Interpreting RFM scores After RFM scoring, a customer Mary Jones has a score of 1-1-5 (R-F-M). This implies Mary:
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AHas ordered recently, orders frequently, and places a large order when she orders.
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BHas not ordered recently, orders infrequently, but places a large order when she orders.
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CHas ordered recently, orders frequently, but does not place a large order when she orders.
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DHas not ordered recently, orders infrequently, and does not place a large order when she orders.
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EHas ordered very recently but has never spent any money.
Answer
Correct Answer: Has ordered recently, orders frequently, but does not place a large order when she orders.
Explanation
Introduction / Context:RFM scores typically bucket each dimension from best to worst (e.g., 1 = best, 5 = worst) or vice versa, depending on implementation. Many exam and textbook conventions use 1 as most desirable. Interpreting a composite like 1-1-5 correctly is a common test of understanding.
Given Data / Assumptions:
- We adopt the common convention: 1 = best/most desirable, 5 = least desirable for each dimension.
- R = Recency, F = Frequency, M = Monetary value.
- Mary’s score is 1-1-5.
Concept / Approach:
Under the stated convention, R = 1 means very recent purchase; F = 1 means purchases are frequent; M = 5 means low spend (small orders) relative to peers. Therefore, Mary is active and loyal but with low order value—an ideal candidate for upsell to higher-value bundles or premium offers.
Step-by-Step Solution:
1) Map R=1 → recent activity.2) Map F=1 → frequent buyer behavior.3) Map M=5 → low monetary value (small average or total spend).4) Combine into a plain-English interpretation: recent and frequent, but low order size → choose option C.Verification / Alternative check:
Many RFM tutorials explicitly show “111” as the best and “555” as the weakest segment. Substituting 1-1-5 fits a high-engagement but low-spend profile.
Why Other Options Are Wrong:
- A: Would require M=1 (high spend), not 5.
- B/D: Indicate poor recency/frequency, which contradicts R=1 and F=1.
- E: Contradiction—any positive frequency implies spend unless there are zero-value orders.
Common Pitfalls:
- Reversing the scale (5 best). Always confirm the convention used.
Final Answer:
Has ordered recently, orders frequently, but does not place a large order when she orders.