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Research Design
1Dr. Amitabh Mishra
Research Design: Definition
• “A research design is a framework or blueprint for
conducting the research project. It details the procedures
necessary for obtaining the information needed to
structure or solve research problems”.
• “Research design constitute the blue print for the
collection, measurement and analysis of data”
2Dr. Amitabh Mishra
A research design is:
• A framework for the research
• A plan of action.
• Master plan that specifies the methods and
procedures for collecting and analyzing the
needed information
• A strategy for how the data will be collected.
Dr. Amitabh Mishra 3
Components of a Research Design
• Define the information needed.
• Design the exploratory, descriptive, and/or causal phases of the
research
• Specify the measurement and scaling procedures.
• Construct and pretest a questionnaire (interviewing form) or an
appropriate form for data collection.
• Specify the sampling process and sample size.
• Develop a plan of data analysis.
4Dr. Amitabh Mishra
Types
of
Research
Design
Dr. Amitabh Mishra 5
• The choice of the most appropriate design
depends largely on the objectives of the
research and how much is known about the
problem and research objectives.
Dr. Amitabh Mishra 6
• Three traditional categories:
–Exploratory
–Descriptive
–Causal
Dr. Amitabh Mishra 7
A Classification of Research Designs
Single Cross-
Sectional Design
Multiple Cross-
Sectional Design
Research Design
Conclusive
Research Design
Exploratory
Research Design
Descriptive
Research
Causal Research
Cross-Sectional
Design
Longitudinal
Design
8Dr. Amitabh Mishra
Exploratory & Conclusive Research Differences
Objective:
Character-
istics:
Findings/
Results:
Outcome:
To provide insights and
understanding
Information needed is defined only
loosely. Research process is flexible
and unstructured. Sample is small
and non-representative. Analysis of
primary data is qualitative
Tentative
Generally followed by further
exploratory or conclusive research
To test specific hypotheses and examine
relationships
Information needed is clearly defined.
Research process is formal and
structured. Sample is large and
representative. Data analysis is
quantitative
Conclusive
Findings used as input into decision
making
Exploratory Conclusive
9Dr. Amitabh Mishra
A Comparison of Basic Research Designs
Objective:
Characteristics:
Methods:
Discovery of ideas and
insights
Flexible, versatile
Often the front end of
total research design
Expert surveys
Pilot surveys
Case studies
Secondary data:
qualitative analysis
qualitative research
Describe market
characteristics or
functions
Marked by the prior
formulation of specific
hypotheses
Preplanned and
structured design
Secondary data:
quantitative analysis
Surveys
Panels
Observation and other
data
Determine cause
and effect
relationships
Manipulation of
independent
variables, effect on
dependent
variables
Control mediating
variables
Experiments
Exploratory Descriptive Causal
10Dr. Amitabh Mishra
Exploratory
Research
Design
Dr. Amitabh Mishra 11
• “Exploration is particularly useful when
researchers lack a clear idea of problem they
will meet during the study. Through
exploration researcher develop concept,
establish priorities, develop operational
definitions and improve final research design”
Dr. Amitabh Mishra 12
Characteristics of Exploratory Research
• It is usually conducted when the researcher does
not know much about the problems
• Exploratory research seeks to discover new
relationship
• Exploratory research looks for hypothesis
Dr. Amitabh Mishra 13
• Exploratory research is flexible with respect to
methods
• It rarely involves structured questionnaire, large
samples and probability sampling
• The research structure is qualitative
• It should be followed by descriptive and causal
research
Dr. Amitabh Mishra 14
Purpose of Exploratory Research
– To gain background information
– Research problem formulation
– Developing hypothesis
– Identifying and defining key research variables
Dr. Amitabh Mishra 15
Uses of Exploratory Research
• Formulate a problem or define a problem more precisely
• Identify alternative courses of action
• Develop hypotheses
• Isolate key variables and relationships for further
examination
• Gain insights for developing an approach to the problem
• Establish priorities for further research
16Dr. Amitabh Mishra
Methods of Exploratory Research
• Secondary Data Analysis
• Experience Surveys or Survey of experts
– Focus Groups
– Depth interviews
– Projective Techniques
• Case Analysis
17Dr. Amitabh Mishra
Descriptive
Research
Dr. Amitabh Mishra 18
Descriptive Research
• Descriptive research is undertaken to describe some
thing usually market characteristics or functions.
Dr. Amitabh Mishra 19
Characteristics of Descriptive Research
• In contrast to exploratory research it is marked
by-
– Clear statement of problem
– Specific hypothesis, and
– Detailed information needed
• It assumes that researcher has prior knowledge
about the problem situation
Dr. Amitabh Mishra 20
• It is pre planned and structured
• It is based on large representative sample
• Specific hypothesis are formulated before
conducting the research
Dr. Amitabh Mishra 21
• It requires clear specification of 6 W’s-
1. Who- should be surveyed
2. What- what information should be obtained
3. When- should the information be obtained
4. Where- from where (house, shopping mall, market etc.)
5. Why-why we are obtaining information from
respondents
6. Way- in what way we are going to obtain the
information i.e personal interview, telephone, mail
survey etc .
Dr. Amitabh Mishra 22
Purpose/Use of Descriptive Research
• To describe the characteristics of relevant groups, such as
consumers, salespeople, organizations, or market areas .
(ex- developing profile of heavy users of a prestigious store)
• To estimate the percentage of units in a specified population
exhibiting a certain behavior .
(% of heavy users of a prestigious store who also patronize
discount departmental store)
23Dr. Amitabh Mishra
• To determine the perceptions of product characteristics
(Ex- how do household perceive the various
departmental stores in terms of salient features of the
choice)
• To determine the degree to which marketing variables
are associated
(to what extent is shopping at department store is
related to eating out)
Dr. Amitabh Mishra 24
• To make specific predictions
(ex- what will be retail sales of reliance super for
fashion clothing in Noida area)
Dr. Amitabh Mishra 25
Methods of Descriptive Research
• Secondary data analyzed in a quantitative, as
opposed to a qualitative, manner
• Surveys
• Panels
• Observational and other data
26Dr. Amitabh Mishra
Types of Descriptive Research
Dr. Amitabh Mishra 27
Single Cross-
Sectional Design
Multiple Cross-
Sectional Design
Descriptive
Research
Cross-Sectional
Design
Longitudinal
Design
Cross-Sectional Designs
• “Cross-sectional research design involve the collection of
information from any given sample of population elements only
once”.
• Cross-sectional studies take “snapshots” of the population at a
point in time.
• It is most frequently used descriptive design in marketing
research.
28Dr. Amitabh Mishra
EXAMPLE: 1
How did American people rate the performance of
President “Barack Obama” immediately after killing of
“Osama-bin-Laden”
Dr. Amitabh Mishra 29
• “In single cross-sectional designs, there is only one sample of
respondents and information is obtained from this sample
only once”. This is also called sample survey research design.
• In multiple cross-sectional designs, there are two or more
samples of respondents, and information from each sample is
obtained only once. Often, information from different
samples is obtained at different times.
Dr. Amitabh Mishra 30
Longitudinal Designs
• In longitudinal design a fixed sample (or samples) of
population elements is measured repeatedly on the same
variables.
• i.e. Same people are studied over time and same variables
are measured.
• A longitudinal design differs from a cross-sectional design in
that the sample or samples remain the same over time.
31Dr. Amitabh Mishra
EXAMPLE:1
How did American people change the view of President Barack
Obama’s performance during financial crisis.
Dr. Amitabh Mishra 32
EXAMPLE: 2
How did Indian change the view of Prime Minister Narender
Modi’s performance during demonetization
Dr. Amitabh Mishra 33
Advantages and Disadvantages of Longitudinal and
Cross-Sectional Designs
Evaluation
Criteria
Cross-Sectional
Design
Longitudinal
Design
Detecting Change
Large amount of data collection
Accuracy
Representative Sampling
Response bias
-
-
-
+
+
+
+
+
-
-
Note: A “+” indicates a relative advantage over the other design,
whereas a “-” indicates a relative disadvantage.
34Dr. Amitabh Mishra
Causal Research
Dr. Amitabh Mishra 35
Causal Research
• “Causal research is conducted to identify the
cause and effect relationship between two or
more business variables”.
• Major objective of causal research is to obtain
evidence regarding cause and effect relationship.
Dr. Amitabh Mishra 36
• Example- A common assumption that a decrease in price
will lead to increase in sales and market share does not hold
true in certain competitive environment.
Dr. Amitabh Mishra 37
Causality
Dr. Amitabh Mishra 38
• Causality is “a situation when occurrence of X
increases the probability of occurrence of Y”.
• A statement such as "X causes Y" shows causality.
• Experimentation is commonly used to infer causal
relationships.
Dr. Amitabh Mishra 39
Concept of Causality
A statement such as "X causes Y" will have the
following meaning to an ordinary person and to a
scientist.
____________________________________________________
Ordinary Meaning Scientific Meaning
____________________________________________________
X is the only cause of Y. X is only one of a number of
possible causes of Y.
X must always lead to Y The occurrence of X makes the
(X is a deterministic occurrence of Y more probable
cause of Y). (X is a probabilistic cause of Y).
It is possible to prove We can never prove that X is a
that X is a cause of Y. cause of Y. At best, we can
infer that X is a cause of Y.
40Dr. Amitabh Mishra
Definitions and Concepts
In Causal Research
Dr. Amitabh Mishra 41
• Some basic concepts needed to understand causal
research are-
1. Independent variables (Treatment)
2. Test units
3. Dependent variables
4. Extraneous variables
5. Experiment
Dr. Amitabh Mishra 42
Independent Variable/Treatment
• “Independent variables are variables or alternatives that are
manipulated and whose effects are measured and compared”.
• Independent variables are those variables which the
researcher has control over and wishes to manipulate.
• Example: The 4 P’s i.e. level of advertising expenditure; type of
advertising appeal; price; product features, etc.
5-43Dr. Amitabh Mishra
Test units
• “Test units are individuals, organizations or other
entities whose response to the independent variable
or treatment is being examined”.
• Test units may include-
– Consumers,
– Stores or
– Geographical areas.
Dr. Amitabh Mishra 44
Dependent Variables
• “Dependent variables are the variables which measure
the effect of the independent variables on the test
units”.
• Example- sales, profits, and market shares
• Dependent variables are those variables that we have
little or no direct control over, yet we have a strong
interest.
Dr. Amitabh Mishra 5-45
Extraneous Variables
• “Extraneous variables are all variables other than the independent
variables that affect the response of the test units”.
• “Extraneous variables are those variables that may have some effect on a
dependent variable yet are not independent variables”.
• Example- store size, store location, and competitive effort.
• Extraneous variables must be controlled through proper experimental
design.
5-46Dr. Amitabh Mishra
Experiments
• An experiment is defined as “Manipulating an
independent variable to see how it affects a
dependent variable, while also controlling the effects
of additional extraneous variables”.
Dr. Amitabh Mishra 5-47
Experimental Design
• Experimental design is a procedure for
devising an experimental setting such that a
change in a dependent variable may be
attributed solely to the change in an
independent variable.
5-48Dr. Amitabh Mishra
Uses of Causal Research
• To understand which variables are the cause (independent
variables) and which variables are the effect (dependent
variables) of a phenomenon
• To determine the nature of the relationship between the
causal variables and the effect to be predicted.
Dr. Amitabh Mishra 49
Types of Experimental Design
•Experimental design are of 4 types
1. Pre-Experimental Designs
2. True Experimental Designs
3. Quasi-Experimental Designs
4. Statistical (Correlational and Ex Post Facto)
Designs
Experimental Design
• Symbols of an experimental design:
• O = measurement of a dependent variable
• X = manipulation, or change, of an independent variable
• R = random assignment of subjects to experimental and
control groups
• E = experimental effect
1. Pre-Experimental Designs
One Shot Case Study
To attempt to explain a consequence by an
antecedent.
X O
Pre-Experimental Designs
One Group Pretest-Posttest Design
To evaluate the influence of a variable.
O1 X O2
Pre-Experimental Designs
Static Group Comparison
To determine the influence of a variable on one
group and not on another.
GROUP I O1 X
GROUP II O2
True Experimental Designs
Pretest-Posttest Control Group
Design
To study the effect of an influence on a carefully
controlled sample.
O1 X O2
R
O3 O4
True Experimental Designs
Solomon Four Group Design
To minimize the hawthorne effect.
O1 X O2
O3 O4
R
X O5
O6
True Experimental Designs
Posttest Only Control Group Design
To evaluate a situation that cannot be pretested.
X O1
R
O2
Quasi-Experimental Designs
Nonrandomized Control Group
Pretest-Posttest Design
To investigate a situation where random selection
and assignment are not possible.
O1 X O2
O3 O4
Quasi-Experimental Designs
Time Series Experimental Design
To determine the influence of a variable
introduced only after a series of initial of
observations and only where one group is
available.
O1 O2 O3 O4 X
O5 O6 O7 O8
Quasi-Experimental Designs
Control Group Time Series Design
To bolster the validity of the previous design with
the addition of a control group.
O1 O2 O3 O4 X
O5 O6 O7 O8
O1 O2 O3 O4
O5 O6 O7 O8
Quasi-Experimental Designs
Equivalent Time Series Design
A variant of the previous design with purpose of
controlling history in time designs.
X1 O1 X0 O2
X1 O3 X0 O4
Correlational and Ex Post
Facto Designs
Casual-Comparative
Correlational Studies
To seek for cause-effect relationships
between two sets of data.
OA = OB
Correlational and Ex Post
Facto Designs Designs
Ex Post Facto Studies
To search backward from consequent data for
antecedent causes.
Direction of the
Research Effort
O
Other Possible Direction
Other Possible Direction
Origin
Conditions for Causality
Dr. Amitabh Mishra 64
Conditions for Causality
• Before assuming causality, three conditions
must be satisfied-
1. Concomitant variation.
2. The time order of occurrence.
3. The absence of other possible causal factors.
Dr. Amitabh Mishra 65
• Concomitant variation is the extent to which a cause,
X, and an effect, Y, occur together or vary together in
the way predicted by the hypothesis under
consideration.
Dr. Amitabh Mishra 66
• The time order of occurrence condition states that
the causing event must occur either before or
simultaneously with the effect; it cannot occur
afterwards.
Dr. Amitabh Mishra 67
• The absence of other possible causal factors means
that the factor or variable being investigated should
be the only possible causal explanation.
• i.e all other possible factors will be assumed
constant or held controlled.
68Dr. Amitabh Mishra
Validity in Experimentation
While conducting an experiment, researcher in interested in insuring-
1.Internal validity
2.External validity
Dr. Amitabh Mishra 69
Internal validity
• Internal validity refers to whether the manipulation
of the independent variables or treatments actually
caused the observed effects on the dependent
variables.
• Control of extraneous variables is a necessary
condition for establishing internal validity.
Dr. Amitabh Mishra 70
External validity
• External validity refers to whether the cause-and-effect
relationships found in the experiment can be generalized.
• And if so, To what populations, settings, times, independent
variables, and dependent variables can the results be
projected?
71Dr. Amitabh Mishra
Experimental Design
An experimental design is a set of procedures
specifying:
 the test units and how these units are to be divided into
homogeneous subsamples,
 what independent variables or treatments are to be
manipulated,
 what dependent variables are to be measured; and
 how the extraneous variables are to be controlled.
72Dr. Amitabh Mishra
A Comparison of Basic Research Designs
Objective:
Characteristics:
Methods:
Discovery of ideas and
insights
Flexible, versatile
Often the front end of
total research design
Expert surveys
Pilot surveys
Case studies
Secondary data:
qualitative analysis
qualitative research
Describe market
characteristics or
functions
Marked by the prior
formulation of specific
hypotheses
Preplanned and
structured design
Secondary data:
quantitative analysis
Surveys
Panels
Observation and other
data
Determine cause
and effect
relationships
Manipulation of
independent
variables, effect on
dependent
variables
Control mediating
variables
Experiments
Exploratory Descriptive Causal
73Dr. Amitabh Mishra
Test Marketing
• Test marketing is the phrase commonly used to
indicate an experiment, study, or test that is
conducted in a field setting.
• Uses of test markets
– To test sales potential for a new product or service
– To test variations in the marketing mix for a product or
service
74Dr. Amitabh Mishra

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Research Design

  • 2. Research Design: Definition • “A research design is a framework or blueprint for conducting the research project. It details the procedures necessary for obtaining the information needed to structure or solve research problems”. • “Research design constitute the blue print for the collection, measurement and analysis of data” 2Dr. Amitabh Mishra
  • 3. A research design is: • A framework for the research • A plan of action. • Master plan that specifies the methods and procedures for collecting and analyzing the needed information • A strategy for how the data will be collected. Dr. Amitabh Mishra 3
  • 4. Components of a Research Design • Define the information needed. • Design the exploratory, descriptive, and/or causal phases of the research • Specify the measurement and scaling procedures. • Construct and pretest a questionnaire (interviewing form) or an appropriate form for data collection. • Specify the sampling process and sample size. • Develop a plan of data analysis. 4Dr. Amitabh Mishra
  • 6. • The choice of the most appropriate design depends largely on the objectives of the research and how much is known about the problem and research objectives. Dr. Amitabh Mishra 6
  • 7. • Three traditional categories: –Exploratory –Descriptive –Causal Dr. Amitabh Mishra 7
  • 8. A Classification of Research Designs Single Cross- Sectional Design Multiple Cross- Sectional Design Research Design Conclusive Research Design Exploratory Research Design Descriptive Research Causal Research Cross-Sectional Design Longitudinal Design 8Dr. Amitabh Mishra
  • 9. Exploratory & Conclusive Research Differences Objective: Character- istics: Findings/ Results: Outcome: To provide insights and understanding Information needed is defined only loosely. Research process is flexible and unstructured. Sample is small and non-representative. Analysis of primary data is qualitative Tentative Generally followed by further exploratory or conclusive research To test specific hypotheses and examine relationships Information needed is clearly defined. Research process is formal and structured. Sample is large and representative. Data analysis is quantitative Conclusive Findings used as input into decision making Exploratory Conclusive 9Dr. Amitabh Mishra
  • 10. A Comparison of Basic Research Designs Objective: Characteristics: Methods: Discovery of ideas and insights Flexible, versatile Often the front end of total research design Expert surveys Pilot surveys Case studies Secondary data: qualitative analysis qualitative research Describe market characteristics or functions Marked by the prior formulation of specific hypotheses Preplanned and structured design Secondary data: quantitative analysis Surveys Panels Observation and other data Determine cause and effect relationships Manipulation of independent variables, effect on dependent variables Control mediating variables Experiments Exploratory Descriptive Causal 10Dr. Amitabh Mishra
  • 12. • “Exploration is particularly useful when researchers lack a clear idea of problem they will meet during the study. Through exploration researcher develop concept, establish priorities, develop operational definitions and improve final research design” Dr. Amitabh Mishra 12
  • 13. Characteristics of Exploratory Research • It is usually conducted when the researcher does not know much about the problems • Exploratory research seeks to discover new relationship • Exploratory research looks for hypothesis Dr. Amitabh Mishra 13
  • 14. • Exploratory research is flexible with respect to methods • It rarely involves structured questionnaire, large samples and probability sampling • The research structure is qualitative • It should be followed by descriptive and causal research Dr. Amitabh Mishra 14
  • 15. Purpose of Exploratory Research – To gain background information – Research problem formulation – Developing hypothesis – Identifying and defining key research variables Dr. Amitabh Mishra 15
  • 16. Uses of Exploratory Research • Formulate a problem or define a problem more precisely • Identify alternative courses of action • Develop hypotheses • Isolate key variables and relationships for further examination • Gain insights for developing an approach to the problem • Establish priorities for further research 16Dr. Amitabh Mishra
  • 17. Methods of Exploratory Research • Secondary Data Analysis • Experience Surveys or Survey of experts – Focus Groups – Depth interviews – Projective Techniques • Case Analysis 17Dr. Amitabh Mishra
  • 19. Descriptive Research • Descriptive research is undertaken to describe some thing usually market characteristics or functions. Dr. Amitabh Mishra 19
  • 20. Characteristics of Descriptive Research • In contrast to exploratory research it is marked by- – Clear statement of problem – Specific hypothesis, and – Detailed information needed • It assumes that researcher has prior knowledge about the problem situation Dr. Amitabh Mishra 20
  • 21. • It is pre planned and structured • It is based on large representative sample • Specific hypothesis are formulated before conducting the research Dr. Amitabh Mishra 21
  • 22. • It requires clear specification of 6 W’s- 1. Who- should be surveyed 2. What- what information should be obtained 3. When- should the information be obtained 4. Where- from where (house, shopping mall, market etc.) 5. Why-why we are obtaining information from respondents 6. Way- in what way we are going to obtain the information i.e personal interview, telephone, mail survey etc . Dr. Amitabh Mishra 22
  • 23. Purpose/Use of Descriptive Research • To describe the characteristics of relevant groups, such as consumers, salespeople, organizations, or market areas . (ex- developing profile of heavy users of a prestigious store) • To estimate the percentage of units in a specified population exhibiting a certain behavior . (% of heavy users of a prestigious store who also patronize discount departmental store) 23Dr. Amitabh Mishra
  • 24. • To determine the perceptions of product characteristics (Ex- how do household perceive the various departmental stores in terms of salient features of the choice) • To determine the degree to which marketing variables are associated (to what extent is shopping at department store is related to eating out) Dr. Amitabh Mishra 24
  • 25. • To make specific predictions (ex- what will be retail sales of reliance super for fashion clothing in Noida area) Dr. Amitabh Mishra 25
  • 26. Methods of Descriptive Research • Secondary data analyzed in a quantitative, as opposed to a qualitative, manner • Surveys • Panels • Observational and other data 26Dr. Amitabh Mishra
  • 27. Types of Descriptive Research Dr. Amitabh Mishra 27 Single Cross- Sectional Design Multiple Cross- Sectional Design Descriptive Research Cross-Sectional Design Longitudinal Design
  • 28. Cross-Sectional Designs • “Cross-sectional research design involve the collection of information from any given sample of population elements only once”. • Cross-sectional studies take “snapshots” of the population at a point in time. • It is most frequently used descriptive design in marketing research. 28Dr. Amitabh Mishra
  • 29. EXAMPLE: 1 How did American people rate the performance of President “Barack Obama” immediately after killing of “Osama-bin-Laden” Dr. Amitabh Mishra 29
  • 30. • “In single cross-sectional designs, there is only one sample of respondents and information is obtained from this sample only once”. This is also called sample survey research design. • In multiple cross-sectional designs, there are two or more samples of respondents, and information from each sample is obtained only once. Often, information from different samples is obtained at different times. Dr. Amitabh Mishra 30
  • 31. Longitudinal Designs • In longitudinal design a fixed sample (or samples) of population elements is measured repeatedly on the same variables. • i.e. Same people are studied over time and same variables are measured. • A longitudinal design differs from a cross-sectional design in that the sample or samples remain the same over time. 31Dr. Amitabh Mishra
  • 32. EXAMPLE:1 How did American people change the view of President Barack Obama’s performance during financial crisis. Dr. Amitabh Mishra 32
  • 33. EXAMPLE: 2 How did Indian change the view of Prime Minister Narender Modi’s performance during demonetization Dr. Amitabh Mishra 33
  • 34. Advantages and Disadvantages of Longitudinal and Cross-Sectional Designs Evaluation Criteria Cross-Sectional Design Longitudinal Design Detecting Change Large amount of data collection Accuracy Representative Sampling Response bias - - - + + + + + - - Note: A “+” indicates a relative advantage over the other design, whereas a “-” indicates a relative disadvantage. 34Dr. Amitabh Mishra
  • 36. Causal Research • “Causal research is conducted to identify the cause and effect relationship between two or more business variables”. • Major objective of causal research is to obtain evidence regarding cause and effect relationship. Dr. Amitabh Mishra 36
  • 37. • Example- A common assumption that a decrease in price will lead to increase in sales and market share does not hold true in certain competitive environment. Dr. Amitabh Mishra 37
  • 39. • Causality is “a situation when occurrence of X increases the probability of occurrence of Y”. • A statement such as "X causes Y" shows causality. • Experimentation is commonly used to infer causal relationships. Dr. Amitabh Mishra 39
  • 40. Concept of Causality A statement such as "X causes Y" will have the following meaning to an ordinary person and to a scientist. ____________________________________________________ Ordinary Meaning Scientific Meaning ____________________________________________________ X is the only cause of Y. X is only one of a number of possible causes of Y. X must always lead to Y The occurrence of X makes the (X is a deterministic occurrence of Y more probable cause of Y). (X is a probabilistic cause of Y). It is possible to prove We can never prove that X is a that X is a cause of Y. cause of Y. At best, we can infer that X is a cause of Y. 40Dr. Amitabh Mishra
  • 41. Definitions and Concepts In Causal Research Dr. Amitabh Mishra 41
  • 42. • Some basic concepts needed to understand causal research are- 1. Independent variables (Treatment) 2. Test units 3. Dependent variables 4. Extraneous variables 5. Experiment Dr. Amitabh Mishra 42
  • 43. Independent Variable/Treatment • “Independent variables are variables or alternatives that are manipulated and whose effects are measured and compared”. • Independent variables are those variables which the researcher has control over and wishes to manipulate. • Example: The 4 P’s i.e. level of advertising expenditure; type of advertising appeal; price; product features, etc. 5-43Dr. Amitabh Mishra
  • 44. Test units • “Test units are individuals, organizations or other entities whose response to the independent variable or treatment is being examined”. • Test units may include- – Consumers, – Stores or – Geographical areas. Dr. Amitabh Mishra 44
  • 45. Dependent Variables • “Dependent variables are the variables which measure the effect of the independent variables on the test units”. • Example- sales, profits, and market shares • Dependent variables are those variables that we have little or no direct control over, yet we have a strong interest. Dr. Amitabh Mishra 5-45
  • 46. Extraneous Variables • “Extraneous variables are all variables other than the independent variables that affect the response of the test units”. • “Extraneous variables are those variables that may have some effect on a dependent variable yet are not independent variables”. • Example- store size, store location, and competitive effort. • Extraneous variables must be controlled through proper experimental design. 5-46Dr. Amitabh Mishra
  • 47. Experiments • An experiment is defined as “Manipulating an independent variable to see how it affects a dependent variable, while also controlling the effects of additional extraneous variables”. Dr. Amitabh Mishra 5-47
  • 48. Experimental Design • Experimental design is a procedure for devising an experimental setting such that a change in a dependent variable may be attributed solely to the change in an independent variable. 5-48Dr. Amitabh Mishra
  • 49. Uses of Causal Research • To understand which variables are the cause (independent variables) and which variables are the effect (dependent variables) of a phenomenon • To determine the nature of the relationship between the causal variables and the effect to be predicted. Dr. Amitabh Mishra 49
  • 50. Types of Experimental Design •Experimental design are of 4 types 1. Pre-Experimental Designs 2. True Experimental Designs 3. Quasi-Experimental Designs 4. Statistical (Correlational and Ex Post Facto) Designs
  • 51. Experimental Design • Symbols of an experimental design: • O = measurement of a dependent variable • X = manipulation, or change, of an independent variable • R = random assignment of subjects to experimental and control groups • E = experimental effect
  • 52. 1. Pre-Experimental Designs One Shot Case Study To attempt to explain a consequence by an antecedent. X O
  • 53. Pre-Experimental Designs One Group Pretest-Posttest Design To evaluate the influence of a variable. O1 X O2
  • 54. Pre-Experimental Designs Static Group Comparison To determine the influence of a variable on one group and not on another. GROUP I O1 X GROUP II O2
  • 55. True Experimental Designs Pretest-Posttest Control Group Design To study the effect of an influence on a carefully controlled sample. O1 X O2 R O3 O4
  • 56. True Experimental Designs Solomon Four Group Design To minimize the hawthorne effect. O1 X O2 O3 O4 R X O5 O6
  • 57. True Experimental Designs Posttest Only Control Group Design To evaluate a situation that cannot be pretested. X O1 R O2
  • 58. Quasi-Experimental Designs Nonrandomized Control Group Pretest-Posttest Design To investigate a situation where random selection and assignment are not possible. O1 X O2 O3 O4
  • 59. Quasi-Experimental Designs Time Series Experimental Design To determine the influence of a variable introduced only after a series of initial of observations and only where one group is available. O1 O2 O3 O4 X O5 O6 O7 O8
  • 60. Quasi-Experimental Designs Control Group Time Series Design To bolster the validity of the previous design with the addition of a control group. O1 O2 O3 O4 X O5 O6 O7 O8 O1 O2 O3 O4 O5 O6 O7 O8
  • 61. Quasi-Experimental Designs Equivalent Time Series Design A variant of the previous design with purpose of controlling history in time designs. X1 O1 X0 O2 X1 O3 X0 O4
  • 62. Correlational and Ex Post Facto Designs Casual-Comparative Correlational Studies To seek for cause-effect relationships between two sets of data. OA = OB
  • 63. Correlational and Ex Post Facto Designs Designs Ex Post Facto Studies To search backward from consequent data for antecedent causes. Direction of the Research Effort O Other Possible Direction Other Possible Direction Origin
  • 64. Conditions for Causality Dr. Amitabh Mishra 64
  • 65. Conditions for Causality • Before assuming causality, three conditions must be satisfied- 1. Concomitant variation. 2. The time order of occurrence. 3. The absence of other possible causal factors. Dr. Amitabh Mishra 65
  • 66. • Concomitant variation is the extent to which a cause, X, and an effect, Y, occur together or vary together in the way predicted by the hypothesis under consideration. Dr. Amitabh Mishra 66
  • 67. • The time order of occurrence condition states that the causing event must occur either before or simultaneously with the effect; it cannot occur afterwards. Dr. Amitabh Mishra 67
  • 68. • The absence of other possible causal factors means that the factor or variable being investigated should be the only possible causal explanation. • i.e all other possible factors will be assumed constant or held controlled. 68Dr. Amitabh Mishra
  • 69. Validity in Experimentation While conducting an experiment, researcher in interested in insuring- 1.Internal validity 2.External validity Dr. Amitabh Mishra 69
  • 70. Internal validity • Internal validity refers to whether the manipulation of the independent variables or treatments actually caused the observed effects on the dependent variables. • Control of extraneous variables is a necessary condition for establishing internal validity. Dr. Amitabh Mishra 70
  • 71. External validity • External validity refers to whether the cause-and-effect relationships found in the experiment can be generalized. • And if so, To what populations, settings, times, independent variables, and dependent variables can the results be projected? 71Dr. Amitabh Mishra
  • 72. Experimental Design An experimental design is a set of procedures specifying:  the test units and how these units are to be divided into homogeneous subsamples,  what independent variables or treatments are to be manipulated,  what dependent variables are to be measured; and  how the extraneous variables are to be controlled. 72Dr. Amitabh Mishra
  • 73. A Comparison of Basic Research Designs Objective: Characteristics: Methods: Discovery of ideas and insights Flexible, versatile Often the front end of total research design Expert surveys Pilot surveys Case studies Secondary data: qualitative analysis qualitative research Describe market characteristics or functions Marked by the prior formulation of specific hypotheses Preplanned and structured design Secondary data: quantitative analysis Surveys Panels Observation and other data Determine cause and effect relationships Manipulation of independent variables, effect on dependent variables Control mediating variables Experiments Exploratory Descriptive Causal 73Dr. Amitabh Mishra
  • 74. Test Marketing • Test marketing is the phrase commonly used to indicate an experiment, study, or test that is conducted in a field setting. • Uses of test markets – To test sales potential for a new product or service – To test variations in the marketing mix for a product or service 74Dr. Amitabh Mishra