Answered step by step
Verified Expert Solution
Question
1 Approved Answer
Questions 1-7 Joe Giancarlo wants to conduct an REM analysis on Joe's Pizzeria's loyalty program members. Joe wants to score each member based on their
Questions 1-7
Joe Giancarlo wants to conduct an REM analysis on Joe's Pizzeria's loyalty program members. Joe wants to score each member based on their activity during the most recent year. Joe pulls the following records but realizes his data has some data quality errors. Find the data quality errors and then determine the RFM score for the relevant records. Last Dine Number Total Spend Record # Customer (Days) of Dines RFM Score 1 Eric 28 14 $420 2 Mike 26 11 $165 3 Johnna 21 19 $910 4. Erica 373 0 $0 5 John 7 12 $780 6 Joni 356 2 Twenty-Four 7 Renny 33 $1,680 8 Kamala 12 24 $600 9 Mary 5 1 $28 10 Lauren 14 18 $288 11 24 10 $1,000 12 Mitch 18 21 $264 13 Donald 36 $1,800 14 Jerry 58 7 $280 15 Kerri 24 10 $1,000 16 Joe 191 5 $75 17 Nancy 16 23 $460 28 3 Identify the data quality errors and assign each customer an RFM score from 1-5 for each dimension, with 5 being the highest score and 1 the lowest score for each dimension Each dimension score will have the same number of customers (eg, the number of customers with a 5 in a dimension will be the same as the number of customers with a 4, 3, and so on in the same dimension) See the questions below for further instructions Data Quality (3 points) 1. Which record number contains the timeliness error? in the table) (cross out the record (cross off the non- 2. Which record number contains the conformity error? conforming cell and enter the value that follows the domain). (cross out one 3. Which record numbers violate the uniqueness rule? of the violating records) RFM Analysis - Table (9 points) Enter the RFM scores in the column above for the corrected/relevant records. Use a score of 1-5 for all each dimension - Recency, Frequency, and Monetary Value (Hint: Sort the records in order by one dimension at a time, and assign scores based on that dimension There should be 5 equal sized groups in each dimension) RFM Applications (8 points) Use your completed RFM scores in the table above to answer questions 4-7 4. One customer has an RFM score of 443 and another has a record of 344. a. Who are those two customers? b. Are they equally valuable? Explain? 5. Two customers have the same REM score a. Those customers are. b. Their score is. C. Are they equally valuable? Explain? I 6. One customer has an REM score of 511. a. Who is that customer? b. What inference conclusion(s) might you draw about that customer's activity in the last year? 7. Provide at least one example of how your marketing promotion might differ between customers (feel free to select any customers you wish for comparison contrast) Joe Giancarlo wants to conduct an REM analysis on Joe's Pizzeria's loyalty program members. Joe wants to score each member based on their activity during the most recent year. Joe pulls the following records but realizes his data has some data quality errors. Find the data quality errors and then determine the RFM score for the relevant records. Last Dine Number Total Spend Record # Customer (Days) of Dines RFM Score 1 Eric 28 14 $420 2 Mike 26 11 $165 3 Johnna 21 19 $910 4. Erica 373 0 $0 5 John 7 12 $780 6 Joni 356 2 Twenty-Four 7 Renny 33 $1,680 8 Kamala 12 24 $600 9 Mary 5 1 $28 10 Lauren 14 18 $288 11 24 10 $1,000 12 Mitch 18 21 $264 13 Donald 36 $1,800 14 Jerry 58 7 $280 15 Kerri 24 10 $1,000 16 Joe 191 5 $75 17 Nancy 16 23 $460 28 3 Identify the data quality errors and assign each customer an RFM score from 1-5 for each dimension, with 5 being the highest score and 1 the lowest score for each dimension Each dimension score will have the same number of customers (eg, the number of customers with a 5 in a dimension will be the same as the number of customers with a 4, 3, and so on in the same dimension) See the questions below for further instructions Data Quality (3 points) 1. Which record number contains the timeliness error? in the table) (cross out the record (cross off the non- 2. Which record number contains the conformity error? conforming cell and enter the value that follows the domain). (cross out one 3. Which record numbers violate the uniqueness rule? of the violating records) RFM Analysis - Table (9 points) Enter the RFM scores in the column above for the corrected/relevant records. Use a score of 1-5 for all each dimension - Recency, Frequency, and Monetary Value (Hint: Sort the records in order by one dimension at a time, and assign scores based on that dimension There should be 5 equal sized groups in each dimension) RFM Applications (8 points) Use your completed RFM scores in the table above to answer questions 4-7 4. One customer has an RFM score of 443 and another has a record of 344. a. Who are those two customers? b. Are they equally valuable? Explain? 5. Two customers have the same REM score a. Those customers are. b. Their score is. C. Are they equally valuable? Explain? I 6. One customer has an REM score of 511. a. Who is that customer? b. What inference conclusion(s) might you draw about that customer's activity in the last year? 7. Provide at least one example of how your marketing promotion might differ between customers (feel free to select any customers you wish for comparison contrast) Step by Step Solution
There are 3 Steps involved in it
Step: 1
Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started