Do Advance Organizers Facilitate Learning? Recommendations for Further Research Based on an Analysis of 32 Studies
Abstract
Written materials are now and are likely to remain an important resource in the classroom. A perennial concern of educators is the preparation and use of materials that are organized in such way as to maximize learning. David P. Ausubel, in his theory of meaningful verbal learning, advocates the use of advance organizers to facilitate the learning of written materials. The purpose of the organizer, according to Ausubel (1963, p. 23), is to relate the potentially meaningful materials to be learned to the already existing cognitive structure of the learner. It is his assumption that the learner's cognitive structure is organized hierarchically in terms of highly inclusive conceptual traces under which are subsumed less inclusive subconcepts as well as specific informational data. Based on this assumption, Ausubel (1963) recommends that advance organizers be written at a higher level of abstraction, generality, and inclusiveness than the learning task itself
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From dissertation abstracts international
(1974) · ACM SIGGRAPH Computer Graphics · doi:10.1145/988616.988619 · Cited by 12,207 · see citing works
The psychology of meaningful verbal learning.
Ausubel, D. P. (1963) · Cited by 2,568 · see citing works
The use of advance organizers in the learning and retention of meaningful verbal material.
Ausubel, D. P. (1960) · Journal of Educational Psychology · doi:10.1037/h0046669 · Cited by 1,394 · see citing works
Norman, D. A., & Bernbach, H. A. (1970) · Cited by 604 · see citing works
Models for Free Recall and Recognition
Kintsch, W. (1970) · Elsevier eBooks · doi:10.1016/b978-0-12-521350-9.50016-4 · Cited by 483 · see citing works
Organizer, general background, and antecedent learning variables in sequential verbal learning.
Ausubel, D. P., & Fitzgerald, D. (1962) · Journal of Educational Psychology · doi:10.1037/h0040210 · Cited by 179 · see citing works
The role of discriminability in meaningful learning and retention.
Ausubel, D. P., & Fitzgerald, D. (1961) · Journal of Educational Psychology · doi:10.1037/h0045701 · Cited by 150 · see citing works
The practice of teaching in the secondary school
Morrison, H. C. (1931) · University of Michigan Library Repository · Cited by 109 · see citing works
Role of discriminability in meaningful paralleled learning.
Ausubel, D. P., & Youssef, M. (1963) · Journal of Educational Psychology · doi:10.1037/h0042767 · Cited by 92 · see citing works
Advance Organizers in Learning Abstract Mathematics
Scandura, J. M., & Wells, J. N. (1967) · American Educational Research Journal · doi:10.3102/00028312004003295 · Cited by 69 · see citing works
Grotelueschen, A. D., & Sjogren, D. D. (1968) · American Educational Research Journal · doi:10.3102/00028312005002191 · Cited by 40 · see citing works
The effect of subsuming concepts on student achievement on unfamiliar science learning material
Graber, R. A., Means, R. S., & Johnsten, T. D. (1972) · Journal of Research in Science Teaching · doi:10.1002/tea.3660090315 · Cited by 16 · see citing works
Barron, R. F. (1970) · Cited by 14 · see citing works
Schulz, R. W. (1966) · Purdue e-Pubs (Purdue University System) · Cited by 9 · see citing works
Simulation Games as Advance Organizers in the Learning of Social Science Materials. Experiments 1-3.
Livingston, S. A. (1970) · Bibliothèque et Archives nationales du Québec (Québec government) · Cited by 8 · see citing works
Lucas, S. B., & Fowler, H. S. (1975) · Cited by 8 · see citing works
(1992) · Journal of International Business Studies · doi:10.1057/jibs.1992.13 · Cited by 8 · see citing works
Herbart and Education by Instruction
Compayré, G. (2008) · Medical Entomology and Zoology · Cited by 7 · see citing works
Advance Organizers and Objectives in Teaching Mathematics.
Sowder, L. (1973) · Cited by 3 · see citing works
Clawson, E. U. (1972) · Cited by 1 · see citing works
Self-citation
Flagged first, then by citations
1 of the 21 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
The instruction of reading comprehension
Pearson, P. D., & Gallagher, M. C. (1983) · Contemporary Educational Psychology · doi:10.1016/0361-476x(83)90019-x · Cited by 1,177 · see citing works
Alba, J. W., & Hasher, L. (1983) · Psychological Bulletin · doi:10.1037/0033-2909.93.2.203 · Cited by 1,169 · see citing works
Methods for Integrative Reviews
Jackson, G. B. (1980) · Review of Educational Research · doi:10.3102/00346543050003438 · Cited by 487 · see citing works
The Psychology of How Novices Learn Computer Programming
Mayer, R. E. (1981) · ACM Computing Surveys · doi:10.1145/356835.356841 · Cited by 450 · see citing works
In Defense of Advance Organizers: A Reply to the Critics
Ausubel, D. P. (1978) · Review of Educational Research · doi:10.3102/00346543048002251 · Cited by 423 · see citing works
Schemata as Scaffolding for the Representation of Information in Connected Discourse
Anderson, R. C., Spiro, R. J., & Anderson, M. C. (1978) · American Educational Research Journal · doi:10.3102/00028312015003433 · Cited by 396 · see citing works
Can Advance Organizers Influence Meaningful Learning?
Mayer, R. E. (1979) · Review of Educational Research · doi:10.3102/00346543049002371 · Cited by 357 · see citing works
Pines, A. L., & West, L. H. T. (1986) · Science Education · doi:10.1002/sce.3730700510 · Cited by 279 · see citing works
Visual argument: Graphic organizers are superior to outlines in improving learning from text.
Robinson, D. H., & Kiewra, K. A. (1995) · Journal of Educational Psychology · doi:10.1037/0022-0663.87.3.455 · Cited by 272 · see citing works
Mayer, R. E. (1979) · Instructional Science · doi:10.1007/bf00117008 · Cited by 242 · see citing works
Research on teaching reading comprehension
Tierney, R. J., & Cunningham, J. W. (1980) · Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign) · Cited by 184 · see citing works
The concept map as an advance organizer
Willerman, M., & Harg, R. A. M. (1991) · Journal of Research in Science Teaching · doi:10.1002/tea.3660280807 · Cited by 179 · see citing works
Type of Instructional Material, Cognitive Style and Learning Performance
Riding, R., & Sadler‐Smith, E. (1992) · Educational Studies · doi:10.1080/0305569920180306 · Cited by 158 · see citing works
A Meta-analysis of the Effects of Advance Organizers on Learning and Retention
Luiten, J., Ames, W., & Ackerson, G. (1980) · American Educational Research Journal · doi:10.3102/00028312017002211 · Cited by 151 · see citing works
Advanced Outlines, Familiarity, and Text Genre on Retention of Prose
Graesser, A. C., Hauft-Smith, K., Cohen, A. D., & Pyles, L. D. (1980) · The Journal of Experimental Education · doi:10.1080/00220973.1980.11011745 · Cited by 139 · see citing works
Resubsumption: A Possible Mechanism for Conceptual Change and Belief Revision
Ohlsson, S. (2009) · Educational Psychologist · doi:10.1080/00461520802616267 · Cited by 137 · see citing works
Difference recall protocols for technical texts due to advance organizers.
Mayer, R. E., & Bromage, B. K. (1980) · Journal of Educational Psychology · doi:10.1037/0022-0663.72.2.209 · Cited by 128 · see citing works
Cognitive aids for guiding graph comprehension.
Mautone, P. D., & Mayer, R. E. (2007) · Journal of Educational Psychology · doi:10.1037/0022-0663.99.3.640 · Cited by 121 · see citing works
An alternative to piagetian psychology for science and mathematics education
Novak, J. D. (1977) · Science Education · doi:10.1002/sce.3730610403 · Cited by 112 · see citing works
A Review of Strategies for Sequencing and Synthesizing Instruction
Patten, J. V., Chao, C.-I., & Reigeluth, C. M. (1986) · Review of Educational Research · doi:10.3102/00346543056004437 · Cited by 107 · see citing works
The Compensatory Effect of Graphic Organizers on Descriptive Text
Alvermann, D. E. (1981) · The Journal of Educational Research · doi:10.1080/00220671.1981.10885354 · Cited by 106 · see citing works
A Meta-Analysis of Advance Organizer Studies
Stone, C. L. (1983) · The Journal of Experimental Education · doi:10.1080/00220973.1983.11011862 · Cited by 102 · see citing works
Good Schools: What Research Says about Improving Student Achievement.
Hawley, W. D. (1985) · Peabody Journal of Education · Cited by 101 · see citing works
Individual differences in time needed for learning: A review of literature
Gettinger, M. (1984) · Educational Psychologist · doi:10.1080/00461528409529278 · Cited by 99 · see citing works
Influence of spatial organization in prose learning.
Dean, R. S., & Kulhavy, R. W. (1981) · Journal of Educational Psychology · doi:10.1037//0022-0663.73.1.57 · Cited by 99 · see citing works
Gennaro, E. D. (1981) · Journal of Research in Science Teaching · doi:10.1002/tea.3660180312 · Cited by 92 · see citing works
Clarke, A. M. (1982) · British Journal of Educational Studies · doi:10.1080/00071005.1982.9973612 · Cited by 90 · see citing works
Vocabulary learning through videos: captions, advance-organizer strategy, and their combination
Teng, (. F. (2022) · Computer Assisted Language Learning · doi:10.1080/09588221.2020.1720253 · Cited by 86 · see citing works
Exhibitions and Information Centers: Some Principles and Approaches
Screven, C. G. (1986) · Curator The Museum Journal · doi:10.1111/j.2151-6952.1986.tb01433.x · Cited by 87 · see citing works
Graphic organizers as aids to text learning
Robinson, D. (1997) · Reading Research and Instruction · doi:10.1080/19388079809558257 · Cited by 112 · see citing works
An Alternative to Piagetian Psychology for Science and Mathematics Education
Novak, J. D. (1978) · Studies in Science Education · doi:10.1080/03057267808559855 · Cited by 81 · see citing works
Ausubel’s meaningful learning re-visited
Bryce, T. G. K., & Blown, E. J. (2024) · Current Psychology · doi:10.1007/s12144-023-04440-4 · Cited by 84 · see citing works
Advance organizers: Facilitators of recall
Corkill, A. J. (1992) · Educational Psychology Review · doi:10.1007/bf01322394 · Cited by 77 · see citing works
Slater, W. H., Graves, M. F., & Piché, G. L. (1985) · Reading Research Quarterly · doi:10.2307/747755 · Cited by 71 · see citing works
Advance Organizers as a Teaching Strategy: A Reply to Barnes and Clawson
Lawton, J. T., & Wanska, S. K. (1977) · Review of Educational Research · doi:10.3102/00346543047002233 · Cited by 71 · see citing works
Successful instructional methods: A cognitive information processing approach
Bovy, R. C. (1981) · ECTJ · doi:10.1007/bf02766716 · Cited by 70 · see citing works
Computers, graphics & learning
Rieber, L. P. (1994) · Medical Entomology and Zoology · Cited by 70 · see citing works
Jafari, K., & Hashim, F. (2012) · System · doi:10.1016/j.system.2012.04.009 · Cited by 65 · see citing works
Activating the Inactive Learner: Advance Organizers in the Secondary Content Classroom
Lenz, B. K., Alley, G. R., & Schumaker, J. B. (1987) · Learning Disability Quarterly · doi:10.2307/1510755 · Cited by 65 · see citing works
Matching students' cognitive responses to teaching skills.
Winne, P. H., & Marx, R. W. (1980) · Journal of Educational Psychology · doi:10.1037/0022-0663.72.2.257 · Cited by 59 · see citing works
Advance organizers that compensate for the organization of text.
Mayer, R. E. (1978) · Journal of Educational Psychology · doi:10.1037/0022-0663.70.6.880 · Cited by 59 · see citing works
Individual Differences and School Learning Environments
Wang, M. C., & Lindvall, C. M. (1984) · Review of Research in Education · doi:10.2307/1167235 · Cited by 57 · see citing works
Teaching Effectiveness: A Review of the Research
O'Neill, G. P. (1988) · Canadian Journal of Education / Revue canadienne de l éducation · doi:10.2307/1495174 · Cited by 54 · see citing works
Schemata, Cognitive Structure, and Advance Organizers: A Reply to Anderson, Spiro, and Anderson
Ausubel, D. P. (1980) · American Educational Research Journal · doi:10.3102/00028312017003400 · Cited by 53 · see citing works
Recent Approaches to the Study and Teaching of 'Effective Learning' in Higher Education
Ford, N. J. (1981) · Review of Educational Research · doi:10.3102/00346543051003345 · Cited by 50 · see citing works
Chaudhari, U. S., & Buddhisagar, M. (1981) · Educational Technology archive · Cited by 50 · see citing works
Learner-generated organizational aids: Effects on learning from text.
Dee‐Lucas, D., & Vesta, F. J. D. (1980) · Journal of Educational Psychology · doi:10.1037/0022-0663.72.3.304 · Cited by 49 · see citing works
A framework for incorporating orienting activities in computer-based interactive video
Hannafin, M. J., & Hughes, C. W. (1986) · Instructional Science · doi:10.1007/bf00139613 · Cited by 49 · see citing works
Long-Term Retention of Information Following Learning from Prose
Gagné, E. D., & Gagné, E. D. (1978) · Review of Educational Research · doi:10.3102/00346543048004629 · Cited by 49 · see citing works
Using graphic organizers to increase achievement in middle school life science
Hawk, P. P. (1986) · Science Education · doi:10.1002/sce.3730700110 · Cited by 48 · see citing works
Some Psychological Aspects of Distance Education.
Schuemer, R. (1993) · Cited by 45 · see citing works
Typographic Access Structures for Educational Texts
Waller, R. H. W. (1979) · Springer eBooks · doi:10.1007/978-1-4684-0994-9_11 · Cited by 40 · see citing works
Facilitation of learning and retention of oral instruction using advance and post organizers.
Alexander, L., Frankiewicz, R. G., & Williams, R. E. (1979) · Journal of Educational Psychology · doi:10.1037/0022-0663.71.5.701 · Cited by 38 · see citing works
Cary, T. L., & Branchaw, J. L. (2017) · CBE—Life Sciences Education · doi:10.1187/cbe.16-10-0300 · Cited by 38 · see citing works
An investigation of SOAR study strategies for learning from multiple online resources
Daher, T. A., & Kiewra, K. A. (2016) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2015.12.004 · Cited by 38 · see citing works
Structural enhancement of learning
Trumpower, D. L., & Goldsmith, T. E. (2004) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2004.02.001 · Cited by 36 · see citing works
Klein, J. D., & Pridemore, D. R. (1994) · Educational Technology Research and Development · doi:10.1007/bf02298054 · Cited by 35 · see citing works
Advance Organizers: Concrete Versus Abstract
Corkill, A. J., Bruning, R. H., & Glover, J. A. (1988) · The Journal of Educational Research · doi:10.1080/00220671.1988.10885871 · Cited by 32 · see citing works
Little, D. C., & Box, J. A. (2011) · Reading improvement · Cited by 31 · see citing works
Instructional design for meaningful learning
Kember, D. R. (1991) · Instructional Science · doi:10.1007/bf00043255 · Cited by 31 · see citing works
Langan‐Fox, J., Platania‐Phung, C., & Waycott, J. (2006) · Applied Cognitive Psychology · doi:10.1002/acp.1258 · Cited by 29 · see citing works
Field Dependence and Contextual Organizers
Meng, K., & Patty, D. (1991) · The Journal of Educational Research · doi:10.1080/00220671.1991.10886013 · Cited by 28 · see citing works
Effects of an organizer on memory for prose.
Derry, S. J. (1984) · Journal of Educational Psychology · doi:10.1037/0022-0663.76.1.98 · Cited by 28 · see citing works
A Review of Research in Revising Instructional Text
Sawyer, M. H. (1991) · Journal of Reading Behavior · doi:10.1080/10862969109547744 · Cited by 27 · see citing works
Specifying the nature of reading ability differences and advance organizer effects.
Tyler, S. W., Delaney, H. D., & Kinnucan, M. T. (1983) · Journal of Educational Psychology · doi:10.1037/0022-0663.75.3.359 · Cited by 27 · see citing works
Waller, R. J. (1988) · Cited by 26 · see citing works
Some instructional strategies for improved learning from distance teaching materials
Marland, P. W., & Støre, R. E. (1982) · Distance Education · doi:10.1080/0158791820030105 · Cited by 26 · see citing works
Chapter 5: Individual Differences and School Learning Environments
Wang, M. C., & Lindvall, C. (1984) · Review of Research in Education · doi:10.3102/0091732x011001161 · Cited by 23 · see citing works
NEED FOR EXPLANATIONS IN GRAPHIC ORGANIZER RESEARCH
Rice, G. E. (1994) · Reading Psychology · doi:10.1080/0270271940150103 · Cited by 24 · see citing works
Kempa, R. F., & Palmer, C. R. (1974) · British Journal of Educational Technology · doi:10.1111/j.1467-8535.1974.tb00623.x · Cited by 24 · see citing works
Testing Design Alternatives: A Comparison of Procedures
Schumacher, G. M., & Waller, R. (1985) · Elsevier eBooks · doi:10.1016/b978-0-12-223260-2.50019-0 · Cited by 24 · see citing works
3: Epistemological Perspectives on Conceptions of Curriculum Organization and Learning
Strike, K. A., & Posner, G. J. (1976) · Review of Research in Education · doi:10.3102/0091732x004001106 · Cited by 24 · see citing works
Do Advance Organizers Facilitate Learning? A Review of Subsumption Theory.
McEneaney, J. E. (1990) · Journal of research and development in education · Cited by 23 · see citing works
Hannafin, M. J., Phillips, T. L., Rieber, L. P., & Garhart, C. (1987) · ECTJ · doi:10.1007/bf02769433 · Cited by 22 · see citing works
Instructional Variables in Text Processing
Mayer, R. E. (1982) · Advances in psychology · doi:10.1016/s0166-4115(08)62710-7 · Cited by 22 · see citing works
Enhancing the recall of presented material
Larson, R. B. (2009) · Computers & Education · doi:10.1016/j.compedu.2009.06.010 · Cited by 21 · see citing works
Macdonald-Ross, M. (1978) · Review of Research in Education · doi:10.3102/0091732x006001229 · Cited by 20 · see citing works
Facilitating Children's Comprehension through the Use of Advance Organizers
Townsend, M. A. R., & Clarihew, A. (1989) · Journal of Reading Behavior · doi:10.1080/10862968909547656 · Cited by 20 · see citing works
Prose Comprehension and Memory
Voss, J. F., Tyler, S. W., & Bisanz, G. L. (1982) · Elsevier eBooks · doi:10.1016/b978-0-12-566760-9.50017-8 · Cited by 20 · see citing works
The Effects of Orienting Activities, Cueing, and Practice on Learning of Computer-Based Instruction
Hannafin, M. J. (1987) · The Journal of Educational Research · doi:10.1080/00220671.1987.10885796 · Cited by 19 · see citing works
Implications of Learning Strategy Research for Designing Computer-Assisted Instruction
Park, S. (1995) · Journal of Research on Computing in Education · doi:10.1080/08886504.1995.10782144 · Cited by 17 · see citing works
Lashbrook, V. J., & Wheeless, L. R. (1978) · Annals of the International Communication Association · doi:10.1080/23808985.1978.11923741 · Cited by 16 · see citing works
Chen, B., Hirumi, A. “. C., & Zhang, N. J. (2007) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-60752-205-820251024 · Cited by 15 · see citing works
Advance Organizers: A Review of the Research—Part I
WILLIAMS, T. R., & Butterfield, E. C. (1992) · Journal of Technical Writing and Communication · doi:10.2190/8vqy-19n4-lmeu-u5j6 · Cited by 15 · see citing works
Martens, R. L., & Valcke, M. (1995) · European Journal of Psychology of Education · doi:10.1007/bf03172915 · Cited by 14 · see citing works
Improving advance organizer research: Persistent problems and future directions
Clark, C. H., & Bean, T. W. (1982) · Literacy Research and Instruction · doi:10.1080/19388078209557671 · Cited by 14 · see citing works
Pflaum, S. W., Pascarella, E. T., Auer, C., Augustyn, L., & Boswick, M. (1982) · Learning Disability Quarterly · doi:10.2307/1510571 · Cited by 14 · see citing works
Valle, N., Brishke, J. K., Shenkman, E. A., & Ritzhaupt, A. D. (2022) · TechTrends · doi:10.1007/s11528-022-00737-6 · Cited by 13 · see citing works
Silicon supervisors and stress: Merging new evidence from the field
Galletta, D. F., & Grant, R. A. (1995) · Accounting Management and Information Technologies · doi:10.1016/0959-8022(96)00003-3 · Cited by 13 · see citing works
Effectiveness of a Visual Comparative Advance Organizer in Teaching Biology
Relan, A. (1991) · Research in Science & Technological Education · doi:10.1080/0263514910090208 · Cited by 12 · see citing works
Aptitude- versus content-treatment interactions
Jonassen, D. H. (1982) · Journal of Instructional Development · doi:10.1007/bf02905228 · Cited by 12 · see citing works
The Generative Effects of Instructional Organizers with Computer-Based Interactive Video
Kenny, R. F. (1995) · Journal of Educational Computing Research · doi:10.2190/hwaf-kjhg-p23k-fxxn · Cited by 12 · see citing works
Goetz, E. T. (1984) · Elsevier eBooks · doi:10.1016/b978-0-12-352620-5.50009-6 · Cited by 12 · see citing works
Linear and Graphic Advance Organizers: Properties and Processing
Langan‐Fox, J., Waycott, J. L., & Albert, K. (2000) · International Journal of Cognitive Ergonomics · doi:10.1207/s15327566ijce0401_02 · Cited by 12 · see citing works
Does Instruction on Metacognitive Strategies Help High School Students Use Advance Organizers
Groller, K. L. (1991) · The Journal of Reading · Cited by 12 · see citing works
Modelos de aprendizaje en la didáctica de las ciencias
Aliberas, J., Gutiérrez, R., & Aymerich, M. I. I. (1989) · LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas) · doi:10.12795/ie.1989.i09.02 · Cited by 11 · see citing works
Instructional Materials for Diverse Learners
Tyree, R. B., Fiore, T. A., & Cook, R. A. (1994) · Remedial and Special Education · doi:10.1177/074193259401500605 · Cited by 11 · see citing works
More About Yodai Mnemonics: A Commentary on Higbee and Kunihira
Pressley, M. G. (1985) · Educational Psychologist · doi:10.1207/s15326985ep2002_3 · Cited by 10 · see citing works
Nobody Knows How to Remember That Prose
Glover, J. A., Zimmer, J. W., Ronning, R. R., & Petersen, C. H. (1980) · The Journal of Educational Research · doi:10.1080/00220671.1980.10885263 · Cited by 10 · see citing works
The relationship of student interest and advance organizer effectiveness
Lane, D. S., Newman, D. L., & Bull, K. S. (1988) · Contemporary Educational Psychology · doi:10.1016/0361-476x(88)90002-1 · Cited by 10 · see citing works
- Authors
- Barnes, B. R., & Clawson, E. U.
- Affiliations
- Georgia State University (US)
- University of the Pacific (US)
- Venue
- Review of Educational Research
- Published
- 1975-12
- Volume
- 45
- Issue
- 4
- Pages
- 637-659
- ISSN
- 0034-6543 (ISSN-L)
- 1935-1046
- OpenAlex
- W2128603512
- Cited by
- 186
- References
- 21
- Citations by year
- 2026: 1 · 2023: 2 · 2022: 4 · 2021: 2 · 2020: 1 · 2019: 1 · 2018: 1 · 2017: 3 · 2016: 1 · 2015: 1 · 2013: 2 · 2012: 3
- FWCI
- 13.47
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Review of Educational Research (publishedVersion)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Visual and Cognitive Learning Processes
- Social Sciences › Psychology › Developmental and Educational Psychology › Innovative Teaching and Learning Methods
- Social Sciences › Psychology › Developmental and Educational Psychology › Educational methodologies and cognitive development
- Keywords
- advance organizers, Ausubel, cognitive structure, concept hierarchy, learning facilitation, instructional design
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