Mathe III Lecture 1 Mathe III Lecture 1. 2 WS 2005/6 Avner Shaked Mathe III Math III.
MS III- September 23 Lecture 3
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Transcript of MS III- September 23 Lecture 3
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Advance ResearchMethodology
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Topics covered in the previous class
•
•
Ethics in research & plagiarism
Problem identification & problem
statement
•
•
• •
Research
Research
Need for Different
question/objectives
significance
citing other people’s referencing style
work
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support by reviewed literature
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References, appendices…
ConclusionReview literature
To discuss relations
between the study
variables
Discuss your findings &Define each variables, discussthose variables
Data collection, analysisReview literature
Select appropriate research
paradigm & design
Identify R.Problem, RQs,ROs, R.Significance
Review literature related to
methodology
Exhaustively review literature
to find research gap
State hypotheses
Read some literature to get a
suitable POI
Draw the conceptual
framework
Develop hypothesesFind your research interest
Mkt/HR/OB etc.
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Crafting the Literature Review: Part I
• Basic ideas related to independent,
dependent, mediator and moderator
variables
• Different analytical tasks of
review
Literature summary table
Research gap
the literature
•
•
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• An independent variable is thought to
influence, or at least be correlated with,another variable: the dependent variable.
• A dependent variable is a variable that is
explained by one or more other variables,
which are referred to as independent
variables.
• Moderator variable affects the direction
and/or strength of the relation between an
independent or predictor variable and a
dependent or criterion variable.
• Mediator variable explains the
relationship
variables.
The moderating variable may take
the form of an indicator variable
(0/1 values), a categorical
variable, or a continuous variabl8e.
It lies intermediate
between independent
causal factors and a finaloutcome.
Mediating variables aim to
estimate the way a
variable Z affects the
impact of X on Y
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Variables…
IV DV
Mediator
Moderator
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Switching Cost
LoyaltySatisfaction
SatisfactionService Quality Loyalty
LoyaltyService Quality
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Summary Table Template
Article code Author & year Article title,
journal name,
ROs/RQs Methodology Findings Variables/ Dimensions
volume, pages
issue,
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Role of LR
• Summary – Smart representation of the facts
• Critique – Critically analyse other peo ples’ work
• Finding the trend/pattern – Finding similarity, dissimilarity, cultural context, industry context,
product/service context, etc.
• Synthesis – Synthesis means to combine a number of different pieces into a whole. It
is about concisely summarizing and linking different sources in order to review
the literature on a topic, make recommendations, and connect your practice to
the research.
Making sense of existing literature, finding research gap, etc. –
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Finding research gap
What is not studied
yet?
Research gap
What is examined so
far in the existing
literature?
http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=VP7saQ1Yd_LDPM&tbnid=k1SYZynG-_3YCM:&ved=0CAUQjRw&url=http://mature-students.blog.yorku.ca/&ei=fuM7UtjFHcvhrAe1s4HABg&bvm=bv.52434380,d.bmk&psig=AFQjCNGSkBSQj1o91ILsGYfCsDXxiwlUNw&ust=1379742545725199http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=VP7saQ1Yd_LDPM&tbnid=k1SYZynG-_3YCM:&ved=0CAUQjRw&url=http://mature-students.blog.yorku.ca/&ei=fuM7UtjFHcvhrAe1s4HABg&bvm=bv.52434380,d.bmk&psig=AFQjCNGSkBSQj1o91ILsGYfCsDXxiwlUNw&ust=1379742545725199
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Crafting the Literature Review: Part II
•
•
Need for a theory
Basic understanding of uni-dimensional
and multi-dimensional construct
• Basic elements of LR chapter
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Need for the theoretical support
A theory provides an explanatory framework for someobservation, and from the assumptions of the explanation follows
a number of possible hypotheses that can be tested in orderprovide support for, or challenge, the theory.
to
Example of some widely used theories:
Resource Based View (RBV)
Expectancy Disconfirmation Theory (EDT)
Theory of Reasoned Action (TRA)Rational Choice Theory
Stimulus-Organism-Response (S-O-R)
Symbolic self-completion theory
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E t Di fi ti Th (Oli 1977)
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Expectancy Disconfirmation Theory (Oliver, 1977)
Post-satisfaction outcomeThe complete expectancy disconfirmation with performance model
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LoyaltySatisfactionService Quality
Perceived
Performance
Repurchase intention
Satisfaction/
dissatisfaction
Subjective
disconfirmatio
n
Calculated
disconfirmatio
n
Expectation
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Uni-dimensional versus multi-
dimensional constructs
A construct is
multidimensiona
l when it refers
to severaldistinct but
related
dimensions
treated as a
single
theoretical
Existence of one
latent traits
underlying the
data (Hattie,1985)
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Uni-dimensional Multi-dimensional
Construct
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Example…
Examples of multidimensional constructs
include overall job satisfaction defined as
satisfaction with multiple job facets (Smith,
Kendall, & Hulin, 1969; Warr, Cook, & Wall,
1979)
•
• Job satisfaction may be defined as the degree of positive affect
toward the overall job or its components.
• Several authors distinguish between operational definitions of
job satisfaction as 1) an overall rating of the job as an entity,
and 2) the sum of evaluative ratings of several
characteristics or "facets“ [18,19,20].
job
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What to write when you have multi-
dimensional construct
In regard to Multi-dimensional construct, you need
to •
discuss: Why this construct falls under higher order factor
structure and not first order?
–
–
How the past researchers treated this construct?
Why you need to treat it at second/third order?
• •
•
Whether the items are formative or reflective… If it is formative, why? If it is reflective, why?
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Basic elements of chapter 2
LR chapter is combined with CD
chapter
So, the LR chapter has basically 2 parts:
•
• – LR :
•
•
•
Discuss about the theories that you would like to highlight
Discusses in detail about the construct
Don’t forget to discuss about your chosen research context
– CD: Develops research hypotheses & show the framework
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Chapter 2: Literature Review & Conceptual Design
Theories/Models
Construct wise review
Defining the construct ImportanceConflict/contradiction Dimensions,
types (if any) Measurement
issues (if any)
Relationship wise review A affects B A affects C
Hypotheses statementsResearch Framework
Study context (this section
can be placed in Chapter 1/2/3)What is this context all about?Importance, trend…
Variables embedded in the context
Conclusion
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What to write while discussing
construct?
each
• Construct wise review –
–
–
–
–
Defining the construct
Importance
Conflict/contradiction
Dimensions, types (if any)
Measurement issues (if any)
•
•
Each paragraph should carry only one idea
You maywrite up
use sub-sub headings in order to organize your
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How to develop hypotheses?
• •
Theoretical support (for thesis, it is compulsory) Logical explanation of the relationship between the two
variables/ empirical evidences
•
Highlight the uniqueness
brief) of
your
hypothesis
(in
• State the hypothesis
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No. Methodological objective Questions answered by the Analytical Hypothesis
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g j y
analytical tools
y
tools
yp
(multivariate)
and indirect effects of predictor
To test differences between 2 groups on
one DV.
Do differences exist between 2
groups on one DV?
t-Test
(bivariate)
There will be a significant difference between male and
female in term of their loyalty pattern.
To examine the mediating effect of a
particular variable
Does X mediates the relationship? Mediated
Regression,
SEM
X mediates the relationship between P and Q.
To examine the moderating effect of a
particular variable
Does X moderates the relationship? Moderated
Hierarchical
Regression,
SEM
X moderates the relationship between P and Q.
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To examine the effect of IV on DV. How much variance in the DV is Regression
accounted for by linear combination (bivariate)
of the IVs?
Also, how strongly related to the DV
is the beta coefficient for each IV?
X will be positively/negatively related to Y.
X will be positively associated with Y.
The higher/greater the X, the higher/greater the Y.
X will positively/ negatively affect Y.
There is a significant positive/negative relationship
between X and Y.
X will have a direct effect on Y.
To examine the simultaneous effect of
more than one IVs on DV/more than one
DVs.
To test the whole model simultaneously.
What are the simultaneous direct
variables on the DV?
Do differences exist between 2 or
more groups on one DV?
AMOS
To predict the relationship between X
and Y.To test the whole model simultaneously.
PLS
(multivariate)
To test differences among more than 2
groups on one DV.
ANOVA There will be significant differences between Malay and
(bivariate) Chinese and Indian in term of their loyalty pattern.
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.
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Thank You…