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Probability and Research

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Title: Probability and Research


1
Probability and Research
  • Predicting
  • Results

2
Probability
  • Children are shown a puppet show.
  • There are two puppet actors, Sally and Anne.
  • Sally hides a marble in a basket, then leaves the
    room.
  • While she is gone, Anne takes the marble from the
    basket and hides it in a box.
  • Where will Sally look for her marble?

3
Can a statistical model reliably predict that you
will buy the latest Harry Potter book, or add
brie to your shopping cart this week?
4
  • Most of economic theory presumes that decision
    makers are rational they correctly conceive of a
    well-defined set of alternatives, have
    well-defined preferences, and choose a best
    alternative.
  • Psychologists, sociologists and political
    scientists believe that all action is
    fundamentally 'rational' in character and that
    people calculate the likely costs and benefits of
    any action before deciding what to do.
  • This approach to theory is known as rational
    choice theory.

5
Economic behavior is a fundamental component of
human nature. In particular, it is rooted in the
observation that all human beings have a natural
interest in behaving economically.
  • Performance outcomeY is a function of factorsX
  • Performance
  • Outcome

Y f(x)
Factors Affecting Outcome Y
6
The Challenge Identifying what factors affect
people performance!
  • Performance Factors

Knowledge Information Research
Policy Organizational Behavior
Skills Performance
7
One way of doing this is by introducing to your
methodology Theoretical Paradigms, Conceptual
Designs, Prototypes, Precedents, Exampes
and/orModels
Quality and Efficiency
Voluntary Association
8
Economic models serve to simplify data, to
forecast probable economic activity and to
demonstrate best policy choices.
9
Models can provide a scheme to demonostrate your
knowledge of the ideal organizational
operations/structures.
10
This particular model is based on Adam Smith It
is mostly used as an economic model but as you
can imagine has implications for Social
Responsibility.
Customer Satisfaction
TransparencyOpen and Honest Exchange of
Information
11
It is not usually applied to IR but does have
implications for freedom, rights and democracy.
Improved economic and social services
An increase in freedom Freedom of Association
12
It is helpful to your commitee if you create such
a model yourself or use one that is established
as a precedent.
13
The Bar Chart is another popular way of
displaying your basic research methodology.
14
Flow Charts are also very effective models.
15
Mean (average), Median (most scores were equally
above and below this point, Norm (most frequent
scores).
Norm Distribution
16
In economics rational behavior means that
individuals maximize utility under the
constraints they face.
Initially students have always thought of
negotiating as like a tug of war! In other words
they think of negotiating as an effort to
maximize utility.
17
Utilility can be hard to dispute because it often
means the greatest good for the greatest number
of people. Some will get hurt but the utility
benefits outweigh the utiliity costs.We
sometimes use the Ford motor company as an
ethical example of using this type of model.
18
As anticipated some cars suffered the defect by
exploding into flames.
19
11 x 12.5 million autos137 million
  • Probability
  • Statistical probability showed that solving the
    defect could save 180 deaths (and/or as many
    serious injuries) it could also prevent 2100
    vehicles from burning. However the total
    savings from the prevention would be 49.15
    million dollars. Ford estamated-on the basis of
    utility-that is was not worth it to spend 137
    million to save a possible cost of 49.15
    million. The took the risk and produced the car
    with the defects.

20
Another paradigm for negotiating is Game Theory
21
Game Theory
Player B
Maximize Individual Gain
Create Mutual Benefit

6
2
Create Mutual Benefit
6
8
Player A
8
2
Maximize Individual Gain
2
2
22
Game Theory has serious implications not only for
business but also for IR.
  • Cooperation creates more benefits, refusal to
    cooperate creates momre threats.

23
Russia tests new ballistic missile
NATO has thoughts of bringing their Missile
Defense System to Eastern Europe. It is a complex
and ever evolving web of interlinked weapons and
radar based on land, sea, air and in space.
24
The international interactionsand politicies we
observe at the macro-level (e.g., wars, trade,
terrorism) are driven by factors, events and
decisions that occur at the micro-level (e.g., in
war elite decision-making, domestic politics,
culture, state alliances, and so on).
  • The tool that political scientists use to make
    sense of this complexity is modeling.
  • One such popular model is Game Theory.
  • You may have heard of game theory if you have
    seen the movie A Beautiful Mind, a biographical
    account of an important game theorist, John Nash,
    or if you have ever watched the TV show Numbers,
    in which Charlie (Professor of Mathematics) helps
    his brother Don (FBI agent) solve crimes using
    mathematical models or game theory.

25
IR also assumes strategic interactions among
rational actors, who are trying to act according
to how they think their counterparts will act
and/or react.
  • Within every society culturally defined
    principles of justice and law serve to generate
    internationally consistent expectations of how
    political games are played and these coordinating
    principles are strengthened by the assummption
    that they are socially constructed to be in
    harmony with (universal) natural law.

26
Game Theory Methodology
  • Game theory methodology assumes that
    international transactions involves a group of
    individuals (whom we call players).
  • Each players actions can be predicted on the
    basis of probability theory.
  • However predictions are determined on the basis
    of deciding whether or not statees (autonomous
    regions) will act on the basis of interests,
    policy (treaty) or cultural values.

27
Understanding Consumer Behavior
28
The Psychology of Consumer Behavior
  • The Problem
  • What markets are you trying to reach and what
    will attract their interests/attention.
  • What media would reach them most efficiently?

29
The SolutionConsumer Psychology
  • Survey.   Interview to collect informatioin about
    attitudes, opinions, experiences, perceptions and
    behaviors which are suspected to relate in some
    way to your business interests.  Getting the
    right questions, and asking them in the right way
    is pivotal - and especially difficult.
  • Statistical analysis.  There are many strategies
    for isolating segments from each other and
    demonstrating the connection. 
  • Psychological profiling.  It is one thing to
    discover that certain groups of individuals give
    similar responses on certain key questions in a
    survey.   It is quite another to figure out who
    these people really are what the underlying
    psychology is that makes them think and feel and
    act as they do. creators.  To make profiles that
    accurately reflect the segments, while making
    them "come alive" as people,  takes a lot of
    creeativity, art and science. 
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