Agenda-based regulation of study-time allocation: when agendas override item-based monitoring.

Theories of self-regulated study assume that learners monitor item difficulty when making decisions about which items to select for study. To complement such theories, the authors propose an agenda-based regulation (ABR) model in which learners' study decisions are guided by an agenda that learners develop to prioritize items for study, given their goals and task constraints. Across 4 experiments, the authors orthogonally manipulated 1 task constraint-the reward structure of the task-with objective item difficulty, so that learners could use either item difficulty or potential reward in deciding how to allocate their study time. Learners studied items, were tested, and then selected half the items for restudy. As predicted by the ABR model, reward structure drove item selection more than did item difficulty, which demonstrates learners' agendas can override the effects of monitoring item difficulty in the allocation of study time.

[1]  J. Dunlosky,et al.  Older and younger adults use a functionally identical algorithm to select items for restudy during multitrial learning. , 1997, The journals of gerontology. Series B, Psychological sciences and social sciences.

[2]  Robert A. Bjork,et al.  The promise and perils of self-regulated study , 2007, Psychonomic bulletin & review.

[3]  Lynne M. Reder,et al.  Strategic control of retrieval strategies. , 1988 .

[4]  Alan D. Castel,et al.  The Adaptive and Strategic Use of Memory By Older Adults: Evaluative Processing and Value-Directed Remembering , 2007 .

[5]  Jeffrey D. Karpicke,et al.  The Power of Testing Memory Basic Research and Implications for Educational Practice , 2006 .

[6]  R. Engle,et al.  The generality of working memory capacity: a latent-variable approach to verbal and visuospatial memory span and reasoning. , 2004, Journal of experimental psychology. General.

[7]  P. Pintrich The role of goal orientation in self-regulated learning. , 2000 .

[8]  R. Azevedo,et al.  A Theoretical Review of Winne and Hadwin’s Model of Self-Regulated Learning: New Perspectives and Directions , 2007 .

[9]  Douglas J. Hacker,et al.  Metacognition in educational theory and practice. , 1998 .

[10]  Janet Metcalfe,et al.  Is study time allocated selectively to a region of proximal learning? , 2002, Journal of experimental psychology. General.

[11]  Asher Koriat,et al.  The intricate relationships between monitoring and control in metacognition: lessons for the cause-and-effect relation between subjective experience and behavior. , 2006, Journal of experimental psychology. General.

[12]  John Dunlosky,et al.  Training Programs to Improve Learning in Later Adulthood: Helping Older Adults Educate Themselves , 1998 .

[13]  J. Dunlosky,et al.  What makes people study more? An evaluation of factors that affect self-paced study. , 1998, Acta psychologica.

[14]  John Dunlosky,et al.  The Self-Monitoring Approach for Effective Learning , 2005 .

[15]  Joseph T. McGuire,et al.  Neuroimaging evidence for agenda-dependent monitoring of different features during short-term source memory tests. , 2008, Journal of experimental psychology. Learning, memory, and cognition.

[16]  Lisa K. Son,et al.  Spacing one's study: evidence for a metacognitive control strategy. , 2004, Journal of experimental psychology. Learning, memory, and cognition.

[17]  M. Eysenck,et al.  Effects of Incentive on Cued Recall , 1982 .

[18]  M. Just,et al.  From the SelectedWorks of Marcel Adam Just 1992 A capacity theory of comprehension : Individual differences in working memory , 2017 .

[19]  T. O. Nelson,et al.  Allocation of self-paced study time and the "labor-in-vain effect". , 1988, Journal of experimental psychology. Learning, memory, and cognition.

[20]  P. Carpenter,et al.  Individual differences in working memory and reading , 1980 .

[21]  John Dunlosky,et al.  Toward a general model of self-regulated study: An analysis of selection of items for study and self-paced study time. , 1999 .

[22]  Philip H. Winne,et al.  Studying as self-regulated learning. , 1998 .

[23]  J. Metcalfe,et al.  Evidence that judgments of learning are causally related to study choice , 2008, Psychonomic bulletin & review.

[24]  T. O. Nelson,et al.  Tradeoff of semantic relatedness and degree of overlearning: differential effects on metamemory and on long-term retention. , 1997, Acta psychologica.

[25]  J. Dunlosky,et al.  Age-related differences in absolute but not relative metamemory accuracy. , 1997, Psychology and aging.

[26]  John Dunlosky,et al.  Empirical analysis of the intrinsic–extrinsic distinction of judgments of learning (JOLs): Effects of relatedness and serial position on JOLs. , 2001 .

[27]  B. Weiner Effects of motivations on the availability and retrieval of memory traces. , 1966 .

[28]  Aaron S. Benjamin,et al.  Memory is More than just Remembering: Strategic Control of Encoding, Accessing Memory, and Making Decisions , 2007 .

[29]  Nate Kornell,et al.  The dynamics of learning and allocation of study time to a region of proximal learning. , 2003, Journal of experimental psychology. General.

[30]  Rajiv Sethi,et al.  Metacognitive Control and Optimal Learning , 2006, Cogn. Sci..

[31]  John Dunlosky,et al.  Causes and constraints of the shift-to-easier-materials effect in the control of study , 2004, Memory & cognition.

[32]  John Dunlosky,et al.  Aging and monitoring associative learning: is monitoring accuracy spared or impaired? , 2002 .

[33]  John Dunlosky,et al.  Utilization of Metacognitive Judgments in the Allocation of Study During Multitrial Learning , 1994 .

[34]  David J. Therriault,et al.  Accuracy of metacognitive monitoring affects learning of texts. , 2003 .

[35]  Aaron S. Benjamin,et al.  Metacognitive control of the spacing of study repetitions , 2006 .

[36]  Nate Kornell,et al.  Optimising self-regulated study: The benefits—and costs—of dropping flashcards , 2008, Memory.

[37]  Alan D Castel,et al.  Memory for general and specific value information in younger and older adults: Measuring the limits of strategic control , 2007, Memory & cognition.

[38]  T. Wickens,et al.  Effect of incentive on storage and retrieval processes , 1970 .

[39]  Nate Kornell,et al.  Study efficacy and the region of proximal learning framework. , 2006, Journal of experimental psychology. Learning, memory, and cognition.

[40]  L. F. Barrett,et al.  Individual differences in working memory capacity and dual-process theories of the mind. , 2004, Psychological bulletin.

[41]  Charles S. Carver,et al.  On the structure of behavioral self-regulation. , 2000 .

[42]  Christian D. Schunn,et al.  Strategy Adaptivity and Individual Differences , 2002 .

[43]  Aaron S Benjamin,et al.  The effects of aging on selectivity and control in short-term recall , 2002, Memory & cognition.

[44]  A. Koriat Monitoring one's own knowledge during study : A cue-utilization approach to judgments of learning , 1997 .

[45]  Lisa K. Son,et al.  Metacognitive and control strategies in study-time allocation. , 2000, Journal of experimental psychology. Learning, memory, and cognition.

[46]  F. Craik,et al.  Aging and metamemory: the roles of relatedness and imagery. , 1982, Journal of gerontology.

[47]  Lisa K. Son,et al.  Research on the allocation of study time: Key studies from 1890 to the present (and beyond). , 2008 .

[48]  Matthew P. Gerrie,et al.  Individual differences in working memory capacity and visual search: The roles of top-down and bottom-up processing , 2007, Psychonomic bulletin & review.

[49]  P. Pintrich,et al.  Handbook of self-regulation , 2000 .

[50]  M. Isingrini,et al.  Age-Related Differences in the Relation Between Monitoring and Control of Learning , 2004, Experimental aging research.

[51]  Michael F. Bunting,et al.  Working memory span tasks: A methodological review and user’s guide , 2005, Psychonomic bulletin & review.

[52]  A. Castel Memory for grocery prices in younger and older adults: the role of schematic support. , 2005, Psychology and aging.

[53]  J. Metcalfe,et al.  A Region of Proximal Learning Model of Study Time Allocation Journal of Memory and Language , 2005 .