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MKTG 4110 – Research and Analytics, Spring 2024 Homework 5

发布时间:2024-05-10

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MKTG 4110 – Research and AnalyƟcs, Spring 2024

Homework 5 (due by 11.59 pm, 10-May)

RFM Analysis

Case study: Nutramix

Nutramix was founded in 2016 at Charlotte, North Carolina. They are  known for their specialty gummies targeted at adults. The company differentiates its gummies by making them 100%  organic,  vegan,  sugar-free  and  allergen-safe. They also claim that these vitamin gummies are really delicious. As its popularity continues to soar, Nutramix has managed to  build a database of 60,000 consumers and they want to implement  RFM analysis for tactical targeting purposes to avoid overspending on the marketing efforts.

Nutramix decided to send email campaign with details about all their adult gummy offerings to a randomly selected 4,055 consumers.  The customer response to the marketing campaign and the subsequent invoice details were collected. As the marketing analytics manager, you are required to help Nutramix in this exercise. The data for this exercise includes the following variables:

Variable name

Type

Description

acctnum

Integer

Customer account number

Frequency

Integer

Number of purchase occasions

MonetaryValue

Numeric

Total dollars spent

Recency

Integer

Number of days since most recent purchase

Choice

Factor

Whether the customer buys anything after receiving the marketing email (1=yes, 0=no)

Invoice

Numeric

Dollar spending in response to the marketing email

Answer the following questions to help the Nutramix:

Question  1. Create quintile variables for recency, frequency and monetary where 1 is highest.  (1 point)

(Hint: use the quantcut function from gtools package)

Question  2.   Create a bar chart showing the response rate (i.e., the proportion of customers who bought something) to this email by rfm index. What insights can you derive from this chart? (1 point)

Question 3. Which RFM cell(s) has the highest average dollars spent in response to the email marketing campaign? (2 points)

Question 4. If the cost per email is $.75, and the average net revenue per sale is $14.70. What is the breakeven response rate? (1 point)

Question 5. What is the projected

a)         profit in dollars

b)         return on marketing expenditures

if you expand the mailing campaign to all 60,000 customers (1 point)

Question 6. What is the projected

a)         profit in dollars

b)         return on marketing expenditures

if you expand the mailing campaign to only those of the 60,000 customers in RFM cells with a response rate that is equal to or greater than the breakeven response rate. (1 point)

Question 7. What is the actual dollars spent in response to the email marketing campaign by RFM cells with response rates exceeding the breakeven rate. (1 point)

This is a group assignment. Submit your code and answers, as a single pdf, .doc or .docx, for securing the full points. Only one submission per group is sufficient. Please mention the names of all group members who worked on this homework and only those group members will receive the score for the homework. The same score will be awarded to the group members who work on the homework. Please note that your group partners will evaluate you at the end of the course, so be respec ƞul towards each other.

Submission Deadline: While I recommend that all the groups submit their work towards HW 5 at the earliest, I understand that the end of semester work tends to stress students out. To avoid contributing to that stress, I want to give you the flexibility of submiƫng your work by the deadline mentioned above.

Submission Guide:

Write your group members’ full names in the first page of the document

• Submit your R code & output in the same file

Other Tips:

• Having a firm understanding about the Bookbinders RFM case done in class will help. Note that this is part of your HW as well—you have nearly all your answers given if you understand and replicate the in-class case!

• Main reference sources should be class 23 lecture slides and related R demo code. Email me if you have any quesƟons.