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QBA 121 – Managerial Statistics II Having fun with Data - Solutions We’ll go over a couple of cases today in class. The objective of these cases is to “get our hands dirty” with some real data. In each situation I’ll introduce the problem. It’s your job, in small groups, to figure out a solution. Example #2: Optimizing Advertising Expenditure International Timeshare Incorporated is trying to evaluate its advertising alternatives and optimize spending on advertising. It has numerous advertising venues it can choose from, with different costs and varying levels of effectiveness. To evaluate the effectiveness of advertising using different media the company experimented during one week in 75 different markets. In each market it varied the number and types of advertising utilized and measured audience response. The advertising alternatives at its disposal are: (1) TV Daytime ads in 1 minute slots; (2) TV Evening ads, in 30 second slots; (3) Daily newspaper ads – one quarter page; (4) Sunday ads – one-eighth page; and (5) Radio ads in 30 second slots. They have two important response measures that they follow: The number of purchases and the number of families reached. The company tracks the Reach of its ads, because this builds brand awareness and familiarity with the product. Data for the experimental markets is in the file: AdvertisingModel.xls. Assignment: Notes: Read the entire problem. Answer only parts A and C. Do not be concerned about fractions. Report all answers rounded to one decimal place. Part A: How do I evaluate the effectiveness [1] of each advertising alternative. QBA 121 – Managerial Statistics II Part B: ITI wants to utilize the results from its experiment to implement an advertising initiative in one representative market over the next month. Its objective is to maximize the number of purchases during the month. To achieve this objective it has a limited advertising budget and several additional constraints. The key decisions are how many ads of each type to purchase. The advertising budget is set at $46,000 for this month. Costs of different types of ads in this market are given below. The VP of marketing has added to additional stipulations: o The first is that the advertising initiative should reach at least 8,800 families (in expectation). Remember to incorporate the intercept from the regression model. o The second requirement is that at least 10 TV ads (of either type) be used. Based on past experience and local market factors there is a limit to the availability and effectiveness of different types of ads. The table below lists those limits. Newspaper ads are limited by the number of days in a month. Over-the-air advertising is less effective once the audience is saturated. The marketing department will not purchase more ads of each type than the amounts listed in the table. Table 1: Cost and Limits of Advertisements TV-Daytime TV-Evening Daily Sunday Radio Cost per Ad $2,500 $2,000 $600 $1,000 $425 Limit 15 20 26 4 40 discussed in other courses. [2] QBA 121 – Managerial Statistics II [3]