Choosing What to Study: Do Internal Judgments Predict Study-Time Allocation Over and Above External Agendas?

Research on how students allocate their study time has focused primarily on the influence of goals (often called “agendas”) and metacognitive judgments (learners’ perceptions of how well they know the material). Studies of agenda-based study time allocation have typically operationalized agendas using explicit point values assigned to learning different material in the context of in-lab word-pair learning tasks. The present study extends this agenda-based regulation framework to more educationally realistic settings through in-lab manipulations of course structure presented in a syllabus (Studies 1 and 2) and observational data from study planning exercises in real classes (Studies 3 and 4). The present studies allowed for the comparison of the predictive utility of internal learner judgments in addition to external agendas. Specifically, we included external agenda-related cues (e.g., whether a unit would be tested, whether exams were cumulative, the expected number of exam questions) and internal judgments (e.g., interest, difficulty, confidence) to determine whether students’ internal judgments predict study time over and above external agendas. Across the four studies, external agendas accounted for substantial variance in students’ study time allocation intentions and in three of the four studies, internal judgments explained relatively little variance over and above the explanatory power provided by external agenda-related cues. The fourth study showed more optimistic estimates for the amount of variance explained by internal judgments. Nevertheless, the relative importance of internal judgements and external cues varied with context, underscoring the importance of investigating metacognitive regulation using educationally relevant materials and real-world educational settings.

Authors

Publication Details

Published
2025-08-15
DOI
https://doi.org/10.31234/osf.io/utpc7_v1
Primary Topic
Decision-Making and Behavioral Economics
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Choosing What to Study: Do Internal Judgments Predict Study-Time Allocation Over and Above External Agendas?

Brendan A. Schuetze, Veronica X. Yan
Decision-Making and Behavioral Economics
article

Choosing What to Study: Do Internal Judgments Predict Study-Time Allocation Over and Above External Agendas?

Brendan A. Schuetze, Veronica X. Yan
article en

Abstract

Research on how students allocate their study time has focused primarily on the influence of goals (often called “agendas”) and metacognitive judgments (learners’ perceptions of how well they know the material). Studies of agenda-based study time allocation have typically operationalized agendas using explicit point values assigned to learning different material in the context of in-lab word-pair learning tasks. The present study extends this agenda-based regulation framework to more educationally realistic settings through in-lab manipulations of course structure presented in a syllabus (Studies 1 and 2) and observational data from study planning exercises in real classes (Studies 3 and 4). The present studies allowed for the comparison of the predictive utility of internal learner judgments in addition to external agendas. Specifically, we included external agenda-related cues (e.g., whether a unit would be tested, whether exams were cumulative, the expected number of exam questions) and internal judgments (e.g., interest, difficulty, confidence) to determine whether students’ internal judgments predict study time over and above external agendas. Across the four studies, external agendas accounted for substantial variance in students’ study time allocation intentions and in three of the four studies, internal judgments explained relatively little variance over and above the explanatory power provided by external agenda-related cues. The fourth study showed more optimistic estimates for the amount of variance explained by internal judgments. Nevertheless, the relative importance of internal judgements and external cues varied with context, underscoring the importance of investigating metacognitive regulation using educationally relevant materials and real-world educational settings.

National Science Foundation
Openalex Percentile: Top 73%
Decision-Making and Behavioral Economics
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Choosing What to Study: Do Internal Judgments Predict Study-Time Allocation Over and Above External Agendas? — Brendan A. Schuetze, Veronica X. Yan · (2025) | TGRS Research Map | TGRS