pgp1 group c section #e365c
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FUJI FILM INTRODUCES APS
- A CASE STUDY
Subject: Quantitative Techniques IFaculty: Prof. U.K.BhattacharyaPresenters: Group C, Section C
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Agenda
Case Overview
Question 1 / 2 / 3:Factual AnalysisSolutionConclusion
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Case Overview
Fuji Film Advanced Photo System
Launch of 24 mm system in February 1996
Problems in market launch
Market Positioning and Customer Promotion
1998: 20% of APS market share
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Question 1: Factual Analysis
Facts2003: 40% expected market share
Sample Selection of 30 customers
QuestionsExpected APS customersProbability x 6 Given x 6, comment on market share
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Question 1: Solution
Expected no. of APS Customer:
No. of customers in the sample: n = 30Market share of APS: 40%Probability of a customer being an APS
customer: p = 0.4
=> Expected no. of APS customers in sample:n*p = 30*0.4 = 12 Customers
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Question 1: Plotx Probability(x)0 0.00001 0.00002 0.00003 0.0003
4 0.00125 0.00416 0.01157 0.02638 0.05059 0.0823
10 0.115211 0.1396
12 0.147413 0.136014 0.110115 0.078316 0.048917 0.026918 0.012919 0.0054
20 0.002021 0.000622 0.000223 0.000024 0.000025 0.000026 0.000027 0.0000
28 0.000029 0.0000
Binomial Distribution: n=30, p=0.4
0.0000
0.0200
0.0400
0.0600
0.0800
0.1000
0.1200
0.1400
0.1600
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
x value
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Question 1: Solution
Probability X 6:
P(X 6)=P(x=0)+ P(x=1)+ P(x=2)+ P(x=3)+P(x=4)+ P(x=5)+ P(x=6)
=> Probability of 6 or fewer customerspurchasing an APS camera
P(X 6) = 0.0172
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Question 1: Solution
Given x 6, comment on market share:
Calculated Probability: P(X 6)=0.0172
This probability is not enough evidence to prove that theAPS market share is not 40%.
Reason: The probability value computed is based on only asingle instance of data sampling from the population.Hence it cannot be generalized using the concept of long-run average.
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Question 1: Conclusion
Expected no. of APS customers in sample:n*p = 30*0.4 = 12 Customers
Probability of 6 or fewer purchase of an APScamera P(X 6) = 0.0172
Given x 6, we cannot conclude that the
market share of APS camera is not 40%
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Question 2: Factual Analysis
FactsCustomers complain on late shipment Customercomplaint at 2.4 complaints/100,000 rolls.
One batch of 100,000 yields 7 complaints
Questions
Has the average rate of complaints increased?Produce the Poisson distributionInterpret the results
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Question 2: Plot
Poisson Distribution : Lambada = 2.4
0.0000
0.0500
0.1000
0.1500
0.2000
0.2500
0.3000
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17x value
x Probability(x)0 0.09071 0.2177
2 0.26133 0.20904 0.12545 0.06025 0.06026 0.0241
7 0.00838 0.00259 0.0007
10 0.000211 0.000012 0.0000
13 0.000014 0.000015 0.000016 0.000017 0.0000
P (x) = (e - . x ) / x!
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Question 2: Solution
Has the average rate of complaint increased?
For x = 7, P(x) as per Poisson Distribution is 0.0083
Since the probability is very low, we cannot concludethat average rate of complaints has increased. Theoccurred event is a random occurrence.
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Question 3: Factual Analysis
Facts52 products launchedObjective 1: Revenue growth - 34 productsObjective 2: Creation of Market / Customersatisfaction - 18 products10 successful products: 7 meet objective 2 while 3meet objective 1Premise (given): Objective 1 products have ahigher chance of failure than objective 2 products
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Question 3: Problem
Questions
Probability of the given result occurring by chance
Comment on the premise regarding theimportance of the main objective
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Question 3:Solution
Objective 1 Objective252 34 18
Success: 10 3 7
Failure: 42 31 11
According to Hypergeometric DistributionProbabilities,
P(x) =ACx . N-ACn-x / NCn
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Question 3:Solution contd..
P(x) =ACx . N-ACn-x / NCn
Here,N = 52 , n = 34, A = 10, x = 3
P(x=3) = 0.01203
So the probability of this event occurring bychance is 0.01203
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Question 3: Conclusion
The premise: Products aimed for revenuegrowth are more likely to fail than productsaimed to create a new market or customersatisfaction.The event:
ONLY 3 out of 34 products aimed for revenuegrowth succeed.AS MANY AS 7 out of 18 products aimed forcreating new market or achieving customersatisfaction succeed.
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Question 3: Conclusion contd..
The event is in alignment with the premisegiven in the problem
But the probability of the event is VERYLOW !Therefore, we cannot conclude that thepremise is true.Thus we cannot say that the average numberof complaints per batch has increased.