What earnings curves are used in the F&I industry?

An earnings curve determines how revenue is recognized over time for an F&I contracts, such as VSCs, windshield, PDR, appearance protection, and tire & wheel. The method you choose directly affects reported loss ratios, reserving, valuation, and timing of earnings and cash flow.  The four most common earnings curve methodologies are:

  • Rule of 78s
  • Reverse rule of 78s
  • Pro rata
  • Experience based

Below is guidance on when and why each is used.

Example of earnings curve methodologies

 

Month
Rule of
78s Weight
Rule of
78s %
Reverse Rule of
78s Weight
Reverse Rule
of 78s %
Pro Rata
%
1 12 15.38% 1 1.28% 8.33%
2 11 14.10% 2 2.56% 8.33%
3 10 12.82% 3 3.85% 8.33%
4 9 11.54% 4 5.13% 8.33%
5 8 10.26% 5 6.41% 8.33%
6 7 8.97% 6 7.69% 8.33%
7 6 7.69% 7 8.97% 8.33%
8 5 6.41% 8 10.26% 8.33%
9 4 5.13% 9 11.54% 8.33%
10 3 3.85% 10 12.82% 8.33%
11 2 2.56% 11 14.10% 8.33%
12 1 1.28% 12 15.38% 8.33%

1. What is the Pro-Rata (Straight-Line) earnings method?

Short Answer: Pro-Rata earns revenue evenly over the life of a contract, regardless of claim activity.

When it’s used: By administrators or insurers seeking a simple, conservative method.

Benefits:

  • Very easy to implement and audit
  • Matches time-based exposure, not actual claims

Downsides:

  • Misaligns with real-world claims, which often occur earlier in the contract

2. What is the Rule of 78s earnings method?

Short Answer: The Rule of 78s front-loads revenue, recognizing more in early months and less later.

When it’s used: Dealer-obligor programs, reinsurance structures, or when early cancellation risk is high.

Benefits:

  • Matches common refund patterns (heavier early cancellations)
  • Can front-load profit for early cash return

Downsides:

  • Overstates profitability early
  • Doesn’t reflect true claims exposure over time

3. What is the Reverse Rule of 78s method?

Short Answer: Reverse Rule of 78s back-loads earnings to match rising claims frequency over time.

When it’s used: New vehicle sales because the OEM warranty covers losses and in programs with higher claims toward the end (e.g., high-mileage or long-term VSCs).

Benefits:

  • Matches actual claims emergence
  • Helps present a more accurate loss ratio profile

Downsides:

  • Suppresses early earnings
  • May delay reported profitability

4. What is a Claims-Based or Experience Curve?

Short Answer: A claims-based curve uses historical data to match earnings to actual loss patterns.

When it’s used: By large administrators, MGAs, or insurers with the data and tools to model loss cost accurately.

Benefits:

  • Most accurate method for loss ratios and reserving
  • Compliant with GAAP and preferred by auditors

Downsides:

  • Requires significant historical data
  • More complex to build and maintain

At Dark Sky Data, we offer custom-built Experience Curves based on your real-world claims history—by product type, region, and cohort.

Summary: Which earnings curve is right for you?

Method
Best for
Pros
Cons
Pro-Rata Simplicity & conservative filings Easy to apply; matches time, not claims Doesn’t reflect actual claim activity
Rule of 78s Dealer-obligor or early refunds Matches cancellations; accelerates earnings Front-loads revenue; mismatches claims
Reverse Rule of 78s Back-loaded risk profiles Reflects delayed claims emergence Delays early earnings
Experience / Claims-Based Accurate loss ratios & valuation Data-driven and audit-ready Requires modeling and historical data
Want help selecting or modeling your earnings curve? Dark Sky Data makes it easy—just upload your data and we’ll build a claims-aligned curve for you.
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