Assessment & Research

Sex as a possible source of group inequivalence in Lovaas (1987).

Boyd (1998) · Journal of autism and developmental disorders 1998
★ The Verdict

Sex balance is not a side note—it can flip your conclusion.

✓ Read this if BCBAs who run or read group comparison studies in autism.
✗ Skip if Clinicians who only do one-to-one sessions with no research role.

01Research in Context

01

What this study did

Clarke (1998) wrote a short theory paper. It asked one question: did the famous Lovaas (1987) study have too many boys in one group?

The paper did not run new kids. It looked at the published numbers and warned that sex mix can hide real effects or fake ones.

02

What they found

The author showed that the treatment and control groups had different boy-girl ratios. If you compare each group to the general autism sex ratio, the groups are not equal.

That mismatch could make the treatment look stronger or weaker than it really was.

03

How this fits with other research

James et al. (2023) later proved the point with data. They found that parent and expert scores line up differently for boys and girls with ASD. The 1998 warning was theory; the 2023 paper is evidence.

Backer van Ommeren et al. (2017) add another layer. Girls with autism show more reciprocal play than boys. If your groups are sex-skewed, social gains might come from the girls, not the treatment.

Rutherford et al. (2016) show girls get referred later. Late entry can make them look “less severe” at intake, again tilting group balance. Together these studies say: watch sex from screening to final graph.

04

Why it matters

Before you claim an intervention works, open your baseline table. Count boys and girls in each condition. If the splits diverge from the 4:1 male ratio seen in most autism clinics, weight, match, or analyze separately. A five-minute check can save your study from a fatal confound and your clients from the wrong program.

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→ Action — try this Monday

Add a ‘sex ratio’ row to your intake spreadsheet and check it before finalizing any group design.

02At a glance

Intervention
not applicable
Design
theoretical
Finding
not reported

03Original abstract

The possibility of differential sex proportions as a confounding factor in the Lovaas (1987) study is raised in this paper. It is argued that the chi-square analysis reported in the original study was inadequate and that the appropriate comparison should be made not between the experimental group and primary control group (Control Group 1) utilizing expected cell frequencies estimated from sample data, but between these two groups using population data to estimate expected cell frequencies. Implications of this interpretation are discussed.

Journal of autism and developmental disorders, 1998 · doi:10.1023/a:1026065321080