Assessment & Research

Different criteria affect prevalence of relapse of behavior targeted for treatment

Podlesnik et al. (2025) · Journal of Applied Behavior Analysis 2025
★ The Verdict

Count relapse with a mean-of-2 rule so you do not miss early warning signs.

✓ Read this if BCBAs writing discharge or booster plans for clients with IDD.
✗ Skip if Clinicians who only track broad skill acquisition, not problem behavior return.

01Research in Context

01

What this study did

Podlesnik et al. (2025) looked at two ways to score relapse. One rule counts a relapse only if the top five worst moments are above baseline. The other rule counts relapse if the average of just two moments is above baseline.

They ran the same clinical data through both rules. The clients had intellectual or developmental disabilities. The goal was to see which rule catches more returning problem behavior.

02

What they found

The stricter max-of-5 rule said relapse was rare. The looser mean-of-2 rule said relapse was common. Using the tougher rule hides treatment failure.

03

How this fits with other research

Williams et al. (2023) also watched how we measure relapse. They tracked caregiver mistakes moment-by-moment and saw every caregiver slip back. Their continuous method backs up the idea that tight rules miss real relapse.

Jarrold et al. (1994) showed that behavior can return with a new function. If you only count the old form, you will still miss failure. Their warning pairs well with the new math: loose criteria catch both old and new problems.

King et al. (2025) showed that even smart relapse plans can let a few responses slip through. Their data fit the mean-of-2 picture: a couple of strong responses matter.

04

Why it matters

If you use the max-of-5 rule, you may discharge a client too early. Switch to mean-of-2 and you will spot back-slide sooner. Add booster sessions when you see any two data points rise. This small math tweak can save weeks of re-doing treatment.

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→ Action — try this Monday

Re-score last month’s data with the mean-of-2 rule and schedule a booster if any two points top baseline.

02At a glance

Intervention
not applicable
Design
other
Population
intellectual disability, developmental delay
Finding
not reported

03Original abstract

Several studies have examined the prevalence of behavioral relapse among individuals with intellectual and developmental disabilities following common treatment challenges (context changes, schedule thinning). Most applied studies compare behavior during the treatment challenges with the maximum level of behavior from five preceding treatment sessions. This max-of-5 criterion could inadvertently capture behavior in transition during the preceding treatment phase, thereby underestimating the prevalence of relapse. In the current study, we reanalyzed existing clinical data with the max-of-5 criterion and an alternative criterion less likely to capture target behavior in transition—the mean of the last two sessions (mean-of-2 criterion) of the treatment phase. As hypothesized, the max-of-5 criterion produced lower prevalence estimates relative to the mean-of-2 criterion. We encourage researchers conducting these analyses to weigh different approaches to reporting prevalence data and discuss considerations for future areas of research and practice related to measurement of relapse.

Journal of Applied Behavior Analysis, 2025 · doi:10.1002/jaba.2927