The Categorical Ceiling Tax: Interpreting Intervention Outcomes in Educational Research.

Autor/in	Bendo, Mhel Cedric D.
Titel	The Categorical Ceiling Tax: Interpreting Intervention Outcomes in Educational Research.
Quelle	In: Puissant, (2026) 8, S. 3083-3092 PDF als Volltext kostenfreie Datei Link als defekt meldenVerfügbarkeit
Sprache	englisch
Dokumenttyp	online; Zeitschriftenaufsatz
ISSN	2719-0153; 2719-0161
URN	urn:nbn:de:0168-ssoar-111266-9
Schlagwörter	Bildungsforschung; Statistik
Abstract	This position paper formalizes the concept of the Categorical Ceiling Tax (CCT), an interpretive limitation observed in intervention studies that employ quantitative scoring rubrics to classify proficiency levels. The CCT describes a form of structural resistance that occurs when a population mean approaches, but does not cross, a predefined categorical threshold, even when measurable quantitative gains are documented. Using pre-post score data from a one-group design involving the total population of N = 494 Grade 7 students, this paper illustrates how categorical reporting obscured a documented positive mean shift, while the population classification remained at the "Instructional" level. This paper argues that categorical transitions, when interpreted independently, may misrepresent population-level progress in large samples. It further proposes that changes in the deficiency floor - defined as the proportion of learners classified at the Frustration level - be reported as a complementary interpretive indicator alongside categorical outcomes. These observations provide applied insights into the interpretation of outcomes generated through technology-supported assessment and reporting systems commonly used in contemporary educational settings.
Erfasst von	GESIS - Leibniz-Institut für Sozialwissenschaften, Mannheim
Update	2026/4