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Communicating Quantitative Information

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Title: Communicating Quantitative Information


1
Communicating Quantitative Information
  • Decision Making

2
What is a Decision?
  • A decision is an irreversible choice among
    alternative ways to allocate valuable resources

3
Expected Values
  • Expected value if someone has a 1 in 4 chance of
    winning 100, the expected value of of the
    gamble (the gamblers expectation) is ¼ of 100,
    or 25

4
Expected Values
  • A 20,000 lottery offers a 1-in-1000
  • chance of winning. The expected value of
  • playing this lottery ignoring the ticket
  • price equals 0.001(20,000)0.999
  • (0), or 20. Based on expected value,
  • what will be a reasonable bet?

5
Expected Values
6
Neonatal Intensive Care Costs Estimate
  • Neonatal cost premature boy-5,000, premature
    girl-4,800. If 51 of all premature births are
    boys, what will be expected intensive care cost
    of a single premature birth?

7
Neonatal Intensive Care Costs Estimate
  • P(boy)0.51
  • P(girl)0.49
  • Cost(.494800)(0.515000) 4,902

8
Neonatal Intensive Care Costs Estimate
  • A study of hospital predict 100 qualifying
    premature births in the coming year
  • Q1what is the total expected cost of premature
    births for the coming year?
  • Q2if a governmental agency offers a single lump
    sum payment of 350, 000 on June 30, should the
    hospital take it?
  • Or should it seek reimbursement on case by case
    basis?

9
Back to guessing on the tests
  • On standardized tests your penalty is .25 for a
  • wrong answer.
  • Assume 5 multiple choice answers.
  • What is the expected value of a guess?
  • What will be the expected value of a guess if we
  • eliminate one answer as wrong?

10
A simple problem How should I invest 1000?
  • Certificate of deposit (CD), risk free
  • Equity investment, risk involve
  • You will reconsider your investment
  • decision at the end of one year, but not
  • earlier.
  • You have no fees or taxes to consider, just an
    identical 1,000 investment in either case.

11
How should I invest 1000?
  • The CD pays simple interest at a rate of 5
    annually. What is your return?
  • For equity investment
  • a 30 probability that its market value will have
    gone up by 500
  • a 40 probability of a modest 100 increase in
    value
  • a 35 probability of a substantial drop in value,
    -600.

12
How should I invest 1000?
  • Let's design the decision tree on paper.
  • Expected value(5000.3) (1000.4)
    (-6000.3) 150 40 -180 10.

13
Decision Trees
  • In building a decision tree, there are some
  • basic guidelines to be considered
  • In the tree, events are ordered from left
  • to right.
  • 2. Different kinds of events are distinguished
  • using shapes called nodes.
  • 3. A decision node (square) indicates a choice
    facing the decision maker.

14
Decision Trees
  • 4.A chance node (circle) represents an event
    which has multiple possible outcomes and is not
    under the decision makers control.
  • 5. A terminal node (triangle) denotes the
    endpoint of a scenario

15
Decision Trees
  • 6. Branches emanating from a decision node
    represent the options. All available choices must
    be represented.
  • Branches emanating from a chance node represent
    the possible outcomes of the event. All possible
    outcomes must be represented, none overlap.
  • 8.Terminal nodes are assigned a value,
  • usually referred to as a payoff.

16
Decision Tree(calculation)
  • The value of a decision node is equal the value
    of its best option
  • The value of a terminal node is equal to its
    payoff
  • The value of chance node is equal to its expected
    value which is found by by weighting the values
    for all of each branches by their probabilities

17
In Class Exercise
  • Your patient is 24 year old male who suffered an
    open ankle fracture in a rock climbing accident.
    The accident occurred during an unexpected
    snowstorm. A number of days passed before he was
    rescued.
  • The wound is seriously infected and the foot is
    gangrenous. Oral antibiotics administered by the
    rescue team and in the ER have been ineffective.

18
In Class Exercise
  • You are concerned that it may not be possible to
    save the foot and, further, that if the infection
    spreads, it can threaten the leg or even cause
    death. A decision must be made whether to
    amputate the foot or attempt to save it at the
    risk of more serious consequences.

19
In Class Exercise
  • Based on your experience, supplemented by review
    of literature, you estimate that administration
    of high-dose intravenous antibiotics combined
    with surgical debridement offers 0.65 (65)
    probability of saving the foot, a 0.35 (35)
    probability infection spread. If it happens, the
    foot will be amputated at the knee, or a patient
    might die(0.15 (15) probability of death).
  • Surgery at this time to amputate at the ankle
    poses no other material causes.

20
In Class Exercise
  • Discuss payoff (utilities)
  • Death - 0
  • Foot saved 1
  • Foot amputated 0.65
  • Leg amputated 0.5
  • Create a tree and calculate the expected values

21
Vanguard Software
  • http//www.vanguardsw.com/decisionpro/jdtree.htm
  • (you can request a 15 day trial copy of the
    software)
  • Full software has optimization tools.
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