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As part of the quarterly reviews, the manager of a retail store analyzes the quality of customer service based on the periodic customer satisfaction ratings (on a scale of 1 to 10 with 1 = Poor and 10 = Excellent). To understand the level of service quality, which includes the waiting times of the customers in the checkout section, he collected the following data on 100 customers who visited the store.
a. Apply hierarchical clustering with 5 clusters using Wait Time (min) and Customer Satisfaction Rating as variables. Be sure to Normalize input data in Step 2 of the XLMiner Hierarchical Clustering procedure, and specify single linkage as the clustering method. Analyze the resulting clusters by computing the cluster size. It may be helpful to use a PivotTable on the data in the HC_Clusters worksheet generated by XLMiner to compute descriptive measures of the Wait Time and Customer Satisfaction Rating variables in each cluster. You can also visualize the clusters by creating a scatter plot with Wait Time (min) as the x-variable and Customer Satisfaction Rating as the y-variable.
b. Repeat part a using average linkage as the clustering method. Compare the clusters to the previous method.
Treatment Plans
Tailored strategies designed by healthcare professionals to address the specific needs and conditions of a patient.
Client Strengths
In therapeutic contexts, client strengths refer to the individual's personal, social, and environmental resources and abilities that can be leveraged to promote healing and resilience.
Financial Considerations
The evaluation of costs, benefits, risks, and outcomes associated with any financial decision.
Premature Termination
Ending a course of treatment or a contract earlier than previously planned.
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