Running out of Time: Leveraging Process Data to Identify Students Who May Benefit from Extended Time

Guardado en:
Detalles Bibliográficos
Publicado en:International Electronic Journal of Elementary Education vol. 17, no. 2 (2025), p. 253
Autor principal: Ogut, Burhan
Otros Autores: Circi, Ruhan, Huo, Huade, Hicks, Juanita, Yin, Michelle
Publicado:
International Electronic Journal of Elementary Education
Materias:
Acceso en línea:Citation/Abstract
Full text outside of ProQuest
Etiquetas: Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!

MARC

LEADER 00000nab a2200000uu 4500
001 3206897642
003 UK-CbPIL
022 |a 1307-9298 
035 |a 3206897642 
045 2 |b d20250101  |b d20251231 
084 |a EJ1468386 
100 1 |a Ogut, Burhan 
245 1 |a Running out of Time: Leveraging Process Data to Identify Students Who May Benefit from Extended Time 
260 |b International Electronic Journal of Elementary Education  |c 2025 
513 |a Report Article 
520 3 |a This study explored the effectiveness of extended time (ET) accommodations in the 2017 NAEP Grade 8 Mathematics assessment to enhance educational equity. Analyzing NAEP process data through an XGBoost model, we examined if early interactions with assessment items could predict students' likelihood of requiring ET by identifying those who received a timeout message. The findings revealed that 72% of students with disabilities (SWDs) granted ET did not use it fully, while about 24% of students lacking ET were still actively engaged when timed out, indicating a considerable unmet need for ET. The model demonstrated high accuracy and recall in predicting the necessity for ET based on early test behaviors, with minimal influence from background variables such as eligibility for free lunch, English Language Learner (ELL) status, and disability status. These results underscore the potential of utilizing early assessment behaviors as reliable predictors for ET needs, advocating for the integration of predictive models into digital testing systems. Such an approach could enable real-time analysis and adjustments, thereby promoting a fairer assessment process where all students have the opportunity to fully demonstrate their knowledge. 
653 |a Identification 
653 |a Testing Accommodations 
653 |a National Competency Tests 
653 |a Equal Education 
653 |a Students with Disabilities 
653 |a Time Factors (Learning) 
653 |a Computer Assisted Testing 
653 |a Student Evaluation 
653 |a Timed Tests 
700 1 |a Circi, Ruhan 
700 1 |a Huo, Huade 
700 1 |a Hicks, Juanita 
700 1 |a Yin, Michelle 
773 0 |t International Electronic Journal of Elementary Education  |g vol. 17, no. 2 (2025), p. 253 
786 0 |d ProQuest  |t ERIC 
856 4 1 |3 Citation/Abstract  |u https://www.proquest.com/docview/3206897642/abstract/embedded/6A8EOT78XXH2IG52?source=fedsrch 
856 4 0 |3 Full text outside of ProQuest  |u http://eric.ed.gov/?id=EJ1468386