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Reliable Starbucks Consumer Marketing Survey Homework Help

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Introduction and Statement of the Problem

The research will explore the relationship between average amount of money spent at Starbucks per visit and income, age, gender and frequency of visit. Association between the number of visit and average amount spent will be considered. The difference between the amount of money spent at Starbucksby age and gender will be verified.

Hypothesis

H_0: There exists no relationship between average amount of money spent at Starbucks per visit and income, age, gender and frequency of visit.
H_0: there is no association between the number of visit and average amount spent.
H_0: there is no difference in the amount spent among the age brackets
H_0: there is no difference in the amount spent between the male and female.

Data and Sample

The data that will used for this study is a data generated from the survey conducted by Starbucks. The data set contains 113 samples and 20 variables. While some of the variables are categorical in nature, others are grouped into categories. The data will be analyzed using chi-squared test of independence, two Z-test for difference of two means, Analysis of variance (ANOVA) and regression analysis.

Analysis

Starbucks Consumer Marleting Survey

From the analysis carried out, it is observed that the relationeship is significant. although, some variables like Age and Income are statistically significant at 10%, hence, we reject the null hypothesis and conclude that there exists a significant relationship between average amount of money spent at Starbucks per visit and income, age, gender and frequency of visit.

Starbucks Consumer Marleting Survey

The chi-squared test of independence carried out reveals that there is an association between number of visit and amount spent. Hence, the null hypothesis will be rejected in favor of alternative.

Starbucks Consumer Marleting Survey

Since the p-value (0.3279) is greater than the significance level (0.5), we do not reject the null hypothesis and conclude that there is no significant difference in the amount spent among the male female customers.

Starbucks Consumer Marleting Survey

Analysis of variance table above reveals that there are there is no significant difference in the amount spent among the age brackets since the p-value is more than the significance level (0.05). hence, we do not reject the null hypothesis.

Starbucks Consumer Marleting Survey

Starbucks Consumer Marleting Survey

Limitation and recommendation

So much information is lost in the data as a result of grouping into category done on most of the variables and this can lead to reduction in precision. Also, non-parametric approach should be adopted in the analyses sincedistributional assumptions in parametric approach will not be met.