com / slsmls.org
A Scale is a tool or mechanism by which individuals are distinguished as to how they differ from one another on the variables of interest to our study. The scale or tool could be a gross one in the sense that it would only broadly categorize individual on certain variables, or it could be a fine-tuned tool that would differentiate individual on the variables with varying degrees of sophistication.
There are four basic type of scale:
Nominal
Ordinal
Interval
ratio
A nominal scale is one that allows the researcher to assign subjects to certain categories or group.
For example, With respect to the variable of gender, respondents can be grouped into two categories– Male and Female, These two group can be assigned code number 1 and 2.
Nominal Scales categorize individuals or objects into mutually excusive and collectively exhaustive groups.
Other Example: Blues Eyes=1, Brown eyes=2, Black eyes=3.
An ordinal scale not only categorizes the variables in such a way as to denotes differences among the various categories, it also rank-order the categories in some meaningful way. With any variables for which the categories are to be ordered according to some preference, the ordinal scale would be used. The preference would be ranked (e.g. from best to worst; first to last) and numbered 1,2 and so on.
Example:
Very satisfied
Some satisfied
Neutral
Somewhat dissatisfaction
Very dissatisfaction
An interval scale allows us to perform certain arithmetical operation on the data collected from the respondents.
Interval scale lets us measure the distance between any two points on the scale. This helps us to compute the means and the standards deviation of the responses on the variables.
In other words, the interval scale not only groups individual according to certain categories and taps the order of these groups it also measures the magnitude of the differences in the preference among the individuals.
Example: Celsius temperature is an interval variables. It is meaning ful to say that 25 degrees Celsius is hotter then 22 degrees.
The Levels of Measurement
Nominal
Ordinal
Interval
Ratio
Sri Lanka Society For Medical Laboratory Science
Medicallaboratoryscience.sl@gmail.com / slsmls.org
A Scale is a tool or mechanism by which individuals are distinguished as to how they differ from one another on the variables of interest to our study. The scale or tool could be a gross one in the sense that it would only broadly categorize individual on certain variables, or it could be a fine-tuned tool that would differentiate individual on the variables with varying degrees of sophistication.
There are four basic type of scale:
Nominal
Ordinal
Interval
ratio
A nominal scale is one that allows the researcher to assign subjects to certain categories or group.
For example, With respect to the variable of gender, respondents can be grouped into two categories– Male and Female, These two group can be assigned code number 1 and 2.
Nominal Scales categorize individuals or objects into mutually excusive and collectively exhaustive groups.
Other Example: Blues Eyes=1, Brown eyes=2, Black eyes=3.
An ordinal scale not only categorizes the variables in such a way as to denotes differences among the various categories, it also rank-order the categories in some meaningful way. With any variables for which the categories are to be ordered according to some preference, the ordinal scale would be used. The preference would be ranked (e.g. from best to worst; first to last) and numbered 1,2 and so on.
Example:
Very satisfied
Some satisfied
Neutral
Somewhat dissatisfaction
Very dissatisfaction
An interval scale allows us to perform certain arithmetical operation on the data collected from the respondents.
Interval scale lets us measure the distance between any two points on the scale. This helps us to compute the means and the standards deviation of the responses on the variables.
In other words, the interval scale not only groups individual according to certain categories and taps the order of these groups it also measures the magnitude of the differences in the preference among the individuals.
Example: Celsius temperature is an interval variables. It is meaning ful to say that 25 degrees Celsius is hotter then 22 degrees.
Research Methodology: Questionnaire, Sampling, Data Preparationamitsethi21985
As per PTU's MBA Syllabus, Unit No. 2: Sources Of Data: Primary And Secondary; Data Collection Methods; Questionnaire Designing: Construction, Types And Developing A Good Questionnaire. Sampling Design and Techniques, Scaling Techniques, Meaning, Types, Data Processing Operations, Editing, Coding, Classification, Tabulation. Research Proposal/Synopsis Writing. Practical Framework
Understanding data type is an important concept in statistics, when you are designing an experiment, you want to know what type of data you are dealing with, that will decide what type of statistical analysis, visualizations and prediction algorithms could be used.
#data #data types #ai #machine learning #statistics #data science #data analytics #artificial intelligence
This lecture is specifically design for MBA students of Institute of Health Management, Dow University of Health Sciences, Karachi. This lecture is all about the concept of Marketing in Corporate Sector.
Instructions for Submissions thorugh G- Classroom.pptxJheel Barad
This presentation provides a briefing on how to upload submissions and documents in Google Classroom. It was prepared as part of an orientation for new Sainik School in-service teacher trainees. As a training officer, my goal is to ensure that you are comfortable and proficient with this essential tool for managing assignments and fostering student engagement.
Model Attribute Check Company Auto PropertyCeline George
In Odoo, the multi-company feature allows you to manage multiple companies within a single Odoo database instance. Each company can have its own configurations while still sharing common resources such as products, customers, and suppliers.
The Roman Empire A Historical Colossus.pdfkaushalkr1407
The Roman Empire, a vast and enduring power, stands as one of history's most remarkable civilizations, leaving an indelible imprint on the world. It emerged from the Roman Republic, transitioning into an imperial powerhouse under the leadership of Augustus Caesar in 27 BCE. This transformation marked the beginning of an era defined by unprecedented territorial expansion, architectural marvels, and profound cultural influence.
The empire's roots lie in the city of Rome, founded, according to legend, by Romulus in 753 BCE. Over centuries, Rome evolved from a small settlement to a formidable republic, characterized by a complex political system with elected officials and checks on power. However, internal strife, class conflicts, and military ambitions paved the way for the end of the Republic. Julius Caesar’s dictatorship and subsequent assassination in 44 BCE created a power vacuum, leading to a civil war. Octavian, later Augustus, emerged victorious, heralding the Roman Empire’s birth.
Under Augustus, the empire experienced the Pax Romana, a 200-year period of relative peace and stability. Augustus reformed the military, established efficient administrative systems, and initiated grand construction projects. The empire's borders expanded, encompassing territories from Britain to Egypt and from Spain to the Euphrates. Roman legions, renowned for their discipline and engineering prowess, secured and maintained these vast territories, building roads, fortifications, and cities that facilitated control and integration.
The Roman Empire’s society was hierarchical, with a rigid class system. At the top were the patricians, wealthy elites who held significant political power. Below them were the plebeians, free citizens with limited political influence, and the vast numbers of slaves who formed the backbone of the economy. The family unit was central, governed by the paterfamilias, the male head who held absolute authority.
Culturally, the Romans were eclectic, absorbing and adapting elements from the civilizations they encountered, particularly the Greeks. Roman art, literature, and philosophy reflected this synthesis, creating a rich cultural tapestry. Latin, the Roman language, became the lingua franca of the Western world, influencing numerous modern languages.
Roman architecture and engineering achievements were monumental. They perfected the arch, vault, and dome, constructing enduring structures like the Colosseum, Pantheon, and aqueducts. These engineering marvels not only showcased Roman ingenuity but also served practical purposes, from public entertainment to water supply.
How to Split Bills in the Odoo 17 POS ModuleCeline George
Bills have a main role in point of sale procedure. It will help to track sales, handling payments and giving receipts to customers. Bill splitting also has an important role in POS. For example, If some friends come together for dinner and if they want to divide the bill then it is possible by POS bill splitting. This slide will show how to split bills in odoo 17 POS.
This is a presentation by Dada Robert in a Your Skill Boost masterclass organised by the Excellence Foundation for South Sudan (EFSS) on Saturday, the 25th and Sunday, the 26th of May 2024.
He discussed the concept of quality improvement, emphasizing its applicability to various aspects of life, including personal, project, and program improvements. He defined quality as doing the right thing at the right time in the right way to achieve the best possible results and discussed the concept of the "gap" between what we know and what we do, and how this gap represents the areas we need to improve. He explained the scientific approach to quality improvement, which involves systematic performance analysis, testing and learning, and implementing change ideas. He also highlighted the importance of client focus and a team approach to quality improvement.
Synthetic Fiber Construction in lab .pptxPavel ( NSTU)
Synthetic fiber production is a fascinating and complex field that blends chemistry, engineering, and environmental science. By understanding these aspects, students can gain a comprehensive view of synthetic fiber production, its impact on society and the environment, and the potential for future innovations. Synthetic fibers play a crucial role in modern society, impacting various aspects of daily life, industry, and the environment. ynthetic fibers are integral to modern life, offering a range of benefits from cost-effectiveness and versatility to innovative applications and performance characteristics. While they pose environmental challenges, ongoing research and development aim to create more sustainable and eco-friendly alternatives. Understanding the importance of synthetic fibers helps in appreciating their role in the economy, industry, and daily life, while also emphasizing the need for sustainable practices and innovation.
The Art Pastor's Guide to Sabbath | Steve ThomasonSteve Thomason
What is the purpose of the Sabbath Law in the Torah. It is interesting to compare how the context of the law shifts from Exodus to Deuteronomy. Who gets to rest, and why?
The French Revolution, which began in 1789, was a period of radical social and political upheaval in France. It marked the decline of absolute monarchies, the rise of secular and democratic republics, and the eventual rise of Napoleon Bonaparte. This revolutionary period is crucial in understanding the transition from feudalism to modernity in Europe.
For more information, visit-www.vavaclasses.com
Read| The latest issue of The Challenger is here! We are thrilled to announce that our school paper has qualified for the NATIONAL SCHOOLS PRESS CONFERENCE (NSPC) 2024. Thank you for your unwavering support and trust. Dive into the stories that made us stand out!
2. Measurement:
To collect data, you need to have something to measure
Measurement is the process of assigning
numbers or scores to characteristics or
attributes of the objects.
3. Variables:
• When we measure the attributes of an object,
we obtain a value that varies between
objects.
• For example consider the people in this class
as objects and their height as the attribute
• The attribute height varies between objects,
hence attributes are more collectively known
as variables
• Variables can be measured on four different
scales
8. Types of Scales
• Nominal - Identification only
– Example (players numbers, male=1 female=0)
• Ordinal -Ranking
– Example (grades?) SEI score
• Interval –Ranks and distinguishes intervals
– Example (temperature)
• Ratio – absolute quantities
– Example (weight, degrees Kelvin)
9. • Nominal Scale – Categorizing
• Numbers (Political Party)
• Ordinal – Order – Ranking (Magnitude)
• You can order objects in terms of having more or less of some quality
• Order (Rank Order of Finish in a Race)
• Interval - Distance (Equal Intervals)
• The distance between adjacent points on the scale is identical
• Equal Intervals (Temperature)
• Ratio - Origin (Absolute Zero Point)
• Zero “means something” (absence of a given quality)
• Order, Equal Intervals, Absolute Zero (Number of Cars)
10. o Classifies data according to a category only.
o E.g., which color people select.
o Colors differ qualitatively not quantitatively.
o A number could be assigned to each color, but
it would not have any value.
o The number serves only to identify the color.
o No assumptions are made that any color has
more or less value than any other color.
Nominal Scale
11. Which of the following media influences your purchasing decisions the
most?
–1 Television
–2 Radio
–3 Newspapers
–4 Magazines
Nominal Scale
12. Ordinal Scale
o Classifies nominal data according to
some order or rank E.g. names
ordered alphabetically
o With ordinal data, it is fair to say that
one response is greater or less than
another.
o 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. The gap between the items is
unspecified.
13. Ordinal Scale
Please rank the news programs offered in following four networks based on
your preference.(1 for most preferred, 4 for least preferred).
_____ CTV
_____ Global
_____ A Channel
_____ CBC
14. Interval Scale
o Assumes that the measurements are
made in equal units.
o i.e. gaps between whole numbers on the
scale are equal.
o e.g. Fahrenheit and Celsius temperature
scales
o 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.
o Permissible statistics: count/frequencies,
mode, median, mean, standard deviation
15. Interval Scale
How likely are you going to buy a new automobile within the next six
months? (Please check the most appropriate category)
Definitely will not buy ___ 1
Probably will not buy ___ 2
May or may not buy ___ 3
Probably will buy ___ 4
Definitely will buy ___ 5
16. Ratio Scale
o Similar to interval scales except
that the ratio scale has a true zero
value.
o e.g. the time something takes
o Allows you to compare differences
between numbers.
o Permits full arithmetic operation.
o If a train journey takes 2 hr and 35
min, then this is half as long as a
journey which takes 5 hr and 10 min.
17. 7 38
Scale
Nominal Numbers
Assigned
to Runners
Ordinal Rank Order
of Winners
Interval Performance
Rating on a
0 to 10 Scale
Ratio Time to Finish
in Seconds
Third
place
Second
place
First
place
Finish
Finish
8.2 9.1 9.6
15.2 14.1 13.4
Primary Scales of Measurement
18. Scale Basic
Characteristics
Common
Examples
Marketing
Examples
Nominal Numbers identify
& classify objects
Social Security
nos., numbering
of football players
Brand nos., store
types
Ordinal Nos. indicate the
relative positions
of objects but not
the magnitude of
differences
between them
Quality rankings,
rankings of teams
in a tournament
Preference
rankings, market
position, social
class
Ratio Zero point is fixed,
ratios of scale
values can be
compared
Length, weight Age, sales,
income, costs
Interval Differences
between objects
Temperature
(Fahrenheit)
Attitudes,
opinions, index
Primary Scales of Measurement
19. A Classification of Scaling Techniques
Figure 8.2
Likert
Semantic
Differential
Stapel
Scaling Techniques
Noncomparative
Scales
Comparative
Scales
Paired
Comparison
Rank
Order
Constant
Sum
Q-Sort and
Other
Procedures
Continuous
Rating Scales
Itemized Rating
Scales
20.
21. Likert Scale
The Likert scale requires the respondents to indicate a degree of agreement or
disagreement with each of a series of statements about the stimulus objects.
Strongly Disagree Neither Agree Strongly
disagree agree nor agree
disagree
1. Sears sells high-quality merchandise. 1 2X 3 4 5
2. Sears has poor in-store service. 1 2X 3 4 5
3. I like to shop at Sears. 1 2 3X 4 5
• The analysis can be conducted on an item-by-item basis (profile analysis), or a total (summated)
score can be calculated.
• When arriving at a total score, the categories assigned to the negative statements by the
respondents should be scored by reversing the scale.
22. Stapel Scale
The Stapel scale is a unipolar rating scale with ten categories
numbered from -5 to +5, without a neutral point (zero). This scale is usually
presented vertically.
SEARS
+5 +5
+4 +4
+3 +3
+2 +2X
+1 +1
HIGH QUALITY POOR SERVICE
-1 -1
-2 -2
-3 -3
-4X -4
-5 -5
The data obtained by using a Stapel scale can be analyzed in the
same way as semantic differential data.
23. Semantic Differential Scale
The semantic differential is a seven-point rating scale with end points
associated with bipolar labels that have semantic meaning.
SEARS IS:
Powerful --:--:--:--:-X-:--:--: Weak
Unreliable --:--:--:--:--:-X-:--: Reliable
Modern --:--:--:--:--:--:-X-: Old-fashioned
• The negative adjective or phrase sometimes appears at the left side of the
scale and sometimes at the right.
• This controls the tendency of some respondents, particularly those with
very positive or very negative attitudes, to mark the right- or left-hand sides
without reading the labels.
• Individual items on a semantic differential scale may be scored on either a -3
to +3 or a 1 to 7 scale.
24. -3 -1 0 +1 +2-2 +3
Cheer
Cheer detergent is:Cheer detergent is:
1) Very harsh --- --- --- --- --- --- --- Very gentle
2) Very harsh 1 2 3 4 5 6 7 Very gentle
3) . Very harsh
.
.
. Neither harsh nor gentle
.
.
. Very gentle
4) ____ ____ ____ ____ ____ ____ ____
Very Harsh Somewhat Neither harsh Somewhat Gentle Very
harsh harsh nor gentle gentle gentle
5)
Very Neither harsh Very
harsh nor gentle gentle
Rating Scale Configurations
25. Balanced and Unbalanced Scales
Jovan Musk for Men is: Jovan Musk for Men is:
Extremely good Extremely good
Very good Very good
Good Good
Bad Somewhat good
Very bad Bad
Extremely bad Very bad
Which numbers? If we use the numbers on the horses, they are labels. So nominal.
If we assign numbers based upon position then it is ordinal. First, second, third, etc. Notice that the order doesn’t say anything about the distance between them.
What if we captured the difference in horse lengths, or distance between the poles?
What if we used the time it took them to complete one oval? Now we have more information. Rank, and interval.
http://www.flickr.com/photos/imdan/2042732568/