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    So, as I said earlier this decision models make use of mathematical routines. It can be
    differential calculus, it can be the mathematical programming, or it can be the statistical
    decision theory, or the Bayesian analysis or you can make use of the game theory.

    (Refer Slide Time: 01:02)

    So, what I am going to explain to you in this class is this four; one is the decision models
    making use of differential calculus, then mathematical programming, then statistical
    decision theory, then the game theory. I will explain this taking simple examples, you
    take an equation Z equal to this 56,000 minus 56,000 plus 1,200 P minus 4 P squared.
    Now, suppose you are given this type of an equation and you are asked to find the price,
    where price P that maximizes profits P always greater than 0. So, how are you going to
    do that? You are going to look at DP by DZ D squared P by DZ. When you are looking
    at DP by DZ and D squared by P by DZ, you may end up with a situation, when you
    solve this equation, that at the price of 150 your profits will be maximum.
    So, when the price of the product is priced at 150 you are likely to get the maximum
    profits, that is Z. So, this makes use of differential calculus to get this. So, take the first
    differential, the second differential, make it equal to 0 you will get this value. The second
    one is where we make use of mathematical programming. I have taken a mathematical
    programming makes use of an objective function. What is this objective function? You
    for the same profits you say you identify 2 variables which are likely to affect the profits
    say for Z that is a profit.
    Suppose, you construct this equation Z is equal to 10 A plus 20 D, where A stands for
    advertising D stands for distribution, that is the amount of money how because the
    numbers are very small I am taking it in dollars ok. So, suppose you are A plus D is less

    than or equal to a 100 these are the constraints. So, this is the objective function Z is
    equal to 10 A plus 20 D, subject to the constraints that A plus D should always be less
    than or equal to 100, A should always be greater than or equal to 40 that is the amount of
    dollars you are going to put on advertising should be always more than 40.
    But, it cannot go beyond 80, that is less than or equal to 80. Similarly, your D should
    always be greater than or equal to 10 less than or equal to 70 for a typical situation. Now,
    when you solve this taking this to these types of scenarios you can solve it very simply.
    So, 10 A plus 20 D how much you should get? You may find that by putting different
    values you may easily come to the D less than or equal to 70 is the next this thing.
    You may say how much money should I put on D and how much money should I put on
    A to maximize the profit? Suppose, I put let us say 40 on this and then you I put another
    60 on this, what is going to happen? If you see that your 10 A plus 20 D how much you
    are going to get, but the budget is only a 100 dollars kindly note that.
    So, how much should I do this? To get the maximum value of D you may end up saying
    that I put 40 for A and I put 60 for D and I may get the maximum value of Z. This is
    illustrating it by very simple example, then we may make use of this statistical decision
    theory. Let us say there are two scenarios which you are visualizing; one is the economy
    goes into recession, the second is the economy goes into prosperity.
    Now, as a company you are having two choices; one is to raise the price of the product,
    another is not to raise the price of the product. Kindly note that all these are hypothetical
    scenarios, just to illustrate what is this decision models. Suppose, your probability of
    recession is 0.7, then you raise the price of the product, if you raise the price of the
    product you are going to incur minus 10, that is you are going to incur a loss of rupees
    10.
    But, suppose you do not raise the price of the product, what is going to happen? You
    may, you are likely to incur a profit of rupees 50. Similarly, when the economy is
    prosperous, what is the probability of the economy being prosperous it is 0.3, how did
    you get 0.33 both the recession and the prosperity probability put together must start to 1.
    Now, suppose you do not raise the price of the product when it is a prosperous economy,
    you are likely to end up making profits of 70.

    And, suppose you raise the price when the economy prosperous, you are likely to end up
    making a profit of 100. Now, you may be asked to find out find that decision that
    maximizes the expected value of the payoffs for the firm. So, how are you going to do
    that? Suppose in a prosperous situation, if you do not raise the price of the product
    multiply this probability of prosperity by not raising the product, you are going to get 21
    for this, then for a recession if you see you are going to get 35 for this.
    So, what is this? Suppose, irrespective of whether it is a recession or prosperity you do
    not raise the price of the product, the value of the payoffs is likely to be 21 and 35. Now,
    suppose you raise the price of the product what is going to happen? You are going to end
    up 7 here raising during recession, during prosperity you are going to end up with 30.
    So, you may say whether it is a recession or prosperity, it is better for the firm not to
    raise the price of the product, because still it may be having a good profit margin to come
    in. So, this is how you actually make use of this. This is explaining to you in a very
    simple manner, how does the statistical decision theory work?
    This is given this is given by this gentleman base; it is goes by his terminology called the
    Bayesian analysis. The other one which you make use of in the decision models is what
    is called a game theory; this is called game theoretical modeling. This is very popular,
    you whether it is a stock market situation, whether it is a competitive market situation,
    you again make use of different types of scenarios. What is presented here is one
    company one competitor. The scenarios presented is whether to restyle the product or not
    to re style the product.
    So, this is what happens in most of the automobiles, you keep on changing the styling of
    the product. So, one product, one car, which came with one style at one particular point
    of time might not be there after 1 or 2 years. So, if you consider the present scenario,
    most of the prospective consumers are taken in by the styling of the Honda city car just
    say what a method of styling, which is adopted.
    So once a particular styling for a product comes in it lends itself to imitation by other
    players, who are competitors in the marketplace. So, they will change it rehash it very
    slightly, come out with the different styling characteristics, which will again appeal to
    the customer, the hope in the hope of appealing to the customer. Suppose, you are the
    company and you do not restyle your product the competitor also does not re stylist

    product. What does that scenario tell you? Both of you are where you where he is also
    not re styling, you are also not restyling that is you make 0.
    So, known there is no change that is taking place. Suppose you restyle, but the
    competitor does not restyle, you restyle the product that is your product, but the
    competitor does not restyle the product, then you make 20 rupees profit let us say.
    Suppose, you restyle and the competitor also restyles, then both of you may end up
    making 5 rupees profit. Suppose you do not re style and the competitor re styles, he may
    end up making 10 rupees loss.
    Suppose this is the type of scenario, which gets presented ok. As a company when are
    you very well off that is you re style the competitor does not re style, but normally does
    not happen kindly note that, the competitor will not allow you to run away with 20
    rupees profit.
    So, you restyle and competitor also re styles both of you may end up making up with 5
    rupees profit. This is probably the best scenario both of you where both of you are at an
    advantage. So, this is characterized by this expression I am you are ok. So, this is go
    back to the Indian mythology.
    So, normally we say that lord Vishnu he is sleeping on this Adhishesha. So, Adhishesha
    having. So, many hood heads on this. So, in front of lord Vishnu he is this big beast
    Garuda ok. Who is paying his respect? So, to the Lord Lord is in Yoga Mudra, this lord
    being in Yoga Mudra, Garuda place pays his respects to lord Vishnu at that time. So, it is
    said this Adhishesha Taunts Garuda, how are you Garuda are you are you ok.
    For which Garuda replies, what is the replay? Both of us are when we are at this place.
    So, that is when the lord is sleeping and you are also ok. When, I am paying respect to
    the lord sleeping on you I am also. So, you come when you come out on your own and I
    also come out of on my own both of us are not ok, that type of scenario more or less
    counted almost to explain this I am ok, you are concept.
    So, this is game theory. So, this is what we these are the different types of models that
    we use for this, then we look at some graphical models for analysis. One of the graphical
    models for analysis is what is called the logical flow diagram. What is this logical flow

    diagram? Again look at a note that all these models are looking at the price of the
    product the competitor what is he doing.
    So, you are starting with this scenario of the flow you choose the competitor. Now is the
    competitor going to cut the price of the product, suppose you come to a scenario where
    you say he is not going to cut the price of the product. So, you move to this is called
    branching. Now, suppose you are say the competitor cuts the price of the product the
    flow leads you have to tabulate, oh by how much is it cutting the price of the product?
    Then you are going to move to this is called looping, where you say easy the last
    competitor. Suppose, you say yes then this flow ends here, suppose you say no it again
    comes back to choose the next competitor ok. So, this is where you make use off in a
    logical flow diagram two aspects one is the branching and second is the looping to find
    out what should be your action, when the competitor is cutting the price should you also
    cut the price or not cut the price. So, you make use of this flow.
    So, in other words marketing is becoming more and more complex, it is not very simple
    as it used to be why it is becoming more and more complex, because the competition in
    the marketplace has become intense. We are making use of so, many mathematical
    routines yes making use of so, many computational routines to solve the different types
    of scenarios and marketer maybe faced in.
    (Refer Slide Time: 18:53)

    The second one which we make use of is what is called the network planning diagram.
    The network planning diagram makes use of the critical path look at this particular
    diagram; you have 6 activities coming in now. When you look at this activity 4 what can
    you make out. This 4 can start only when 2 and 3 are completed, then what you will
    make out when you look at activity 6, this activity 6 gets completed only when 4 and 5
    are completed.
    So, what are you likely to get through this whole network planning diagram? This
    network planning diagram gives you a scenario, where you find out the critical path how
    many weeks to be taken for this? So, if you look at this particular diagram, you may end
    up saying that this critical path should be 7 plus 4 plus 4, which is 11 15 weeks for this in
    this particular network planning scenario.
    The other one is called the causal analysis diagram. So, you are looking at pricing of the
    product the perceived quality of the product. Suppose, the normally what is this? When
    the price of the product increases the consumer assumes that the perceived quality, that is
    the quality of the product should also be high. The company might make use of
    advertising that is spend more dollars on advertising or more rupees on advertising also.
    When you put more and more money on this advertising you may end up with a scenario,
    that more of advertising can have a positive effect on the price, we can return can have a
    positive effect on the perceived quality, then when you increase your advertising
    expenditure, it is likely to have a positive effect on the demand for the product. And,
    when the perceived quality is assume to be very high, you are likely to end up with a
    scenario where the demand for the product is also increasing, this is called the causal
    analysis diagram.
    What is the cause for a particular scenario to be coming in. Your demand increasing, it
    may be due to the perceived quality in the marketplace or it may be due to the
    advertising spending that you are doing, you may have all these types of scenarios
    coming in the marketplace. Then let us look at so, this is this advertising expenditures
    likely to have a positive effect, but the only negative effect is the in price and the demand
    higher the price of the product possibly you can expect the demand to string, but you are
    offsetting it with you are advertising and the perceived quality to a large extent.

    (Refer Slide Time: 22:45)

    Then, we make use of what is called the decision tree analysis. So, the decision tree
    analysis is making use of so, many scenarios which I presented in the mathematical
    models as the Bayesian analysis, this is presented in an decision tree diagram. Raising
    the price of the product or leaving the price alone, recession prosperity, recession
    competitor reacts competitor does not react, prosperity competitor reacts does not react,
    recession competitor reacts does not react, then prosperity competitor reacts does not
    react.
    Depending on what is going to do you will take a decision, whether to raise the price of
    the product or leave the price alone. All this again dependent on their types of payoffs,
    which I brought to your knowledge, when we used this different decisions that is
    prosperity raise the price do you make profits or do you make loss, the competitor does
    not increase the price of the profit.
    Depending on the value of the payoffs that you are going to get your decision your
    decision is going to be affected by the payoffs that are going to come out of the different
    scenarios.

    (Refer Slide Time: 24:33)

    Now, the other type of model that you make use of is what is called the functional
    relationship diagram. If, you look at this scenario of the functional relationship diagram
    look at this perceived quality and the demand. Now, if the perceived quality is
    considered a law, what is likely to happen this demand is likely to curve this it is going to
    have a drop or dip in demand.
    Suppose you are price of the product increases, then what is likely to happen you are
    perceived demand perceived quality of the product is also looked at as high? Now you
    have to match this quality price and the demand, if you see this these are the levels at
    which you can put your price, you can put your demand, so with respect to this quality.
    So, with demand will be here the price will be here and these two levels the perceived
    quality is at this level. So, you many times if the consumer is happy are this perceived
    quality level, you are also likely to be happy, because you are likely to realize this
    particular level of demand and you live realize this particular demand at this particular
    price.
    So, you say I stay put at this particular price, that is maintain demand. So, you are at this
    maintenance marketing stage here. Now, the other model which you make use of in a this
    is called the feedback system, what is the feedback system? The feedback system
    diagram if you really see, I have taken a very simple example what is this? Suppose, you

    create more capacity for a form, then let us say this becomes surplus capacity likely to
    have a positive effect.
    So, you can many have surplus effect capacity you can satisfy the demand suppose it is
    you are not able to satisfy with your present capacity, then you create a new capacity,
    this new capacity, gives you a surplus capacity, the result is you can fulfill the demand
    faster. What is going to happen? You are likely to have a positive effect on freight
    allowance and possibly this profits may increase due to this new capacity getting created.
    But, what is likely to happen on the with respect to the freights? The freight allowances
    are going to increase it may cut into your profits a little, but the surplus capacity which
    you are going to create is likely to increase the demand for freight also that is freight
    allowance is might become more. Then what is going to happen on the delivery time.
    The delivery time is going to if you have a surplus capacity your delivery time will have
    a negative effect; that means, it is going to decrease.
    And your sales is going to increase what is going to be the other side? The sales and the
    surplus capacity many times have a relationship which can be sometimes more or less in
    the negative loop only that is sales increase. Suppose, you are sales increases and your
    profits also increase new capacity, new due to this new capacity. Sometimes the surplus
    capacity you are sales does not increase can have a negative effect of the feedback.
    So, you created too much of capacity let us say, then the sales may not come to the level
    that. So, there is a certain amount of negative feedback, which make come due to the
    sales. So, these feedback system dag in other words what are we trying to do. We are
    trying to make use of different methods by which you look at demand for a product it
    might happen this way, it might happen that way, whichever is the way which is going to
    happen you are looking at how the company can benefit due to this whole scenario.
    So, this is where we stop here we continue in the next class.