Apply statistical methods when analyzing operational data, eluating | dat 565 | Apollo Education Group, Inc.

Apply statistical methods when analyzing operational data, eluating | dat 565 | Apollo Education Group, Inc.

This assignment is intended to help you learn how to apply statistical methods when analyzing operational data, evaluating the performance of current marketing strategies, and recommending actionable business decisions. This is an opportunity to build critical-thinking and problem-solving skills within the context of data analysis and interpretation. You’ll gain a first-hand understanding of how data analytics supports decision-making and adds value to an organization.
Pastas R Us, Inc. is a fast-casual restaurant chain specializing in noodle-based dishes, soups, and salads. Since its inception, the business development team has favored opening new restaurants in areas (within a 3-mile radius) that satisfy the following demographic conditions:

Median age between 25 – 45 years      old
Household median income above      national average
At least 15% college educated      adult population

Last year, the marketing department rolled out a Loyalty Card strategy to increase sales. Under this program, customers present their Loyalty Card when paying for their orders and receive some free food after making 10 purchases.
The company has collected data from its 74 restaurants to track important variables such as average sales per customer, year-on-year sales growth, sales per sq. ft., Loyalty Card usage as a percentage of sales, and others. A key metric of financial performance in the restaurant industry is annual sales per sq. ft. For example, if a 1200 sq. ft. restaurant recorded $2 million in sales last year, then it sold $1,667 per sq. ft.
Executive management wants to know whether the current expansion criteria can be improved. They want to evaluate the effectiveness of the Loyalty Card marketing strategy and identify feasible, actionable opportunities for improvement. As a member of the analytics department, you’ve been assigned the responsibility of conducting a thorough statistical analysis of the company’s available database to answer executive management’s questions.
Write a 750-word statistical report that includes the following sections:

Section 1: Scope and descriptive      statistics
Section 2: Analysis
Section 3: Recommendations and      Implementation

Section 1 – Scope and descriptive statistics

State the report’s objective.
Discuss the nature of the current      database. What variables were analyzed?
Summarize your descriptive      statistics findings from Excel. Use a table and insert appropriate graphs.

Section 2 – Analysis 

Using Excel, create scatter plots      and display the regression equations for the following pairs of variables:
“BachDeg%” versus “Sales/SqFt”
“MedIncome” versus “Sales/SqFt”
“MedAge” versus “Sales/SqFt”
“LoyaltyCard(%)” versus      “SalesGrowth(%)”
In your report, include the      scatter plots. For each scatter plot, designate the type of relationship      observed (increasing/positive, decreasing/negative, or no relationship)      and determine what you can conclude from these relationships.

Section 3: Recommendations and implementation

Based on your findings above,      assess which expansion criteria seem to be more effective.Could any      expansion criterion be changed or eliminated? If so, which one and why?
Based on your findings above, does      it appear as if the Loyalty Card is positively correlated with sales      growth? Would you recommend changing this marketing strategy?
Based on your previous findings,      recommend marketing positioning that targets a specific demographic.      (Hint: Are younger people patronizing the restaurants more than older      people?)
Indicate what information should      be collected to track and evaluate the effectiveness of your      recommendations. How can this data be collected? (Hint: Would you use      survey/samples or census?)

Cite references to support your assignment.
Format your citations according to APA guidelines.
Submit your assignment. 

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