Title: 1. Introduction
11. Introduction
- Steps in Problem Solving and Decision Making
- Identify the Problem
- Determine Alternatives
- Determine the Criteria to evaluate alternatives
- Evaluate Alternatives
- Choose an alternative
- Implement the chosen alternative
- Evaluate the Results
2Models
- Models are representations of reality.
- We interested in mathematical models.
- Why mathematical modeling?
- Can understand a real world phenomenon
- better, quicker.
3Well Known Models
- Break-even Analysis
- Annual Fixed Costs 100,000
- Price /Unit 50
- Variable Costs/Unit 30
- Break-even Point in Units 100,000 / (50-30)
- 5,000 units
- BEP in 5,000 50
- 250,000
4Well Known Models
- Capital Budgeting
- Present Value of outflows 545,000
- Present Value of Inflows 700,000
- Net Present Value 155,000
5Do Models Have to be Realistic?
- BEP
- Are revenues linear in of units?
- Quantity discounts
- Are all costs fixed and variable?
- Step costs
- What happens to the inventories?
- Realism of models is desirable, but not
necessary. Criteria is does the model help us
understand, predict, control the real world
situations better
6Constants, Variables, Linearity
- A variable can take different values.
- P price per unit
- V Variable cost per unit
- F Fixed cost per year
- BEP F / (P-V)
- F, P, V are variables. We can assign different
values - F 9 / 5 C 32
- F Fahrenheit, C centigrade Variables
- 9, 5, 32 are constants.
7Constants, Variables, Linearity
- A function is linear in a variable if the
variable is multiplied (or divided) by a constant
and a constant is added. - y a b x
- a, b are constants. Y is linear in x since it is
multiplied by a constant and a constant is added. - y bx and Y a x are linear
functions - Y x2, y log (x), y wx where w is another
variable are not linear functions. -
8Constants, Variables, Linearity
9Linear Functions
- b
(slope) - a (Intercept)
- Equation of the line is y a bx
10Slope
- Increase in y for unit increase in x.
- If (2,12) and (5,24) are two points on a line,
then for 3 (5-2) units of increase in x, y has
increased by 12 (24-12) - Slope 12 /3 4.
- Plot y 2x, y -3x, y -5 3x
- Y -12 -4x
11Linear Functions
- Determine intercept (a), Slope (b) and the
equation of the line -
- 5
-
-
15
12Linear Functions Determine intercept (a), Slope
(b) and the equation of the line
6
-15
13Linear Functions Determine intercept (a), Slope
(b) and the equation of the line
10
-4
-10
14Decision Variables, Parameters
Uncontrollable Inputs Parameters
Mathematical Model
Solution
Controllable Variables Decision Variables
15Alternatives and Criterion in Decision Making
- Criterion is the objective of decision making.
- A firm may be interested in picking a price to
maximize revenues, profits, customer
satisfaction, . - For a different decision, it may be interested in
reducing costs.
16Alternatives and Criterion in Decision Making
- Alternatives are the choices available in a
decision making situation. - Sometimes, for emphasis, feasible alternatives is
also used to rule out impractical alternatives.
17Pricing Decision
- Demand 500 5 Price
- Criterion Maximize revenues.
- Revenue (500 5 P) P
- 500 P 5 P2
- Is this a linear function in price?
18Pricing Decision
- Revenue function
-
-
- 0
100 - Units
19A Solution to Pricing Problem
- How do we identify the highest point of the
revenue curve? - Tangent to the total revenue curve has 0 slope
- Tangent of TR 500 P 5 P2
- Is 500 2 5 P 0
- Or P 50/unit
20Classification of Management Science Models
- Deterministic Parameters of the problem are
known. - Stochastic or probabilistic Parameters are not
known with certainty. - Single Period
- Multiple Perod
21Goal Seek
- Not attempting to find the best solution but
satisfactory solution. - Price 100, Variable cost 40
- Fixed costs 30,000 per year.
- How many units to sell to make annual profit of
20,000?
22Problems