Exam 12: Simulation and Risk Analysis

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As Monte Carlo simulation is essentially statistical sampling, the larger the number of trials used, the more precise is the result.

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What is the cost difference lower cutoff in thousands of dollars if the likelihood is 60%?

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Use the information below to answer the following questions). Below is a spreadsheet for Trance Electronics. 1 Trance Electronics 2 3 Data 4 6 Market size 20,000,000 6 Unit (monthly Rx) revenue \ 120.00 7 Unit (monthly Rx) cost \ 50.00 8 Discount rate 8\% 9 10 Project costs 11 R\&D \ 750,000,000 12 Clinical Trials \ 100,000,000 13 Total Project Costs 14 15 Model 16 17 Year 1 2 3 4 5 18 Market growth factor 4\% 4\% 4\% 4\% 19 Market size 20 Market share growth rate 18\% 18\% 18\% 18\% 21 Market share 7\% 22 Sales 23 24 Annual revenue 25 Annual costs 26 Profit 27 Cumulative net profit 28 29 Net present value \quad Suppose that the project manager of Trance Electronics has identified the following uncertain variables in the model and the distributions and parameters that describe them, as follows: Market size: normal with mean of 20,000,000 units and standard deviation of 4,000,000 units. R&D costs: uniform between $600,000,000 and $800,000,000. Clinical trial costs: lognormal with mean of $150,000,000 and standard deviation $30,000,000. Annual market growth factor: triangular with minimum = 2%, maximum = 6%, and most likely = 3%. Annual market share growth rate: triangular with minimum = 15%, maximum = 25%, and most likely = 20%. The number of trials per simulation is equal to 10,000 at a Sim. Random Seed of 2. Run the simulation and answer the following questions using the Analytic Solver Platform. [Hint: choose the closest value.] -What is the correlation of the R&D cost with the NPV with reference to the sensitivity chart?

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Which of the following best defines Monte Carlo simulation?

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Why is the ROUND function used in Excel?

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Answer the following questions) using the Analytic Solver Platform 5000 trials per simulation; use the Latin Hypercube sampling method). [Hint: choose the closest value.] Consider the spreadsheet for a Monte Carlo Simulation in Excel. A B C D E 1 Monte Carlo Sirnulation Histarical in Exarel Candy Sales \ 264.00 2 50 \ 264.00 3 Data 45 \ 264.00 4 40 \ 228.00 5 Selling price \ 18.00 46 \ 264.00 6 Cost \ 12.00 43 \ 255.00 7 Discourt price \ 9.00 43 \ 255.00 8 46 \ 264.00 9 Model 42 \ 246.00 10 44 \ 264.00 11 Dernand 44 43 \ 255.00 12 Purchase Quantity 44 47 \ 264.00 13 41 \ 237.00 14 Quantity Sold 41 \ 237.00 15 Surplus Quantity 45 \ 264.00 16 51 \ 264.00 17 Profit 43 \ 255.00 18 45 \ 264.00 19 42 \ 246.00 20 44 \ 264.00 21 48 \ 264.00 21 Average Profit \quad -What is the value of mean profit?

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What is the value of standard deviation obtained from the simulation results?

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Which of the following statements is true of a triangular distribution?

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Answer the following questions) using the Analytic Solver Platform 5000 trials per simulation; use the Latin Hypercube sampling method). [Hint: choose the closest value.] Consider the spreadsheet for a Monte Carlo Simulation in Excel. A B C D E 1 Monte Carlo Sirnulation Histarical in Exarel Candy Sales \ 264.00 2 50 \ 264.00 3 Data 45 \ 264.00 4 40 \ 228.00 5 Selling price \ 18.00 46 \ 264.00 6 Cost \ 12.00 43 \ 255.00 7 Discourt price \ 9.00 43 \ 255.00 8 46 \ 264.00 9 Model 42 \ 246.00 10 44 \ 264.00 11 Dernand 44 43 \ 255.00 12 Purchase Quantity 44 47 \ 264.00 13 41 \ 237.00 14 Quantity Sold 41 \ 237.00 15 Surplus Quantity 45 \ 264.00 16 51 \ 264.00 17 Profit 43 \ 255.00 18 45 \ 264.00 19 42 \ 246.00 20 44 \ 264.00 21 48 \ 264.00 21 Average Profit \quad -What is the value of standard deviation?

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Use the information below to answer the following questions). Below is a spreadsheet for Trance Electronics. 1 Trance Electronics 2 3 Data 4 6 Market size 20,000,000 6 Unit (monthly Rx) revenue \ 120.00 7 Unit (monthly Rx) cost \ 50.00 8 Discount rate 8\% 9 10 Project costs 11 R\&D \ 750,000,000 12 Clinical Trials \ 100,000,000 13 Total Project Costs 14 15 Model 16 17 Year 1 2 3 4 5 18 Market growth factor 4\% 4\% 4\% 4\% 19 Market size 20 Market share growth rate 18\% 18\% 18\% 18\% 21 Market share 7\% 22 Sales 23 24 Annual revenue 25 Annual costs 26 Profit 27 Cumulative net profit 28 29 Net present value \quad Suppose that the project manager of Trance Electronics has identified the following uncertain variables in the model and the distributions and parameters that describe them, as follows: Market size: normal with mean of 20,000,000 units and standard deviation of 4,000,000 units. R&D costs: uniform between $600,000,000 and $800,000,000. Clinical trial costs: lognormal with mean of $150,000,000 and standard deviation $30,000,000. Annual market growth factor: triangular with minimum = 2%, maximum = 6%, and most likely = 3%. Annual market share growth rate: triangular with minimum = 15%, maximum = 25%, and most likely = 20%. The number of trials per simulation is equal to 10,000 at a Sim. Random Seed of 2. Run the simulation and answer the following questions using the Analytic Solver Platform. [Hint: choose the closest value.] -What cumulative profit in the fifth year is likely to be realized with a probability of 0.50?

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Use the information below to answer the following questions). Below is a spreadsheet for Trance Electronics. 1 Trance Electronics 2 3 Data 4 6 Market size 20,000,000 6 Unit (monthly Rx) revenue \ 120.00 7 Unit (monthly Rx) cost \ 50.00 8 Discount rate 8\% 9 10 Project costs 11 R\&D \ 750,000,000 12 Clinical Trials \ 100,000,000 13 Total Project Costs 14 15 Model 16 17 Year 1 2 3 4 5 18 Market growth factor 4\% 4\% 4\% 4\% 19 Market size 20 Market share growth rate 18\% 18\% 18\% 18\% 21 Market share 7\% 22 Sales 23 24 Annual revenue 25 Annual costs 26 Profit 27 Cumulative net profit 28 29 Net present value \quad Suppose that the project manager of Trance Electronics has identified the following uncertain variables in the model and the distributions and parameters that describe them, as follows: Market size: normal with mean of 20,000,000 units and standard deviation of 4,000,000 units. R&D costs: uniform between $600,000,000 and $800,000,000. Clinical trial costs: lognormal with mean of $150,000,000 and standard deviation $30,000,000. Annual market growth factor: triangular with minimum = 2%, maximum = 6%, and most likely = 3%. Annual market share growth rate: triangular with minimum = 15%, maximum = 25%, and most likely = 20%. The number of trials per simulation is equal to 10,000 at a Sim. Random Seed of 2. Run the simulation and answer the following questions using the Analytic Solver Platform. [Hint: choose the closest value.] -Which year shows the highest mean net cumulative profit?

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Use the information below to answer the following questions). Below is a spreadsheet for Trance Electronics. 1 Trance Electronics 2 3 Data 4 6 Market size 20,000,000 6 Unit (monthly Rx) revenue \ 120.00 7 Unit (monthly Rx) cost \ 50.00 8 Discount rate 8\% 9 10 Project costs 11 R\&D \ 750,000,000 12 Clinical Trials \ 100,000,000 13 Total Project Costs 14 15 Model 16 17 Year 1 2 3 4 5 18 Market growth factor 4\% 4\% 4\% 4\% 19 Market size 20 Market share growth rate 18\% 18\% 18\% 18\% 21 Market share 7\% 22 Sales 23 24 Annual revenue 25 Annual costs 26 Profit 27 Cumulative net profit 28 29 Net present value \quad Suppose that the project manager of Trance Electronics has identified the following uncertain variables in the model and the distributions and parameters that describe them, as follows: Market size: normal with mean of 20,000,000 units and standard deviation of 4,000,000 units. R&D costs: uniform between $600,000,000 and $800,000,000. Clinical trial costs: lognormal with mean of $150,000,000 and standard deviation $30,000,000. Annual market growth factor: triangular with minimum = 2%, maximum = 6%, and most likely = 3%. Annual market share growth rate: triangular with minimum = 15%, maximum = 25%, and most likely = 20%. The number of trials per simulation is equal to 10,000 at a Sim. Random Seed of 2. Run the simulation and answer the following questions using the Analytic Solver Platform. [Hint: choose the closest value.] -What are the chances that the product will show a cumulative net profit in the fourth year?

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What is the value of mean obtained from the simulation results?

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Answer the following questions) using the Analytic Solver Platform 5000 trials per simulation; use the Latin Hypercube sampling method). [Hint: choose the closest value.] Consider the spreadsheet for a Monte Carlo Simulation in Excel. A B C D E 1 Monte Carlo Sirnulation Histarical in Exarel Candy Sales \ 264.00 2 50 \ 264.00 3 Data 45 \ 264.00 4 40 \ 228.00 5 Selling price \ 18.00 46 \ 264.00 6 Cost \ 12.00 43 \ 255.00 7 Discourt price \ 9.00 43 \ 255.00 8 46 \ 264.00 9 Model 42 \ 246.00 10 44 \ 264.00 11 Dernand 44 43 \ 255.00 12 Purchase Quantity 44 47 \ 264.00 13 41 \ 237.00 14 Quantity Sold 41 \ 237.00 15 Surplus Quantity 45 \ 264.00 16 51 \ 264.00 17 Profit 43 \ 255.00 18 45 \ 264.00 19 42 \ 246.00 20 44 \ 264.00 21 48 \ 264.00 21 Average Profit \quad -Which of the following cells is defined as the uncertain function cell?

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What is the value of mean absolute deviation obtained from the simulation results?

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What is Monte Carlo simulation?

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A normal distribution has a limited range and can be skewed in either direction.

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What is the cost difference upper cutoff in thousands of dollars if the likelihood is 75%?

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Use the information below to answer the following questions). Below is a spreadsheet for Trance Electronics. 1 Trance Electronics 2 3 Data 4 6 Market size 20,000,000 6 Unit (monthly Rx) revenue \ 120.00 7 Unit (monthly Rx) cost \ 50.00 8 Discount rate 8\% 9 10 Project costs 11 R\&D \ 750,000,000 12 Clinical Trials \ 100,000,000 13 Total Project Costs 14 15 Model 16 17 Year 1 2 3 4 5 18 Market growth factor 4\% 4\% 4\% 4\% 19 Market size 20 Market share growth rate 18\% 18\% 18\% 18\% 21 Market share 7\% 22 Sales 23 24 Annual revenue 25 Annual costs 26 Profit 27 Cumulative net profit 28 29 Net present value \quad Suppose that the project manager of Trance Electronics has identified the following uncertain variables in the model and the distributions and parameters that describe them, as follows: Market size: normal with mean of 20,000,000 units and standard deviation of 4,000,000 units. R&D costs: uniform between $600,000,000 and $800,000,000. Clinical trial costs: lognormal with mean of $150,000,000 and standard deviation $30,000,000. Annual market growth factor: triangular with minimum = 2%, maximum = 6%, and most likely = 3%. Annual market share growth rate: triangular with minimum = 15%, maximum = 25%, and most likely = 20%. The number of trials per simulation is equal to 10,000 at a Sim. Random Seed of 2. Run the simulation and answer the following questions using the Analytic Solver Platform. [Hint: choose the closest value.] -What is the expected value margin obtained from the simulation results of the net present value?

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Answer the following questions) using the Analytic Solver Platform 5000 trials per simulation; use the Latin Hypercube sampling method). [Hint: choose the closest value.] Consider the spreadsheet for a Monte Carlo Simulation in Excel. A B C D E 1 Monte Carlo Sirnulation Histarical in Exarel Candy Sales \ 264.00 2 50 \ 264.00 3 Data 45 \ 264.00 4 40 \ 228.00 5 Selling price \ 18.00 46 \ 264.00 6 Cost \ 12.00 43 \ 255.00 7 Discourt price \ 9.00 43 \ 255.00 8 46 \ 264.00 9 Model 42 \ 246.00 10 44 \ 264.00 11 Dernand 44 43 \ 255.00 12 Purchase Quantity 44 47 \ 264.00 13 41 \ 237.00 14 Quantity Sold 41 \ 237.00 15 Surplus Quantity 45 \ 264.00 16 51 \ 264.00 17 Profit 43 \ 255.00 18 45 \ 264.00 19 42 \ 246.00 20 44 \ 264.00 21 48 \ 264.00 21 Average Profit \quad -What is the value of mean absolute deviation?

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