Question

In: Statistics and Probability

In the Journal of Marketing Research (November 1996), Gupta studied the extent to which the purchase...

In the Journal of Marketing Research (November 1996), Gupta studied the extent to which the purchase behavior of scanner panels is representative of overall brand preferences. A scanner panel is a sample of households whose purchase data are recorded when a magnetic identification card is presented at a store checkout. The table below gives peanut butter purchase data collected by the A. C. Nielson Company using a panel of 2,500 households in Sioux Falls, South Dakota. The data were collected over 102 weeks. The table also gives the market shares obtained by recording all peanut butter purchases at the same stores during the same period.

Brand Size Number of Purchases by Household Panel Market
Shares
Jif 18 oz. 3,188 19.75%
Jif 28 1,857 8.80
Jif 40 730 5.48
Peter Pan 10 4,056 16.47
Skippy 18 6,221 28.16
Skippy 28 1,665 12.23
Skippy 40 1,468 9.11
Total 19,185
Goodness-of-Fit Test
obs expected O – E (O – E)2/E % of chisq
3,188 3,789.038 -601.038 95.340 11.47
1,857 1,688.280 168.720 16.861 2.03
730 1,051.338 -321.338 98.216 11.82
4,056 3,159.770 896.230 254.205 30.58
6,221 5,402.496 818.504 124.007 14.92
1,665 2,346.326 -681.326 197.843 23.80
1,468 1,747.754 -279.754 44.779 5.39
19,185 19,185.002 -.002 831.251 100.01


(a) Show that it is appropriate to carry out a chi-square test and calculate the value of the test statistic. (Round your answers χ2 to 2 decimal places and χ2.05 to 3 decimal places.)

Each expected value is ≥                

χ2χ2
χ2.05χ.052

(b) Test to determine whether the purchase behavior of the panel of 2,500 households is consistent with the purchase behavior of the population of all peanut butter purchasers. Assume here that purchase decisions by panel members are reasonably independent, and set α = .05.

(Click to select)  Reject  Do not reject   H0. Conclude purchase behavior is  (Click to select)  not consistent  consistent  .

Solutions

Expert Solution

Answer: In the Journal of Marketing Research (November 1996), Gupta studied the extent to which the purchase behavior of scanner panels is representative of overall brand preferences.

Solution:

The given results from the table:

Each expected value is ≥ 5

Test statistic, χ2 = 831.25

At α = 0.05

df = (r-1)(c-1) = (7 - 1)(2 - 1) = 6

Critical value of χ2 at α = 0.05 and df = 6

Critical value of χ2 = 12.592

b) Test to determine whether the purchase behavior of the panel of 2,500 households is consistent with the purchase behavior of the population of all peanut butter purchasers. Assume here that purchase decisions by panel members are reasonably independent, and set

α = .05.

The hypothesis test:

Null hypothesis, Ho: The purchase behavior of the panel of 2,500 households is consistent with the purchase behavior of the population of all peanut butter purchasers.  

Alternative hypothesis, Ha: The purchase behavior of the panel of 2,500 households is not consistent with the purchase behavior of the population of all peanut butter purchasers.  

Since, test statistic χ2 (831.25) > Critical value of χ2 (12.592).

We reject the null hypothesis, Ho.

There is sufficient evidence to conclude that purchase behaviour is not consistent.


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