Decision making using perfect information

Assignment Help Basic Statistics
Reference no: EM1318892

Linear Programming Background Scenario West Abbey Winery                                  

Bill Yeager, a member of the partnership that owned West Abbey Winery, had to make a decision: should he harvest the Riesling grapes immediately or leave them on the vines despite the approaching storm? A storm just before harvest is usually detrimental, often ruining the crop. A warm light rain, however, will sometimes cause a beneficial mold, botrytis cineria, to form on the grape skins. The result is a luscious, complex sweet wine, highly valued by connoisseurs.

West Abbey is located in northern Napa Valley. The winery produced only premium wines from the best grape varieties.  Of the 25,000 cases of wines bottled each year, most are Cabernet and Chardonnay. About 1,000 cases of Riesling are also usually bottled.  (A case contains 12 bottles of wine.)

The Napa Valley extends for 30 miles to the north of San Francisco. The average temperature decreases as one moves south, closer to San Francisco Bay and the cold ocean waters. West Abbey grapes come from an ideal climate in the central and southern parts of the valley.

Wine is produced when fruit sugar, which is naturally present in the juice of grapes, is converted by yeast, through fermentation, into approximately equal molecular quantities of alcohol and carbon dioxide. Sparkling wines excepted, the carbon dioxide is allowed to bubble up and dissipate.  The wine then ages in barrels for one or more years until it is ready for bottling.

By various decisions during vinification (special ingredients or secrets in making the wine) the winemaker influences the style of wine produced. The style adopted by a particular winery depends mainly on the owners' preferences, though it is influenced by marketing considerations. Usually, as the grapes ripen, the sugar levels increase and the acidity levels decrease. The winemaker tries to harvest the grapes when they have achieved the proper balance of sugar and acidity for the style of wine sought. The ripening process is variable, however, and, if the weather is not favorable, the proper balance might not occur.

Several different styles of Riesling are on the market. If the grapes are harvested at 20% sugar, the wine is fermented "dry" (all the sugar is converted to alcohol and carbon dioxide).  The resulting wine, which is about 10% alcohol, is light bodied. If the grapes are harvested at 25% sugar, the wine maker can produce a wine with the same 10% alcohol but with 5% residual sugar; this wine is sweet and relatively full bodied.

A third and rare style results when almost-ripe Riesling grapes are attacked by the botrytis mold. The skins of the grapes become porous, allowing water to evaporate while the sugar remains. Thus, the sugar concentration increases greatly, sometimes to 35% or more. The resulting wine, with about 11% alcohol and 13% residual sugar, has extraordinary concentration, and the botrytis itself adds to the wine's complexity. The last time West Abbey winery produced a botrytised Riesling was three years ago.

The Problem:

From the weather reports, Yeager concluded that there was a 50/50 chance that the rainstorm could hit the Napa Valley.  Since the storm had originated over the warm waters of Mexico, he thought there was a 40% chance that, if the storm did strike, it would lead to the development of the botrytis mold.  If the mold did not form, however, the rainwater, which would be absorbed into the grapes through the roots of the vines, would merely swell the grapes by 10%, which would make more juice while decreasing the sugar concentration.  This generally means crop failure which would yield a thin wine that would sell wholesale for about $1 per bottle, about $1.85 per bottle less than Yeager could obtain by harvesting the not-so-ripe grapes now and eliminating the risk.

If Yeager decided not to harvest the grapes immediately in anticipation of the storm, and the storm did not strike, Yeager would probably leave the grapes to ripen more fully. With luck the grapes would reach 25% sugar, resulting in a wine selling for around $3.50 per bottle. Even with less favorable weather, the sugar levels would probably top 20%, yielding a lighter wine selling at around $3.00.  Yeager thought these possibilities were equally likely.  In the past, sugar levels occasionally failed to rise about 19%.  Moreover, while waiting for sugar levels to rise, the acidity levels must be monitored.  When the acidity drops below .7%, the grapes must be harvested whatever the sugar level.  If this happened, the wine would be priced at only about $2.50.  Yeager felt that this event had only about a .2 probability.

The wholesale price for a botrytised Riesling would be about $8 per bottle.  Unfortunately, the same process that resulted in increased sugar concentration also caused a 30% reduction in the total juice.  The higher price was, therefore, partly offset by a reduction in quantity.  Although fewer bottles would be produced, there would be essentially no savings in vinification costs.  The costs to the winery were about the same for each of the possible styles of wine and were relative to the wholesale price.

Deliverables:

Write a short executive summary to Mr. Yeager which would include your answers to questions 2 and 3 below.  Following the executive summary, show your work and solutions for the 3 questions/problems below.    

1) Use a decision tree to illustrate the possible strategies and the consequences (or payoffs) of each. Show your decision tree.

2) Using the expected value approach, what would your recommendation be to Yeager...Pick the grapes now or wait? Justify your answer using the results of the decision tree, i.e., what is the expected value of picking the grapes now versus waiting?

3) What is the expected value of perfect information on whether or not the mold will form, if the storm hits? Show your tree and your calculation of the Expected Value Of Perfect Information.

Reference no: EM1318892

Questions Cloud

The direction as an angle above the horizontal : What is your displacement after running 2.60 west on Strawberry Fields, 1.1 south on Penny Lane, and 5.0 north of east at 40 degree on Abbey Road.
Compute the magnitude of b while the force on the wire : A soccer ball with a mass of 448g bounces off the crossbar of a goal and is deflected upward at an angle of 56.2° with respect to horizontal. Immediately after deflection, the kinetic energy of the ball is 47.70 J. What are the vertical and horizo..
Factor the polynomial : Factor the polynomial
Factor the following polynomial : Factor the following polynomial
Decision making using perfect information : Use a decision tree to describe the possible strategies and the consequences (or payoffs) of each. Show your decision tree.
Find the magnitude of the torque on the pole due to gravity : The quantity of charge q (in coulombs) that has passed through a surface of area 2.10 cm2 varies with time according to equation q = 7t3 + 5t + 6, where t is in seconds.
Simplify for the unknown variable : Simplify for the unknown variable
What is the speed of the tip of the second hand : A car accelerates from rest to a kinetic energy of 2.06 x 105 J in a distance of 638 m. How much force did the car's engine deliver to produce this acceleration.
Making internal proposal for manager : Prepare an internal proposal to your manager asking for a purchase to be made-There are 3 things about proposals that you must consider carefully. First, you must present a problem that needs to be fixed. Second, you present a solution or solution..

Reviews

Write a Review

Basic Statistics Questions & Answers

  Computing and interpreting suitable measure of association

Draw the suitable 2x2 table, compute and interpret suitable measure of association.

  Example on sampling distribution

A study sponsored by American Express Co. and the French government tourist office found that old American stereotypes about French unfriendliness weren't true.

  Cross table or pivot table

What is the probability that a cereal would be high calorie, given that it is high fiber? In other words, what is P (high calorie, given high fiber)?

  Evidence to support administrator-s claim

This result prompts a test administrator to claim that standard deviation for eighth graders on examination is less than 29.At a = 0.10, is there sufficient evidence to support administrator's claim?

  Explaining hypotheses and decision rule

At 5% level of significance, does this sample prove violation of guideline that average patient must pay no more than $250 out-of-pocket? Write your hypotheses and decision rule.

  What is the probability of woman receiving a salary

According to Advertising Age, average base salary for women working as copywriters in advertising firms is higher than average base salary for men. The average base salary for women is $67,000 and the average base salary for men is $65,500 (Workin..

  All us workers who play hooky

Use this information to set up a 90 percent confidence interval for the proportion, p of all US workers who play hooky.

  Significance level and unit production

At the .05 significance level, is the number of units produced on the afternoon shift larger?

  Find the interquartile range of the salaries

Suppose each employee in the company receives a $3000 raise for next year (each employee's salary is increased by $3000). The interquartile range of the salaries will

  Elucidate the percentage increase in the number of days

To findout the point estimate of the difference among population mean. Elucidate the percentage increase in the number of days on the disabled list.

  Sample variance and sample standard deviation

Compute the sample variance and sample standard deviation as a measure of volatility of monthly total return for Chevron (to 2 decimals): Sample variance and Sample standard deviation.

  Probability of selecting from random variables

If he selects the three brands at random, what is the probability that he will select the following?

Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd