Which of the following statements about the RFM analysis above is correct? a) Recency is the most important factor, frequency is the second-most important factor, and monetary value is the least important factor to predict customer profitability.   b)Frequency is the most important factor, monetary value is the second-most important factor, and recency is the least important factor to predict customer profitability.   c) Frequency is the most important factor, recency is the second-most important factor, and monetary value is the least important factor to predict customer profitability.   d)Recency is the most important factor, monetary value is the second-most important factor, and frequency is the least important factor to predict customer profitability.

ENGR.ECONOMIC ANALYSIS
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Chapter1: Making Economics Decisions
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Which of the following statements about the RFM analysis above is correct?


a) Recency is the most important factor, frequency is the second-most important factor, and monetary value is the least important factor to predict customer profitability.
 
b)Frequency is the most important factor, monetary value is the second-most important factor, and recency is the least important factor to predict customer profitability.
 
c) Frequency is the most important factor, recency is the second-most important factor, and monetary value is the least important factor to predict customer profitability.
 
d)Recency is the most important factor, monetary value is the second-most important factor, and frequency is the least important factor to predict customer profitability.
Dr. Kim conducted the RFM analysis with customer transaction data. First, he divided the data into two
time periods - calibration period and validation period – and sorted the customers in descending order
based on the criterion of most recent purchase date (denoted recency), the number of purchases per
month (denoted frequency), and the dollar amount of purchases per month (denoted monetary value) in
the calibration period. Next, he divided the customers into two groups (denoted the 1st half and the 2nd
half) of equal size in terms of each of recency, frequency, and monetary value. Then, he classified the
customers by the group codes of recency, frequency, and monetary value. Last, he calculated the average
amount spent by the customers during the validation period for each customer class. The result is as
follows:
Average spending
Group code of
Group code of
Group code of
Customer class
in the validation
recency
frequency
monetary value
period
Class 1
1st
1st
1st
$436.79
Class 2
1st
1st
2nd
$230.51
Class 3
1st
2nd
1st
$48.49
Class 4
1st
2nd
2nd
$33.21
Class 5
2nd
1st
1st
$148.13
Class 6
2nd
1st
2nd
$93.81
Class 7
2nd
2nd
1st
$18.33
Class 8
2nd
2nd
2nd
$3.02
Which of the following statements about the RFM analysis above is correct?
Transcribed Image Text:Dr. Kim conducted the RFM analysis with customer transaction data. First, he divided the data into two time periods - calibration period and validation period – and sorted the customers in descending order based on the criterion of most recent purchase date (denoted recency), the number of purchases per month (denoted frequency), and the dollar amount of purchases per month (denoted monetary value) in the calibration period. Next, he divided the customers into two groups (denoted the 1st half and the 2nd half) of equal size in terms of each of recency, frequency, and monetary value. Then, he classified the customers by the group codes of recency, frequency, and monetary value. Last, he calculated the average amount spent by the customers during the validation period for each customer class. The result is as follows: Average spending Group code of Group code of Group code of Customer class in the validation recency frequency monetary value period Class 1 1st 1st 1st $436.79 Class 2 1st 1st 2nd $230.51 Class 3 1st 2nd 1st $48.49 Class 4 1st 2nd 2nd $33.21 Class 5 2nd 1st 1st $148.13 Class 6 2nd 1st 2nd $93.81 Class 7 2nd 2nd 1st $18.33 Class 8 2nd 2nd 2nd $3.02 Which of the following statements about the RFM analysis above is correct?
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