SlideShare a Scribd company logo
1 of 91
RESEARCH DESIGN
& Hypothesis
BRM :Unit :3 ( Part 1 & 2)
Dr. Shriram S. Dawkhar
M. Sc.(B.I.), MBA(Mktg.), M. Com. (Bus. Admin),
FDPM (IIM Ahmadabad)
Sinhgad Institute of Business Administration &
Research, Kondhwa, Pune.
ssdawkhar@gmail.com
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
PREPARING RESEARCH
DESIGN
STEP-4
➢ The following order concerning various steps
provides a useful procedural guideline regarding
the research process.
1. Formulating the research problem
2. Literature survey (use of Library)
3. Formulation of hypothesis
4.Preparing the research design
5. Determining sample design
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
6. Collecting the data.(The evidence collected by
research process)
7. Analysis of data
8. Hypothesis Testing
9. Generalization and interpretation &
10. Preparation of the report or presentation of the result.
(i.e. formal write up or conclusions.)
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Meaning
• Research design is overall plan or scheme
prepared by researcher for executing the research
study.
• It is an important stage in the process of
conducting research as it facilitates systematic &
smooth conduct of the research project.
• Acts as a guide to researcher for step by step
study.
• It is a roadmap : you can see where you are,
where you want to be at the completion of your
journey and can determine the best route to take to
get destination.
What Is Research Design?
Blueprint
Plan
Guide
Framework
What Tools Are Used in
Designing Research?
MindWriter
Project Plan
in Gantt chart
format
What Tools Are Used in
Designing Research?
RESEARCH DESIGN : Definitions
Research Design is the “framework” or “blueprint” for
collecting the information needed for your project in the
best possible way (Malhotra et al., 2002).
Research Design is the conceptual structure within which
research is conducted; it constitutes the blueprint for the
collection, measurement and analysis of data.
Research Design
• The research design is the master plan
specifying the methods and procedures for
collecting and analyzing the needed
information.
• The function of research design is to provide
frame work for the collection of relevant
evidence with minimal expenditure of effort,
time and money.
FUNCTIONS OF RESEARCH DESIGN
According to Black and Champion (1976-77), the
three important functions of research design are:
❖It provides blueprint.
❖It limits boundaries of research activity.
❖It enables investigation to anticipate potential
problems.
FEATURES / CHARACTERISTICS OF A
GOOD (robust ) RESEARCH DESIGN
✓It should be flexible.
✓It should be appropriate.
✓It should be efficient.
✓It should be economical.
✓It should minimize bias.
✓It should maximize the reliability of data collected.
✓It should give the smallest experimental error.
FEATURES OF A RESEARCH DESIGN
✓ It should yield maximum information.
✓It should provide the opportunity for considering different
aspects of the problem.
✓It should provide the means of obtaining information.
✓It should be appropriate with respect to the availability and
skills of the researcher and his staff.
✓It should be related to :
▪ the objective of the problem,
▪ the nature of the problem being studied,
▪ the availability of time and money for the research
work.
Types of Research Design
• Three traditional categories of research design:
• Exploratory
• Descriptive
• Causal
• The choice of the most appropriate design
depends largely on the objectives of the research
and how much is known about the problem and
these objectives.
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Preparing the Research Design
Basic Research Objectives and Research Design
Research Objective Appropriate Design
To gain background information, to define terms, to clarify Exploratory
problems and develop hypotheses, to establish
research priorities, to develop questions to be
answered
To describe and measure marketing phenomena at a point Descriptive
in time
To determine causality, test hypotheses, to make “if-then” Causal
statements, to answer questions
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Exploratory
Research
Causal
Research
Descriptive
Research
•Formulate problems more precisely
•Develop Hypotheses
•Establish priorities for research
•Eliminate impractical ideas
•Clarify concepts
•Literature search
•Experience survey
•Analysis of select cases
•Interviews
•Ethnographies
•Focus groups
•Describe segment characteristics
•Estimate proportion of people
who behave in a certain way
•Make specific predictions
•Longitudinal study
•Panels
•Sample Survey
•Provide evidence regarding causal
•Rule out all other explanations •Laboratory experiment
•Field experiment
Uses Types
Overview of Research Design
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Research Design: 1) Exploratory Research
• Exploratory research design may be
defined as
• “ Flexible design which must provide
opportunity for considering different
aspect of the problems.”
• The name itself gives a vision of
exploring i.e. to discover new ideas, to
have insight into the problem and to
achieve clarity.
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Research Design: 1) Exploratory Research
• Exploratory research is most commonly
unstructured, “informal” research that is
undertaken to gain background information
about the general nature of the research
problem.
• Exploratory research is usually conducted when
the researcher does not know much about the
problem and needs additional information or
desires new or more recent information.
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Research Design: 1) Exploratory Research
• Exploratory research is used in a number of
situations: (Uses/Objectives of exploratory research)
❖Gain background information
❖Define concepts more clearly
❖Develop operational definitions
❖Clarify and formulate a more precise research
problem and hypotheses
❖Achieve new insights or ideas into a phenomenon
❖Establish research priorities
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Research Design: 1) Exploratory Research
• A variety of methods are available to conduct exploratory
research:
• Secondary Data Analysis
• Experience Surveys
• Case Analysis
• Focus Groups
• Projective Techniques
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Research Design: 1) Exploratory Research
• Secondary Data Analysis:
• The initial process of exploratory research to
look for availability of secondary data .
• The rationale behind searching secondary data
is that is does not make any sense to collect a
primary data on the subject, when data is
already available.
• It provides adequate information about the
problems in hand.
• Helps to identify the methods that have proved
successful or unsuccessful.
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Research Design: 1) Exploratory Research
• Experience Surveys :
• Survey of people who have practical experience
with the problem to be studied.
• Usually conducted to gain additional
knowledge on a particular subject area from
the experts in that field.
• This surveys are conducted because a lot of
vital information about a research area will not
be freely available.
• When adequate secondary data is difficult to
obtain.
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Research Design: 1) Exploratory Research
• Experience Surveys:
• What is being done?
• What has been tried in the past without success?
With success?
• What are the change producing elements ?
• What problem areas & barriers can be seen?
• What are the priority areas?
Research Design: 1) Exploratory Research
• Focus Groups:
• Every individual has different perceptive
values & ideas. If we gather all these ideas
together, a new insight or new idea will
emerge from them. It would be accepted
universally.
• Focus group is the group of people or
participants led by an expert monitor.
• Usually used in the a new product
concept, a programme for improving new
production process, an employee
motivation programme.© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Research Design: 1) Exploratory Research
• Focus Groups:
• The group is usually homogeneous, such
as a group of students, an athletic team,
etc.
• This method can also be used to find out
what people think about a product or an
advertisement.
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Focus Groups
Group discussion
6-10 participants
led by Moderator
90 minutes-2
hours
Research Design: 1) Exploratory Research
• Projective techniques:
• is the psychological testing of a group or
individual, through a thematic
appreciation test, role plays by showing
video clips, providing case studies etc.
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Research Design: 1)Exploratory Research
• Exploratory Research:
• Focus on discovery of ideas & generally based
on secondary data.
• Typically little prior knowledge of the subject.
• E.g.: 1) What new products should be
developed?
2) How our service Can be improved?
3) What product appeal will be effective in
advertising?
2) Descriptive Research
• Descriptive research: “Research design In
Which the major emphasis is on determining
the frequency with which something occurs or
the extent to which two variables covary”
• Unlike exploratory studies, descriptive studies
comes under formal research, where the objectives
are clearly established.
• It tries to understand or determine the
characteristics associated with subject population
such as age, sex, occupation, educational level,
income etc.
Research Design: 2)Descriptive research
• Descriptive research provides answers to
the questions of:
– Who
– What
– Where
– When
– How
• We cannot answer the question Why?
conclusively
Research Design: 2)Descriptive research
When to use ?
• Descriptive research is an appropriate
choice when the research aim is to identify
characteristics, frequencies, trends,
correlations, and categories.
Research Design: Descriptive Research
• Descriptive Research:
• Well structured study.
• Researcher has no control.
• The purpose is to provide an accurate snapshot of
some aspect of market environment.
• E.g.: 1) How should a new product be distributed ?
(How do people now buy similar products ?)
2) What should be the target segment ?
(What kind of people now buy the products?)
Descriptive Research is designed to provide further
insight into the research problem by describing the
variables of interest.
The major purpose of descriptive research is the
description of the state of affairs as it exist at present.
Research Design: Descriptive Research
✓Descriptive research studies are aimed at
describing or portraying the characteristics of a
particular individual, group or a situation.
e.g. users of a product with different age, sex, education, etc.
✓It is also concerned with specific predictions, with
narration of facts and characteristics concerning
individual, group or situation.
e.g. sales of a company's product in each of the next five
years
Research Design: Descriptive Research
(Objectives)
✓The study offers the researcher a profile or
description of relevant aspects of the phenomenon.
✓To estimate the proportion of people in a specified
population who behave in a certain way
e.g.: shopping persons who buy from a particular shop.
✓To determine whether certain variables are associated
e.g.. income and usage of a product.
Research Design: Descriptive Research
(Objectives)
Major Types of Descriptive Studies
Descriptive
Studies
Consumer
Perception
And Behavior
Studies
Image
Product Usage
Advertising
Pricing
Market Characteristic
Studies
Distribution
Competitive
Analysis
Market
Potential
Market
Share
Sales
Analysis
Sales Studies
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Sample
Surveyed at T1
Sample
Surveyed at
time T1
Same Sample
also Surveyed
at time T2
T1 T2
Cross Sectional
Design
Longitudinal Design
Time
Cross Sectional vs. Longitudinal
Designs
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
❑Classification of descriptive research studies:
– Cross sectional studies: they measure the
population at only one point of time.
– Longitudinal studies: they repeatedly measure the
same population over a period of time.
DESCRIPTIVE RESEARCH DESIGN
Cross-Sectional Descriptive Studies
Most common and most familiar.
Uses a representative sample of elements from a
population, often a sample survey.
Characteristics of the elements are measured once, i.e. it
provides a snapshot of the variables under investigation.
Longitudinal Descriptive Studies
 Involves panel, i.e. a fixed sample of elements or respondents,
which are repeatedly measured over time, i.e. it provides a movie
of the variables under investigation.
Panel members are relatively constant over time.
Continuous panel : A fixed sample of respondents who are
measured repeatedly over time with respect to the same
variables.
Discontinuous panel :A fixed sample of respondents who
are measured repeatedly over time, but on variables that
change from measurement to measurement
3) Causal Research
(Experimental)
Research Design: Causal Research(Experimental)
• Research that attempts to explain the relationship
between two variables (if A causes B to occur).
• Causality may be thought of as understanding a
phenomenon in terms of conditional statements
of the form “If x, then y.”
• Causal relationships are typically determined by
the use of experiments, but other methods are
also used.
• The causal study is made to investigate the cause
and effect relationship between the variables.
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Causality
• Everyone is familiar with the general notion
of causality,
• the idea is that one thing leads to the
occurrence of another.
• Does Factor X cause factor Y to happen?
• E.g. Does strong motivation leads to / cause
effective teamwork.
EXPERIMENTAL RESEARCH DESIGN
Experimental research design is concerned with making
experiments to find out the cause-effect relationship of
variables under study.
The main purpose of exp. design is to test a causal
hypothesis. Causal hypothesis is a statement that states
the cause and effect relationship between two or more
variables.
Thus experimental research design is also known as
hypothesis-testing or causal research design.
The premise of the design is that something (an
independent variable) directly influences the behavior of
something else ( the dependent variable).
Preparing the Research Design
Causal Research:Experiments
• An experiment is defined as manipulating (changing
values/situations) one or more independent variables to see
how the dependent variable(s) is/are affected, while also
controlling the affects of additional extraneous variables.
• Independent variables: those over which the researcher has
control and wishes to manipulate i.e. package size, ad copy,
price.
• Dependent variables: those over which the researcher has
little to no direct control, but has a strong interest in testing
i.e. sales, profit, market share.
• Extraneous variables: those that may effect a dependent
variable but are not independent variables / not under study.
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
concomitant variation
• extent to which X and Y occur together or
vary together in a way predicted by the
hypothesis under consideration.
• internal validity: measure of accuracy of an
experiment; measures whether manipulation
of independent variables actually caused
effects.
• External validity: determines whether cause-
and-effect relationships found in experiment
can be generalized.
A control group
• A control group is used as a baseline measure.
• The control group is identical to all other items or
subjects that you are examining with the exception
that it does not receive the treatment or the
experimental manipulation that the treatment group
receives.
• For example, when examining test tubes for
catalytic reactions of enzymes when added to a
specific substrate, the control test tube would be
identical to all other test tubes with the exception of
lacking the enzyme.
The treatment group
• The treatment group is the item or subject
that is manipulated.
• In our example, all other test tubes
containing enzyme would be part of the
treatment group.
So in conclusion………
• The treatment group consists of participants
who receive the experimental treatment whose
effect is being studied.
• The control group consists of participants who
do not receive the experimental treatment being
studied. Instead, they get a placebo (a fake
treatment; for example, a sugar pill); a
standard, non experimental treatment (such as
vitamin C, in the zinc study); or no treatment at
all, depending on the situation.
EXPERIMENTAL DESIGNS
One of the simplest experimental designs is the ONE
GROUP PRETEST-POSTTEST DESIGN--EXAMPLE?
One way to examine Efficacy of a Drug:
O1 X O2
Measure DRUG Measure
Patients’ Condition Experimental Patients’ Condition
(Pretest) Condition/ (Posttest)
intervention
◆ RESULT: Significant Improvement from O1 to O2
(i.e., sig. O2 - O1 difference)
◆ QUESTION: Did X (the drug) cause the
improvement? © Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
David Hume would have been tempted to say “YES.”
He was a positivist and wanted to infer causality
based on high correlations between events.
But such an inference could be seriously flawed. Why?
– Have only shown “X” is a SUFFICIENT condition for
the change “Y” (i.e., presence of X is associated with
a change in Y).
◆ But, is “X” also a NECESSARY condition for Y?
– How do you verify the latter?
◆ By showing that the change would not have
happened in the absence of X—using a CONTROL
GROUP.
EXPERIMENTAL DESIGNS
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
◆ CONTROL GROUP Simulates Absence of X
Pretest Post-Test Control Group Design--Suppose
random assignment (R) was used to control confounding
variables:
R Exp. Group O1E X O2E
R Ctrl Group O1C O2C
◆ RESULT: O2E > O1E & O2C Not> O1C
QUESTION: Did X cause the improvement in Exp.
Group?
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Causality tested through…
Lab experiments – Festinger and Katz (1953) have
defined a laboratory experiment as one in which the
investigator creates an artificial situation with the exact
conditions he wants to have and in which the researcher
controls some variables and manipulates other variables.
• All variables are controlled
• Influence of external variables minimized
• Internal validity maximized
TYPES OF EXPERIMENTS
Examples of Causal Studies in the Lab
• Kenstar home appliance company wishes to
test three campaign approaches.
• Marketers prepare three different T.V. ad
versions for participants to evaluate.
• Participants were invited (and paid) to view a
TV program at the researcher’s offices with
one of the ads inserted into the program.
• Participants rated the ads for attitude and
recall
Field experiments – It is a study carried out in a more or
less realistic situation or field where the researcher
manipulates one or more independent variables under
maximum possible controlled conditions.
• Most credible results
• Influence of ‘real world’ settings taken into account
• External validity maximized
TYPES OF EXPERIMENTS
Examples of Causal Studies in the Field
• P&G wishes to test the germ killing capabilities
of two agents added to bar soap. (The germs
are thought to cause body odor.)
• Two groups of randomly selected people are
assigned to use one of the soap formulations
for two weeks.
• After the test period, participants rate the
deodorant effectiveness of the soap they used
on a scale along with other measures of attitude
and preference relative to their old soaps
Preparing the Research Design
Test Marketing
• Test marketing is the phrase commonly used to
indicate an experiment, study, or test that is
conducted in a field setting.
• Two broad classes:
• To test the sales potential for a new product or
service
• To test variations in the marketing mix for a
product or service
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
☺ The Principle of Replication:
 The term replication has been derived from the fusion of
two words – ‘repetition’ and ‘duplication’.
 Replication refers to the deliberate repetition of an
experiment, using identical procedure, which may
sometimes be with a set of subjects in a different setting and
at different time periods.
BASIC PRINCIPLES OF EXPERIMENTAL
RESEARCH DESIGN
BASIC PRINCIPLES OF EXPERIMENTAL
RESEARCH DESIGN
☺ The Principle of Randomization:
 Randomization refers to a technique in which each member
of the population or universe has an equal and independent
chance of being selected as sample.
BASIC PRINCIPLES OF EXPERIMENTAL
RESEARCH DESIGN
☺ The Principle of Local Control:
 A design to be statistically and experimentally sound must
possess the property of local control.
 According to this principle, we first divide the field into
several homogeneous parts, known as blocks (blocking) and
then each such block is divided into parts equal to the
number of treatments. Then the treatments are randomly
assigned to these parts.
Following are the areas where
experiments are predominantly:
• Product design: which product a consumer
would buy most.
• Package design: which attractive package a
producer should design based on the available
literature.
• Pricing Policies: the price elasticity of demand
can be better tested with the help of
experiments. Experiments are often used for
measuring this aspect pricing.
• Promotion Policies: the promotional policies
have been very widely explored through
experimentation as compared with the other
areas of marketing.
HYPOTHESIS
➢ A hypothesis is an assumption about relations
between variables.
➢ Hypothesis can be defined as a logically conjectured
(guessed) relationship between two or more variables
expressed in the form of a testable statement.
Relationships are conjectured on the basis of the
network of associations established in the theoretical
framework formulated for the research study.
HYPOTHESIS
➢ Research Hypothesis is a predictive statement that
relates an independent variable to a dependant
variable.
Hypothesis must contain at least one independent
variable and one dependant variable.
Types of Variables
Explanatory vs Extraneous Variable
The variables selected for analysis are
called explanatory variables and all other
variables that are not related to the purpose
of the study but may affect the dependant
variable are extraneous.
Dependant vs Independent
Variable
Dependent Variable:
If a variable depends upon or is a
consequence of other variable, it is termed as
dependent variable.
Eg: If we say Height is depends upon Age,
Then Height is a Dependent Variable &
Age is an independent variable.
Dependant vs Independent
Variable
• Independent Variable:
The variable that is antecedent to the
dependent variable is called as an
independent variable.
Eg: If Height depends upon the individuals
Gender, Then
Height is a Dependent Variable &
Gender is an independent variable.
HYPOTHESIS
➢ Hypothesis are tentative, intelligent guesses as to the
solution of the problem.
➢ Hypothesis is a specific statement of prediction. It
describes in concrete terms what you expect to happen
in the study.
➢ Hypothesis is an assumption about the population of
the study.
➢ It delimits the area of research and keeps the
researcher on the right track.
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Characteristics of a Good Hypothesis:
• Simple vs. Complex
• Specific vs. Vague
• Stated In Advance vs. After-the-Fact
• Inductive Vs deductive hypotheses
• Conceptually Clear.
• Related to available technique.
Simple vs. Complex
• Simple hypothesis contains one predictor
and one outcome variable –
• E.g. A sedentary lifestyle is associate with
increased risk of diabetes.
• Complex - more than one predictor
variable.
• E. g. a sedentary lifestyle and alcohol
consumption are associated with an
increased risk of diabetes.
Specific vs. Vague
• Specific hypothesis leaves no confusion about
what the question is
• Can be long but it is clear about what is being
collected, what the variables are and it allowed the
types of statistics that are going to be done.
• Eg. –
– "Eating more makes people fat".
– "Eating more than 3 meals for 3 month, will
increase the weight of individual adult by 8
kilogram.
Stated In Advance vs. After-the-
Fact
• In advance - provides a primary objective
for the research and creates a basis for
interpreting study results.
Characteristics of a Good
Hypothesis
• A good hypothesis is not only testable, that is,
something you can actually test for in your
study, but is must also be falsifiable.
– We want so badly to find great things, and for our study to turn out
exactly as we expect it to, that we tend to ignore the possibility that we
don’t know everything and that no prediction is failsafe when it comes
to humans.
Characteristics of a Good Hypothesis
◼ Hypothesis should be clear and precise.
◼ Hypothesis should be capable of being
tested.
◼ Hypothesis should state relationship
between variables, if it happens to be a
relational hypothesis.
◼ Hypothesis should be limited in scope
and must be specific.
Continued
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
◼ Hypothesis should be stated as far as
possible in most simple terms.
◼ Hypothesis should be reliable with
most known facts.
◼ Hypothesis should be tested within a
reasonable time.
◼ Hypothesis must explain the facts that
gave rise to the need for explanation.
Characteristics of a Good Hypothesis
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
Null and Alternate Hypothesis
• Null Hypothesis: states there is no
association between independent and
dependent variables..
• Alternative Hypothesis: states that there is
an association between variables.
• One-sided/Two-sided: one sided states that
there is a direction to the association, two
sided states that there is an association but
does not specify any direction.
Examples
• Question: Will advertisement attract attention?
• Hypothesis: Advertisement attracts the
attention of customers.
• ( the most likely answer of your problem)
• E.g.1) Illiteracy is the cause of unemployment.
• 2) Children of poor parents are
unemployed.
PROBLEM (VS) HYPOTHESIS
➢ Hypothesis is an assumption, that can be tested
and can be proved to be right or wrong.
➢ A problem is a broad question which cannot be
directly tested. A problem can be scientifically
investigated after converting it into a form of
hypothesis.
Descriptive Hypothesis
These are assumptions that describe the
characteristics (such as size, form or
distribution) of a variable. The variable may
be an object, person, organisation, situation
or event.
Examples:
➢“Public enterprises are more amenable for
centralized planning”.
TYPES OF HYPOTHESIS
 Relational Hypothesis [Explanatory Hypothesis]
These are assumptions that describe the
relationship between two variables. The
relationship suggested may be positive, negative or
causal relationship.
Examples:
➢ “Families with higher incomes spend more for
recreation”.
Causal Hypothesis state that the existence of or
change in one variable causes or leads to an effect
on another variable.
The first variable is called the independent variable
and the latter is the dependant variable.
 Null Hypothesis
❖ When a hypothesis is stated negatively, it is
called null hypothesis. It is a ‘no difference’, ‘no
relationship’ hypothesis.
❖ ie., It states that, no difference exists between the
parameter and statistic being compared to or no
relationship exists between the variables being
compared.
It is usually represented as HO or H0 .
Example:
➢ H0: There is no relationship between a family’s
income and expenditure on recreation.
Alternate Hypothesis
It is the hypothesis that describes the
researcher’s prediction that, there exist a
relationship between two variables or it is the
opposite of null hypothesis. It is represented
as HA or H1.
Example:
HA: There is a definite relationship
between family’s income and expenditure on
recreation.
FORMS OF RELATIONSHIPS
NON-DIRECTIONAL
• There IS a relationship
between
• X & Y
• X….linked….Y
Vs DIRECTIONAL
• If X goes up, Y ….
• or
• As X increases, Y…
• X = Independent
• variable
• Y = Dependent variable
DIRECTIONAL HYPOTHESES-
“X” causes “Y” to change
• If X changes
• (increases
• decreases)
• then
• Y will ______
• (increase or
• decrease)
• a causal link
DIRECTION OF RELATIONSHIP
• If X increases, Y increases
A POSITIVE relationship
• If X increase, Y decreases
A NEGATIVE or INVERSE relationship
• As X changes, Y does NOT change...>
No Change...>NO RELATIONSHIP
NON-DIRECTIONAL HYPOTHESES
- the weakest form
• There Is
• a relationship
• between X & Y
– non-causal
– correlational
statement
– X…..Y
Positive correlation
• When the values of
• TWO variables
• “go together”
• or
• values on X & Y
• change in SAME
• DIRECTION 0
10
20
30
40
50
60
70
Hr
work
Earnin
gs
CORRELATIONAL RELATIONSHIP
Negative Correlation
• When the values of
two variables
• CO-VARY
• in Opposite direction
• (as one goes up,
• the other goes down)
 Discussions with colleagues and experts about the
problem, its origin and objectives in seeking a
solution.
 Examination of data and records for possible trends,
peculiarities.
 Review of similar studies.
 Exploratory personal investigation / Observation.
 Logical deduction from the existing theory.
 Continuity of research.
 Intuition and personal experience.
SOURCES OF HYPOTHESIS
© Shriram Dawkhar, May- 2010
(Updated - Nov-2019)
FUNCTIONS OR ROLE OF HYPOTHESIS
 It gives a definite point to the investigation and
provides direction to the study.
 It determines the data needs.
 It specifies the sources of data.
 It suggests which type of research is likely to be more
appropriate.
 It determines the most appropriate technique of
analysis.
 It contributes to the development of theory.

More Related Content

What's hot

1.lecture 1 introduction to business research method
1.lecture 1 introduction to business research method1.lecture 1 introduction to business research method
1.lecture 1 introduction to business research methodNazrin Nazdri
 
Types of business research methods
Types of business research methodsTypes of business research methods
Types of business research methodsLal Sivaraj
 
Measurement and scaling techniques
Measurement  and  scaling  techniquesMeasurement  and  scaling  techniques
Measurement and scaling techniquesUjjwal 'Shanu'
 
Different types of research ppt
Different types of research pptDifferent types of research ppt
Different types of research pptSWATHY M.A
 
Formulation of Research problem.pptx
Formulation of Research problem.pptxFormulation of Research problem.pptx
Formulation of Research problem.pptxMd Fahimuzzaman
 
Characteristics of a good sample design & types of sample design
Characteristics of a good sample design & types of sample designCharacteristics of a good sample design & types of sample design
Characteristics of a good sample design & types of sample designDr.Sangeetha R
 
Business research methodology
Business research methodologyBusiness research methodology
Business research methodologyPolite Man
 
Introduction to research
Introduction to researchIntroduction to research
Introduction to researchReshma Reddy
 
Component of a Research Design
Component of a Research DesignComponent of a Research Design
Component of a Research Designmehul chopra
 
Hypothesis – Meaning, Definition, Importance, Characteristics and Types
Hypothesis – Meaning, Definition, Importance, Characteristics and TypesHypothesis – Meaning, Definition, Importance, Characteristics and Types
Hypothesis – Meaning, Definition, Importance, Characteristics and TypesSundar B N
 
Research Types & Characteristicsch types & characteristics
Research Types & Characteristicsch types & characteristicsResearch Types & Characteristicsch types & characteristics
Research Types & Characteristicsch types & characteristicsmamuntaj
 
objectives of research
objectives of researchobjectives of research
objectives of researchRishad Rish
 
1. introduction to business research
1. introduction to business research1. introduction to business research
1. introduction to business researchMuneer Hussain
 
introduction Research methodology
introduction Research methodology introduction Research methodology
introduction Research methodology charwakmba
 
1.introduction to research methodology
1.introduction to research methodology1.introduction to research methodology
1.introduction to research methodologyAsir John Samuel
 

What's hot (20)

1.lecture 1 introduction to business research method
1.lecture 1 introduction to business research method1.lecture 1 introduction to business research method
1.lecture 1 introduction to business research method
 
Types of business research methods
Types of business research methodsTypes of business research methods
Types of business research methods
 
Measurement and scaling techniques
Measurement  and  scaling  techniquesMeasurement  and  scaling  techniques
Measurement and scaling techniques
 
Different types of research ppt
Different types of research pptDifferent types of research ppt
Different types of research ppt
 
Formulation of Research problem.pptx
Formulation of Research problem.pptxFormulation of Research problem.pptx
Formulation of Research problem.pptx
 
Types of Research -Business Research Methods
Types of Research -Business Research MethodsTypes of Research -Business Research Methods
Types of Research -Business Research Methods
 
Characteristics of a good sample design & types of sample design
Characteristics of a good sample design & types of sample designCharacteristics of a good sample design & types of sample design
Characteristics of a good sample design & types of sample design
 
Introduction of research
Introduction of researchIntroduction of research
Introduction of research
 
Business research methodology
Business research methodologyBusiness research methodology
Business research methodology
 
Research Design
Research DesignResearch Design
Research Design
 
Introduction to research
Introduction to researchIntroduction to research
Introduction to research
 
Component of a Research Design
Component of a Research DesignComponent of a Research Design
Component of a Research Design
 
Hypothesis – Meaning, Definition, Importance, Characteristics and Types
Hypothesis – Meaning, Definition, Importance, Characteristics and TypesHypothesis – Meaning, Definition, Importance, Characteristics and Types
Hypothesis – Meaning, Definition, Importance, Characteristics and Types
 
Research Types & Characteristicsch types & characteristics
Research Types & Characteristicsch types & characteristicsResearch Types & Characteristicsch types & characteristics
Research Types & Characteristicsch types & characteristics
 
objectives of research
objectives of researchobjectives of research
objectives of research
 
BRM -Dr. TK - Research report
BRM -Dr. TK - Research reportBRM -Dr. TK - Research report
BRM -Dr. TK - Research report
 
Types of research
Types of researchTypes of research
Types of research
 
1. introduction to business research
1. introduction to business research1. introduction to business research
1. introduction to business research
 
introduction Research methodology
introduction Research methodology introduction Research methodology
introduction Research methodology
 
1.introduction to research methodology
1.introduction to research methodology1.introduction to research methodology
1.introduction to research methodology
 

Similar to Research design brm-chap-2..

Similar to Research design brm-chap-2.. (20)

Business research methods_mba_unit-2
Business research methods_mba_unit-2Business research methods_mba_unit-2
Business research methods_mba_unit-2
 
Research design svuku
Research design   svukuResearch design   svuku
Research design svuku
 
Concept of research design
Concept of research designConcept of research design
Concept of research design
 
Research design
Research designResearch design
Research design
 
Research Design.pptx
Research Design.pptxResearch Design.pptx
Research Design.pptx
 
ResearchDesignppt.pptx
ResearchDesignppt.pptxResearchDesignppt.pptx
ResearchDesignppt.pptx
 
Lesson 4.2.Research Design and Research Instrument.pptx
Lesson 4.2.Research Design and Research Instrument.pptxLesson 4.2.Research Design and Research Instrument.pptx
Lesson 4.2.Research Design and Research Instrument.pptx
 
How_to_Prepare_Research_Proposal.pptx
How_to_Prepare_Research_Proposal.pptxHow_to_Prepare_Research_Proposal.pptx
How_to_Prepare_Research_Proposal.pptx
 
Unit 3 Dr.TK- research design
Unit 3  Dr.TK- research designUnit 3  Dr.TK- research design
Unit 3 Dr.TK- research design
 
Chapter research design
Chapter  research designChapter  research design
Chapter research design
 
ResearchDesignppt.pptx
ResearchDesignppt.pptxResearchDesignppt.pptx
ResearchDesignppt.pptx
 
RM 8th Feb ppt
RM 8th Feb pptRM 8th Feb ppt
RM 8th Feb ppt
 
Rm 4
Rm 4Rm 4
Rm 4
 
Ch # 3 brm
Ch # 3 brmCh # 3 brm
Ch # 3 brm
 
writing research proposal (education).pptx
writing research proposal (education).pptxwriting research proposal (education).pptx
writing research proposal (education).pptx
 
Introduction to Research Design
Introduction to Research DesignIntroduction to Research Design
Introduction to Research Design
 
Project manual
Project manualProject manual
Project manual
 
Educ 210-research-design
Educ 210-research-designEduc 210-research-design
Educ 210-research-design
 
BRM PPT 1.pptxbufyf6f7f6fydyddddfftsr6sidfg
BRM  PPT  1.pptxbufyf6f7f6fydyddddfftsr6sidfgBRM  PPT  1.pptxbufyf6f7f6fydyddddfftsr6sidfg
BRM PPT 1.pptxbufyf6f7f6fydyddddfftsr6sidfg
 
Dr. Balamurugan_Research Process_Bala.pdf
Dr. Balamurugan_Research Process_Bala.pdfDr. Balamurugan_Research Process_Bala.pdf
Dr. Balamurugan_Research Process_Bala.pdf
 

More from Dr. Shriram Dawkhar, Sinhgad Institutes (13)

Brm chap-4 present-updated
Brm chap-4 present-updatedBrm chap-4 present-updated
Brm chap-4 present-updated
 
Brm unit 3-dr. shriram dawkhar
Brm unit 3-dr. shriram dawkharBrm unit 3-dr. shriram dawkhar
Brm unit 3-dr. shriram dawkhar
 
Research methods nicholas walliman
Research methods nicholas wallimanResearch methods nicholas walliman
Research methods nicholas walliman
 
Business research methods_unit-1
Business research methods_unit-1Business research methods_unit-1
Business research methods_unit-1
 
Qualitative Research Methods
Qualitative Research MethodsQualitative Research Methods
Qualitative Research Methods
 
Qualitative research methods for student
Qualitative research methods for studentQualitative research methods for student
Qualitative research methods for student
 
Brm unit.5 data.analysis_interpretation_shriram.dawkhar.1
Brm unit.5 data.analysis_interpretation_shriram.dawkhar.1Brm unit.5 data.analysis_interpretation_shriram.dawkhar.1
Brm unit.5 data.analysis_interpretation_shriram.dawkhar.1
 
Shriram correlation
Shriram correlationShriram correlation
Shriram correlation
 
Shriram edpm chapter-3
Shriram edpm chapter-3Shriram edpm chapter-3
Shriram edpm chapter-3
 
Sampling brm chap-4
Sampling brm chap-4Sampling brm chap-4
Sampling brm chap-4
 
Qualitative and quantitative research
Qualitative and quantitative researchQualitative and quantitative research
Qualitative and quantitative research
 
Entrepreneurship development unit-1_for_internal_distribution
Entrepreneurship development unit-1_for_internal_distributionEntrepreneurship development unit-1_for_internal_distribution
Entrepreneurship development unit-1_for_internal_distribution
 
Theories of entrepreneurship_shriram.dawkhar
Theories of entrepreneurship_shriram.dawkharTheories of entrepreneurship_shriram.dawkhar
Theories of entrepreneurship_shriram.dawkhar
 

Recently uploaded

Dr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdfDr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdfAdmir Softic
 
RSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors DataRSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors DataExhibitors Data
 
Business Model Canvas (BMC)- A new venture concept
Business Model Canvas (BMC)-  A new venture conceptBusiness Model Canvas (BMC)-  A new venture concept
Business Model Canvas (BMC)- A new venture conceptP&CO
 
Organizational Transformation Lead with Culture
Organizational Transformation Lead with CultureOrganizational Transformation Lead with Culture
Organizational Transformation Lead with CultureSeta Wicaksana
 
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...amitlee9823
 
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756dollysharma2066
 
Value Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and painsValue Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and painsP&CO
 
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai KuwaitThe Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwaitdaisycvs
 
How to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League CityHow to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League CityEric T. Tung
 
Eluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort Service
Eluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort ServiceEluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort Service
Eluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort ServiceDamini Dixit
 
Famous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st CenturyFamous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st Centuryrwgiffor
 
Marel Q1 2024 Investor Presentation from May 8, 2024
Marel Q1 2024 Investor Presentation from May 8, 2024Marel Q1 2024 Investor Presentation from May 8, 2024
Marel Q1 2024 Investor Presentation from May 8, 2024Marel
 
Malegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort Service
Malegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort ServiceMalegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort Service
Malegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort ServiceDamini Dixit
 
JAYNAGAR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
JAYNAGAR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRLJAYNAGAR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
JAYNAGAR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRLkapoorjyoti4444
 
👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...
👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...
👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...rajveerescorts2022
 
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesMysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesDipal Arora
 
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...amitlee9823
 
Falcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to ProsperityFalcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to Prosperityhemanthkumar470700
 
Falcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investorsFalcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investorsFalcon Invoice Discounting
 

Recently uploaded (20)

Dr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdfDr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdf
 
RSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors DataRSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors Data
 
Business Model Canvas (BMC)- A new venture concept
Business Model Canvas (BMC)-  A new venture conceptBusiness Model Canvas (BMC)-  A new venture concept
Business Model Canvas (BMC)- A new venture concept
 
Organizational Transformation Lead with Culture
Organizational Transformation Lead with CultureOrganizational Transformation Lead with Culture
Organizational Transformation Lead with Culture
 
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
 
(Anamika) VIP Call Girls Napur Call Now 8617697112 Napur Escorts 24x7
(Anamika) VIP Call Girls Napur Call Now 8617697112 Napur Escorts 24x7(Anamika) VIP Call Girls Napur Call Now 8617697112 Napur Escorts 24x7
(Anamika) VIP Call Girls Napur Call Now 8617697112 Napur Escorts 24x7
 
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu Ka Tilla, Delhi Contact Us 8377877756
 
Value Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and painsValue Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and pains
 
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai KuwaitThe Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
 
How to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League CityHow to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League City
 
Eluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort Service
Eluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort ServiceEluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort Service
Eluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort Service
 
Famous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st CenturyFamous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st Century
 
Marel Q1 2024 Investor Presentation from May 8, 2024
Marel Q1 2024 Investor Presentation from May 8, 2024Marel Q1 2024 Investor Presentation from May 8, 2024
Marel Q1 2024 Investor Presentation from May 8, 2024
 
Malegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort Service
Malegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort ServiceMalegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort Service
Malegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort Service
 
JAYNAGAR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
JAYNAGAR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRLJAYNAGAR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
JAYNAGAR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
 
👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...
👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...
👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...
 
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesMysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
 
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
 
Falcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to ProsperityFalcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to Prosperity
 
Falcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investorsFalcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investors
 

Research design brm-chap-2..

  • 1. RESEARCH DESIGN & Hypothesis BRM :Unit :3 ( Part 1 & 2) Dr. Shriram S. Dawkhar M. Sc.(B.I.), MBA(Mktg.), M. Com. (Bus. Admin), FDPM (IIM Ahmadabad) Sinhgad Institute of Business Administration & Research, Kondhwa, Pune. ssdawkhar@gmail.com © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 3. ➢ The following order concerning various steps provides a useful procedural guideline regarding the research process. 1. Formulating the research problem 2. Literature survey (use of Library) 3. Formulation of hypothesis 4.Preparing the research design 5. Determining sample design © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 4. 6. Collecting the data.(The evidence collected by research process) 7. Analysis of data 8. Hypothesis Testing 9. Generalization and interpretation & 10. Preparation of the report or presentation of the result. (i.e. formal write up or conclusions.) © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 5. Meaning • Research design is overall plan or scheme prepared by researcher for executing the research study. • It is an important stage in the process of conducting research as it facilitates systematic & smooth conduct of the research project. • Acts as a guide to researcher for step by step study. • It is a roadmap : you can see where you are, where you want to be at the completion of your journey and can determine the best route to take to get destination.
  • 6. What Is Research Design? Blueprint Plan Guide Framework
  • 7. What Tools Are Used in Designing Research?
  • 8. MindWriter Project Plan in Gantt chart format What Tools Are Used in Designing Research?
  • 9. RESEARCH DESIGN : Definitions Research Design is the “framework” or “blueprint” for collecting the information needed for your project in the best possible way (Malhotra et al., 2002). Research Design is the conceptual structure within which research is conducted; it constitutes the blueprint for the collection, measurement and analysis of data.
  • 10. Research Design • The research design is the master plan specifying the methods and procedures for collecting and analyzing the needed information. • The function of research design is to provide frame work for the collection of relevant evidence with minimal expenditure of effort, time and money.
  • 11. FUNCTIONS OF RESEARCH DESIGN According to Black and Champion (1976-77), the three important functions of research design are: ❖It provides blueprint. ❖It limits boundaries of research activity. ❖It enables investigation to anticipate potential problems.
  • 12. FEATURES / CHARACTERISTICS OF A GOOD (robust ) RESEARCH DESIGN ✓It should be flexible. ✓It should be appropriate. ✓It should be efficient. ✓It should be economical. ✓It should minimize bias. ✓It should maximize the reliability of data collected. ✓It should give the smallest experimental error.
  • 13. FEATURES OF A RESEARCH DESIGN ✓ It should yield maximum information. ✓It should provide the opportunity for considering different aspects of the problem. ✓It should provide the means of obtaining information. ✓It should be appropriate with respect to the availability and skills of the researcher and his staff. ✓It should be related to : ▪ the objective of the problem, ▪ the nature of the problem being studied, ▪ the availability of time and money for the research work.
  • 14. Types of Research Design • Three traditional categories of research design: • Exploratory • Descriptive • Causal • The choice of the most appropriate design depends largely on the objectives of the research and how much is known about the problem and these objectives. © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 15. Preparing the Research Design Basic Research Objectives and Research Design Research Objective Appropriate Design To gain background information, to define terms, to clarify Exploratory problems and develop hypotheses, to establish research priorities, to develop questions to be answered To describe and measure marketing phenomena at a point Descriptive in time To determine causality, test hypotheses, to make “if-then” Causal statements, to answer questions © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 16. Exploratory Research Causal Research Descriptive Research •Formulate problems more precisely •Develop Hypotheses •Establish priorities for research •Eliminate impractical ideas •Clarify concepts •Literature search •Experience survey •Analysis of select cases •Interviews •Ethnographies •Focus groups •Describe segment characteristics •Estimate proportion of people who behave in a certain way •Make specific predictions •Longitudinal study •Panels •Sample Survey •Provide evidence regarding causal •Rule out all other explanations •Laboratory experiment •Field experiment Uses Types Overview of Research Design © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 17. Research Design: 1) Exploratory Research • Exploratory research design may be defined as • “ Flexible design which must provide opportunity for considering different aspect of the problems.” • The name itself gives a vision of exploring i.e. to discover new ideas, to have insight into the problem and to achieve clarity. © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 18. Research Design: 1) Exploratory Research • Exploratory research is most commonly unstructured, “informal” research that is undertaken to gain background information about the general nature of the research problem. • Exploratory research is usually conducted when the researcher does not know much about the problem and needs additional information or desires new or more recent information. © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 19. Research Design: 1) Exploratory Research • Exploratory research is used in a number of situations: (Uses/Objectives of exploratory research) ❖Gain background information ❖Define concepts more clearly ❖Develop operational definitions ❖Clarify and formulate a more precise research problem and hypotheses ❖Achieve new insights or ideas into a phenomenon ❖Establish research priorities © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 20. Research Design: 1) Exploratory Research • A variety of methods are available to conduct exploratory research: • Secondary Data Analysis • Experience Surveys • Case Analysis • Focus Groups • Projective Techniques © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 21. Research Design: 1) Exploratory Research • Secondary Data Analysis: • The initial process of exploratory research to look for availability of secondary data . • The rationale behind searching secondary data is that is does not make any sense to collect a primary data on the subject, when data is already available. • It provides adequate information about the problems in hand. • Helps to identify the methods that have proved successful or unsuccessful. © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 22. Research Design: 1) Exploratory Research • Experience Surveys : • Survey of people who have practical experience with the problem to be studied. • Usually conducted to gain additional knowledge on a particular subject area from the experts in that field. • This surveys are conducted because a lot of vital information about a research area will not be freely available. • When adequate secondary data is difficult to obtain. © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 23. Research Design: 1) Exploratory Research • Experience Surveys: • What is being done? • What has been tried in the past without success? With success? • What are the change producing elements ? • What problem areas & barriers can be seen? • What are the priority areas?
  • 24. Research Design: 1) Exploratory Research • Focus Groups: • Every individual has different perceptive values & ideas. If we gather all these ideas together, a new insight or new idea will emerge from them. It would be accepted universally. • Focus group is the group of people or participants led by an expert monitor. • Usually used in the a new product concept, a programme for improving new production process, an employee motivation programme.© Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 25. Research Design: 1) Exploratory Research • Focus Groups: • The group is usually homogeneous, such as a group of students, an athletic team, etc. • This method can also be used to find out what people think about a product or an advertisement. © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 26. Focus Groups Group discussion 6-10 participants led by Moderator 90 minutes-2 hours
  • 27. Research Design: 1) Exploratory Research • Projective techniques: • is the psychological testing of a group or individual, through a thematic appreciation test, role plays by showing video clips, providing case studies etc. © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 28. Research Design: 1)Exploratory Research • Exploratory Research: • Focus on discovery of ideas & generally based on secondary data. • Typically little prior knowledge of the subject. • E.g.: 1) What new products should be developed? 2) How our service Can be improved? 3) What product appeal will be effective in advertising?
  • 30. • Descriptive research: “Research design In Which the major emphasis is on determining the frequency with which something occurs or the extent to which two variables covary” • Unlike exploratory studies, descriptive studies comes under formal research, where the objectives are clearly established. • It tries to understand or determine the characteristics associated with subject population such as age, sex, occupation, educational level, income etc. Research Design: 2)Descriptive research
  • 31. • Descriptive research provides answers to the questions of: – Who – What – Where – When – How • We cannot answer the question Why? conclusively Research Design: 2)Descriptive research
  • 32. When to use ? • Descriptive research is an appropriate choice when the research aim is to identify characteristics, frequencies, trends, correlations, and categories.
  • 33. Research Design: Descriptive Research • Descriptive Research: • Well structured study. • Researcher has no control. • The purpose is to provide an accurate snapshot of some aspect of market environment. • E.g.: 1) How should a new product be distributed ? (How do people now buy similar products ?) 2) What should be the target segment ? (What kind of people now buy the products?)
  • 34. Descriptive Research is designed to provide further insight into the research problem by describing the variables of interest. The major purpose of descriptive research is the description of the state of affairs as it exist at present. Research Design: Descriptive Research
  • 35. ✓Descriptive research studies are aimed at describing or portraying the characteristics of a particular individual, group or a situation. e.g. users of a product with different age, sex, education, etc. ✓It is also concerned with specific predictions, with narration of facts and characteristics concerning individual, group or situation. e.g. sales of a company's product in each of the next five years Research Design: Descriptive Research (Objectives)
  • 36. ✓The study offers the researcher a profile or description of relevant aspects of the phenomenon. ✓To estimate the proportion of people in a specified population who behave in a certain way e.g.: shopping persons who buy from a particular shop. ✓To determine whether certain variables are associated e.g.. income and usage of a product. Research Design: Descriptive Research (Objectives)
  • 37. Major Types of Descriptive Studies Descriptive Studies Consumer Perception And Behavior Studies Image Product Usage Advertising Pricing Market Characteristic Studies Distribution Competitive Analysis Market Potential Market Share Sales Analysis Sales Studies © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 38.
  • 39. Sample Surveyed at T1 Sample Surveyed at time T1 Same Sample also Surveyed at time T2 T1 T2 Cross Sectional Design Longitudinal Design Time Cross Sectional vs. Longitudinal Designs © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 40. ❑Classification of descriptive research studies: – Cross sectional studies: they measure the population at only one point of time. – Longitudinal studies: they repeatedly measure the same population over a period of time. DESCRIPTIVE RESEARCH DESIGN
  • 41. Cross-Sectional Descriptive Studies Most common and most familiar. Uses a representative sample of elements from a population, often a sample survey. Characteristics of the elements are measured once, i.e. it provides a snapshot of the variables under investigation.
  • 42. Longitudinal Descriptive Studies  Involves panel, i.e. a fixed sample of elements or respondents, which are repeatedly measured over time, i.e. it provides a movie of the variables under investigation. Panel members are relatively constant over time. Continuous panel : A fixed sample of respondents who are measured repeatedly over time with respect to the same variables. Discontinuous panel :A fixed sample of respondents who are measured repeatedly over time, but on variables that change from measurement to measurement
  • 44. Research Design: Causal Research(Experimental) • Research that attempts to explain the relationship between two variables (if A causes B to occur). • Causality may be thought of as understanding a phenomenon in terms of conditional statements of the form “If x, then y.” • Causal relationships are typically determined by the use of experiments, but other methods are also used. • The causal study is made to investigate the cause and effect relationship between the variables. © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 45. Causality • Everyone is familiar with the general notion of causality, • the idea is that one thing leads to the occurrence of another. • Does Factor X cause factor Y to happen? • E.g. Does strong motivation leads to / cause effective teamwork.
  • 46. EXPERIMENTAL RESEARCH DESIGN Experimental research design is concerned with making experiments to find out the cause-effect relationship of variables under study. The main purpose of exp. design is to test a causal hypothesis. Causal hypothesis is a statement that states the cause and effect relationship between two or more variables. Thus experimental research design is also known as hypothesis-testing or causal research design. The premise of the design is that something (an independent variable) directly influences the behavior of something else ( the dependent variable).
  • 47. Preparing the Research Design Causal Research:Experiments • An experiment is defined as manipulating (changing values/situations) one or more independent variables to see how the dependent variable(s) is/are affected, while also controlling the affects of additional extraneous variables. • Independent variables: those over which the researcher has control and wishes to manipulate i.e. package size, ad copy, price. • Dependent variables: those over which the researcher has little to no direct control, but has a strong interest in testing i.e. sales, profit, market share. • Extraneous variables: those that may effect a dependent variable but are not independent variables / not under study. © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 48. concomitant variation • extent to which X and Y occur together or vary together in a way predicted by the hypothesis under consideration. • internal validity: measure of accuracy of an experiment; measures whether manipulation of independent variables actually caused effects. • External validity: determines whether cause- and-effect relationships found in experiment can be generalized.
  • 49. A control group • A control group is used as a baseline measure. • The control group is identical to all other items or subjects that you are examining with the exception that it does not receive the treatment or the experimental manipulation that the treatment group receives. • For example, when examining test tubes for catalytic reactions of enzymes when added to a specific substrate, the control test tube would be identical to all other test tubes with the exception of lacking the enzyme.
  • 50. The treatment group • The treatment group is the item or subject that is manipulated. • In our example, all other test tubes containing enzyme would be part of the treatment group.
  • 51. So in conclusion……… • The treatment group consists of participants who receive the experimental treatment whose effect is being studied. • The control group consists of participants who do not receive the experimental treatment being studied. Instead, they get a placebo (a fake treatment; for example, a sugar pill); a standard, non experimental treatment (such as vitamin C, in the zinc study); or no treatment at all, depending on the situation.
  • 52. EXPERIMENTAL DESIGNS One of the simplest experimental designs is the ONE GROUP PRETEST-POSTTEST DESIGN--EXAMPLE? One way to examine Efficacy of a Drug: O1 X O2 Measure DRUG Measure Patients’ Condition Experimental Patients’ Condition (Pretest) Condition/ (Posttest) intervention ◆ RESULT: Significant Improvement from O1 to O2 (i.e., sig. O2 - O1 difference) ◆ QUESTION: Did X (the drug) cause the improvement? © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 53. David Hume would have been tempted to say “YES.” He was a positivist and wanted to infer causality based on high correlations between events. But such an inference could be seriously flawed. Why? – Have only shown “X” is a SUFFICIENT condition for the change “Y” (i.e., presence of X is associated with a change in Y). ◆ But, is “X” also a NECESSARY condition for Y? – How do you verify the latter? ◆ By showing that the change would not have happened in the absence of X—using a CONTROL GROUP. EXPERIMENTAL DESIGNS © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 54. ◆ CONTROL GROUP Simulates Absence of X Pretest Post-Test Control Group Design--Suppose random assignment (R) was used to control confounding variables: R Exp. Group O1E X O2E R Ctrl Group O1C O2C ◆ RESULT: O2E > O1E & O2C Not> O1C QUESTION: Did X cause the improvement in Exp. Group? © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 55. Causality tested through… Lab experiments – Festinger and Katz (1953) have defined a laboratory experiment as one in which the investigator creates an artificial situation with the exact conditions he wants to have and in which the researcher controls some variables and manipulates other variables. • All variables are controlled • Influence of external variables minimized • Internal validity maximized TYPES OF EXPERIMENTS
  • 56. Examples of Causal Studies in the Lab • Kenstar home appliance company wishes to test three campaign approaches. • Marketers prepare three different T.V. ad versions for participants to evaluate. • Participants were invited (and paid) to view a TV program at the researcher’s offices with one of the ads inserted into the program. • Participants rated the ads for attitude and recall
  • 57. Field experiments – It is a study carried out in a more or less realistic situation or field where the researcher manipulates one or more independent variables under maximum possible controlled conditions. • Most credible results • Influence of ‘real world’ settings taken into account • External validity maximized TYPES OF EXPERIMENTS
  • 58. Examples of Causal Studies in the Field • P&G wishes to test the germ killing capabilities of two agents added to bar soap. (The germs are thought to cause body odor.) • Two groups of randomly selected people are assigned to use one of the soap formulations for two weeks. • After the test period, participants rate the deodorant effectiveness of the soap they used on a scale along with other measures of attitude and preference relative to their old soaps
  • 59. Preparing the Research Design Test Marketing • Test marketing is the phrase commonly used to indicate an experiment, study, or test that is conducted in a field setting. • Two broad classes: • To test the sales potential for a new product or service • To test variations in the marketing mix for a product or service © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 60. ☺ The Principle of Replication:  The term replication has been derived from the fusion of two words – ‘repetition’ and ‘duplication’.  Replication refers to the deliberate repetition of an experiment, using identical procedure, which may sometimes be with a set of subjects in a different setting and at different time periods. BASIC PRINCIPLES OF EXPERIMENTAL RESEARCH DESIGN
  • 61. BASIC PRINCIPLES OF EXPERIMENTAL RESEARCH DESIGN ☺ The Principle of Randomization:  Randomization refers to a technique in which each member of the population or universe has an equal and independent chance of being selected as sample.
  • 62. BASIC PRINCIPLES OF EXPERIMENTAL RESEARCH DESIGN ☺ The Principle of Local Control:  A design to be statistically and experimentally sound must possess the property of local control.  According to this principle, we first divide the field into several homogeneous parts, known as blocks (blocking) and then each such block is divided into parts equal to the number of treatments. Then the treatments are randomly assigned to these parts.
  • 63. Following are the areas where experiments are predominantly: • Product design: which product a consumer would buy most. • Package design: which attractive package a producer should design based on the available literature. • Pricing Policies: the price elasticity of demand can be better tested with the help of experiments. Experiments are often used for measuring this aspect pricing. • Promotion Policies: the promotional policies have been very widely explored through experimentation as compared with the other areas of marketing.
  • 64. HYPOTHESIS ➢ A hypothesis is an assumption about relations between variables. ➢ Hypothesis can be defined as a logically conjectured (guessed) relationship between two or more variables expressed in the form of a testable statement. Relationships are conjectured on the basis of the network of associations established in the theoretical framework formulated for the research study.
  • 65. HYPOTHESIS ➢ Research Hypothesis is a predictive statement that relates an independent variable to a dependant variable. Hypothesis must contain at least one independent variable and one dependant variable.
  • 66. Types of Variables Explanatory vs Extraneous Variable The variables selected for analysis are called explanatory variables and all other variables that are not related to the purpose of the study but may affect the dependant variable are extraneous.
  • 67. Dependant vs Independent Variable Dependent Variable: If a variable depends upon or is a consequence of other variable, it is termed as dependent variable. Eg: If we say Height is depends upon Age, Then Height is a Dependent Variable & Age is an independent variable.
  • 68. Dependant vs Independent Variable • Independent Variable: The variable that is antecedent to the dependent variable is called as an independent variable. Eg: If Height depends upon the individuals Gender, Then Height is a Dependent Variable & Gender is an independent variable.
  • 69. HYPOTHESIS ➢ Hypothesis are tentative, intelligent guesses as to the solution of the problem. ➢ Hypothesis is a specific statement of prediction. It describes in concrete terms what you expect to happen in the study. ➢ Hypothesis is an assumption about the population of the study. ➢ It delimits the area of research and keeps the researcher on the right track. © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 70. Characteristics of a Good Hypothesis: • Simple vs. Complex • Specific vs. Vague • Stated In Advance vs. After-the-Fact • Inductive Vs deductive hypotheses • Conceptually Clear. • Related to available technique.
  • 71. Simple vs. Complex • Simple hypothesis contains one predictor and one outcome variable – • E.g. A sedentary lifestyle is associate with increased risk of diabetes. • Complex - more than one predictor variable. • E. g. a sedentary lifestyle and alcohol consumption are associated with an increased risk of diabetes.
  • 72. Specific vs. Vague • Specific hypothesis leaves no confusion about what the question is • Can be long but it is clear about what is being collected, what the variables are and it allowed the types of statistics that are going to be done. • Eg. – – "Eating more makes people fat". – "Eating more than 3 meals for 3 month, will increase the weight of individual adult by 8 kilogram.
  • 73. Stated In Advance vs. After-the- Fact • In advance - provides a primary objective for the research and creates a basis for interpreting study results.
  • 74. Characteristics of a Good Hypothesis • A good hypothesis is not only testable, that is, something you can actually test for in your study, but is must also be falsifiable. – We want so badly to find great things, and for our study to turn out exactly as we expect it to, that we tend to ignore the possibility that we don’t know everything and that no prediction is failsafe when it comes to humans.
  • 75. Characteristics of a Good Hypothesis ◼ Hypothesis should be clear and precise. ◼ Hypothesis should be capable of being tested. ◼ Hypothesis should state relationship between variables, if it happens to be a relational hypothesis. ◼ Hypothesis should be limited in scope and must be specific. Continued © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 76. ◼ Hypothesis should be stated as far as possible in most simple terms. ◼ Hypothesis should be reliable with most known facts. ◼ Hypothesis should be tested within a reasonable time. ◼ Hypothesis must explain the facts that gave rise to the need for explanation. Characteristics of a Good Hypothesis © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 77. Null and Alternate Hypothesis • Null Hypothesis: states there is no association between independent and dependent variables.. • Alternative Hypothesis: states that there is an association between variables. • One-sided/Two-sided: one sided states that there is a direction to the association, two sided states that there is an association but does not specify any direction.
  • 78. Examples • Question: Will advertisement attract attention? • Hypothesis: Advertisement attracts the attention of customers. • ( the most likely answer of your problem) • E.g.1) Illiteracy is the cause of unemployment. • 2) Children of poor parents are unemployed.
  • 79. PROBLEM (VS) HYPOTHESIS ➢ Hypothesis is an assumption, that can be tested and can be proved to be right or wrong. ➢ A problem is a broad question which cannot be directly tested. A problem can be scientifically investigated after converting it into a form of hypothesis.
  • 80. Descriptive Hypothesis These are assumptions that describe the characteristics (such as size, form or distribution) of a variable. The variable may be an object, person, organisation, situation or event. Examples: ➢“Public enterprises are more amenable for centralized planning”. TYPES OF HYPOTHESIS
  • 81.  Relational Hypothesis [Explanatory Hypothesis] These are assumptions that describe the relationship between two variables. The relationship suggested may be positive, negative or causal relationship. Examples: ➢ “Families with higher incomes spend more for recreation”. Causal Hypothesis state that the existence of or change in one variable causes or leads to an effect on another variable. The first variable is called the independent variable and the latter is the dependant variable.
  • 82.  Null Hypothesis ❖ When a hypothesis is stated negatively, it is called null hypothesis. It is a ‘no difference’, ‘no relationship’ hypothesis. ❖ ie., It states that, no difference exists between the parameter and statistic being compared to or no relationship exists between the variables being compared. It is usually represented as HO or H0 . Example: ➢ H0: There is no relationship between a family’s income and expenditure on recreation.
  • 83. Alternate Hypothesis It is the hypothesis that describes the researcher’s prediction that, there exist a relationship between two variables or it is the opposite of null hypothesis. It is represented as HA or H1. Example: HA: There is a definite relationship between family’s income and expenditure on recreation.
  • 84. FORMS OF RELATIONSHIPS NON-DIRECTIONAL • There IS a relationship between • X & Y • X….linked….Y Vs DIRECTIONAL • If X goes up, Y …. • or • As X increases, Y… • X = Independent • variable • Y = Dependent variable
  • 85. DIRECTIONAL HYPOTHESES- “X” causes “Y” to change • If X changes • (increases • decreases) • then • Y will ______ • (increase or • decrease) • a causal link
  • 86. DIRECTION OF RELATIONSHIP • If X increases, Y increases A POSITIVE relationship • If X increase, Y decreases A NEGATIVE or INVERSE relationship • As X changes, Y does NOT change...> No Change...>NO RELATIONSHIP
  • 87. NON-DIRECTIONAL HYPOTHESES - the weakest form • There Is • a relationship • between X & Y – non-causal – correlational statement – X…..Y
  • 88. Positive correlation • When the values of • TWO variables • “go together” • or • values on X & Y • change in SAME • DIRECTION 0 10 20 30 40 50 60 70 Hr work Earnin gs CORRELATIONAL RELATIONSHIP
  • 89. Negative Correlation • When the values of two variables • CO-VARY • in Opposite direction • (as one goes up, • the other goes down)
  • 90.  Discussions with colleagues and experts about the problem, its origin and objectives in seeking a solution.  Examination of data and records for possible trends, peculiarities.  Review of similar studies.  Exploratory personal investigation / Observation.  Logical deduction from the existing theory.  Continuity of research.  Intuition and personal experience. SOURCES OF HYPOTHESIS © Shriram Dawkhar, May- 2010 (Updated - Nov-2019)
  • 91. FUNCTIONS OR ROLE OF HYPOTHESIS  It gives a definite point to the investigation and provides direction to the study.  It determines the data needs.  It specifies the sources of data.  It suggests which type of research is likely to be more appropriate.  It determines the most appropriate technique of analysis.  It contributes to the development of theory.