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Presentations

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... has records only regarding ONE criteria and whether the loan was paid off or not ... When you talk about this calculation, do not beat the point to death! ... – PowerPoint PPT presentation

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Title: Presentations


1
Presentations
  • For presentations Bring 3 copies of slides, two
    to turn in (4 slides per page) and one copy in
    case of computer problems (1 slide per page)
  • Check website for general guidelines on
    presentations and papers
  • Check website for due dates on papers.
  • Bring to class for presentationsCopies of peer
    evaluation form, 6 forms, one for each
    presentation other than your own. These will be
    due each day following the presentations.

2
Scenario
  • You work at a bank and need to decide whether to
    foreclose on a loan for a borrower who is
    delinquent
  • Arcadia Bank has a set of records from 3
    banks1. BR bank has records of of years
    experience2. Cajun Bank has records of
    educational level3. DuPont bank has records on
    state of the economy
  • NOTE Each bank has records only regarding ONE
    criteria and whether the loan was paid off or not

3
Data Notation
  • The data set is a collection of successes and
    failures for loan workouts, divided into three
    categories, Y, T, C
  • Notation and variablesSthe set of all
    successful loan workoutsFthe set of all failed
    workoutsYthe event that a borrower has y years
    experienceTthe event that a borrower has
    educational level tCthe event that a borrower
    has economic condition c
  • NOTE The information given on each of the
    borrowers satisfies one and only one of the
    events Y, T, or C.

4
Goal
  • The goal is to use all available information to
    compute the expected return on your borrowers
    loan workout
  • Let Zthe random variable giving the amount of
    money that Arcadia Bank will receive from a loan
    workout
  • Z can take on two values1. full value if loan
    is successful2. default value if the loan is a
    failure

5
Expected Return
  • For your preliminary reports you
    calculatedE(Z)full valueP(S)default
    valueP(F)
  • This was just a simple calculation and did not
    take into account the specific data on your
    borrower
  • Now we can use all the tools we have learned in
    order to make a quantitative decision on whether
    to do a workout or foreclosure on your borrower
  • Why do we need to make a quantitative decision?
    Address this in your project.

6
Expected Value Using Y,T,C
  • E(Z)full P(SYnTnC) default P(FYnTnC)

Lets look at P(SYnTnC)
(By definition of conditional probability)
(By definition of Bayes Theorem)
7
Expected Value Using Y,T,C, cont
  • But we know that

This is true because Y, T and C are independent
events, which implies that
are independent events
Since they are independent, we can multiply their
probabilities You need to explain why they are
independent.
8
Expected Value Using Y,T,C, cont
  • We can closely estimate the value of

by using our database
9
E(ZYTC)
  • E(ZYTC)full P(SYnTnC) default P(FYnTnC)

10
E(ZYTC), cont
So you must calculate this as part of your
decision making process. When you talk about
this calculation, do not beat the point to
death!! In other words, do not tell me step by
step what you did (i.e, multiply by this number
and add it to this number, etc.)
11
E(ZYTC), cont
  • We just calculated part of our E(zYTC) value
  • E(Z)full P(SYnTnC) default P(FYnTnC)
  • NOTE P(SYnTnC) P(FYnTnC)1
  • Why?

12
E(ZYTC)
  • Just when you thought it was all over
  • Now you go through the calculation again except
    this time, using Y and Y
  • EX if Y4 yearsY3-5 years ( a range of
    years)Y2-6 years

13
E(ZYTC)
  • Use the values of E(ZYTC), E(ZYTC), E(ZYTC) to
    make your decision
  • NOTE that using Y or Y does NOT require a
    totally new calculation. Only the probabilities
    dealing with the Y change, everything else stays
    the same

14
Things to consider
  • Why do we use Expected Value to make our
    decision?
  • Why are Y, T and C independent?
  • Where is independence used?
  • Why do you use Bayes Theorem?
  • Why can you use Bayes Theorem?

15
Further Analysis
  • The entire project has been laid out for you
    you should now know exactly what to do so you can
    make a decision
  • I want you to do some further analysis on this
    project
  • Things to consider What would happen if the
    economy changed? Education level?
  • Make your project be unique and stand out!
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