Customer Analytics: Applied Frameworks
Knowing Your Customers: RFM & CLV in a Nutshell
Use these two powerful tools to understand your customers better.
1. RFM (Recency, Frequency, Monetary Value)
- R (Recency): When was their last purchase? (Score 5 for recent, 1 for long ago)
- F (Frequency): How often do they buy? (Score 5 for frequent, 1 for rare)
- M (Monetary): How much do they spend? (Score 5 for high spend, 1 for low spend)
Example Segments:
- 555 = Champions: Reward them! Ask for referrals.
- 111 = Lost Customers: Re-engage with a win-back offer or let them go.
- 333 = Potentials: Nurture them to become loyal.
2. CLV (Customer Lifetime Value)
- What it is: The total profit you expect from a customer over their entire relationship with your business.
- Why it matters: It tells you how much you can afford to spend to acquire a new customer, and how much you should invest to retain a high-value customer.
Action Steps:
- Calculate RFM scores for your top 100 customers.
- Estimate your average CLV.
- Develop one specific marketing action for your “Champions” and one for your “At-Risk” customers.