In his assimilation theory, Ausubel (1968, 2000) posits that meaningful learning occurs when new ideas are substantively incorporated into a learner’s cognitive structure. This process is three-fold: (1) new material is anchored to relevant preexisting concepts, (2) the two interact to produce new meanings, and (3) the new meanings are connected to their anchoring concepts. Central to his theory is this notion of cognitive structure, or the hierarchically-organized framework of knowledge that serves as an anchoring site for new ideas. To Ausubel, the availability, stability, clarity, and discriminability of concepts in cognitive structure are the principal factors influencing meaningful learning.
One hypothesis resulting from this claim predicts that meaningful learning more readily occurs if one’s cognitive structure is clear, stable, and well-organized than if it is vague, unreliable, or disordered (Ausubel, 1968, 2000). This hypothesis has been put to the test through studies of Ausubel’s (1960) advance organizers (AOs), with the fundamental conjecture being that the organizer provides an anchoring structure for the incorporation of new ideas and thus facilitates meaningful learning. The initial outlook for this hypothesis was favorable: in his inaugural paper on AOs, Ausubel (1960) reported that undergraduate students who received an expository AO on metallurgy outperformed those who were administered a historical passage on the same topic. Four subsequent studies demonstrated similar results in favor of AOs (Ausubel & Fitzgerald, 1961, 1962; Fitzgerald & Ausbel, 1963; Ausubel & Youssef, 1965).
However, as the body of research on the subject expanded, an increasing number of studies failed to replicate these outcomes. In a notable meta-analysis of the research, Barnes & Clawson (1975) found that in 20 of the 32 studies under their review, AOs did not produce significant results. They ultimately concluded that “advance organizers, as presently constructed, generally do not facilitate learning” (p. 651). These remarks provoked a lively meta-analytic defense of AOs in which numerous other authors not only noted that in the studies under their review, significant results outnumbered non-significant ones, but also suggested that Barnes & Clawson had failed to adequately judge the implications of Ausubel’s theory for learning outcomes and that their methodology of meta-analysis was suspect (Mayer, 1979a, 1979b; Lawton & Wanska, 1977; Stone, 1983; Luiten et al., 1980). Even Ausubel (1978) himself published a strongly-worded response to his critics, retorting that had his accusers read his previous publications in sufficient detail, they would not have dared to make such claims. Since this flurry of activity in the 70s and 80s, there does not appear to have been another comprehensive meta-analysis of AOs’ effect on learning. It suffices to say that the evidence as to whether or not AOs facilitate meaningful learning remains inconclusive.
Regardless of the controversy of Ausubel’s advance organizers, his assimilation theory continued to find applications in research and practice, with the most notable example being Novak’s concept mapping tool. Novak and his team were compelled by three central aspects of Ausubel’s theory: first, that new meanings are built upon prior concepts; second, that cognitive structure is hierarchically-organized; and third, that meaningful learning improves the precision and clarity of relationships between concepts (Novak & Cañas, 2006). Their resulting tool represents concepts as labeled nodes, and their relationships as labeled edges. Two concepts and their relation to each other form a meaningful proposition. Several meta-analyses regarding the efficacy of concept maps demonstrate positive effects on learning (Horton et al., 1993; Nesbit & Adesope, 2006; Schroeder et al., 2018).
The notion of representing knowledge as a network of concepts and propositions bears strong similarities to
methods of representing data in an information ontology (Vickery, 1997), or a formal organization of information in
a knowledge base. Information ontologies are widely utilized to represent web-based collections of data, such as the
Wikidata database, off of which Wikipedia is partially based. Wikidata’s ontology represents a unit of knowledge as
an item and relates two items via properties. A meaningful statement can be retrieved from the database through a
Subject-Predicate-Object
query (Erxleben et al., 2014). The bijection with Novak’s set of concepts, relationships,
and propositions is clear. This design choice affords a potential extension of Novak’s concept mapping tool from an
individual learner’s—or even individual expert’s—representation of a singular domain, to a collaboratively-constructed
mapping of all concepts described by what is arguably the largest existing repository of human knowledge.
Two important considerations come to mind. First, Ausubel’s assimilation theory is quite imbued within the cognitivist tradition—that is, it deals primarily with the symbolic representation and manipulation of concepts in cognitive structure. It says little of learning beyond the individual mind. As it is now commonly understood that learning is not only cognitive, but also material, social, and cultural in nature (Brown et al., 1989), the limitations of Ausubel’s theory must be addressed. Second, as the controversy surrounding Ausubel’s AOs demonstrates, isolating and measuring the utility of such tools for facilitating meaningful learning can be an arduous endeavor. An open task is to develop adequate methodologies for determining whether or not such a positive effect exists.
References
Ausubel, D. P. (1960, October). The use of advance organizers in the learning and retention of meaning- ful verbal material. Journal of Educational Psychology, 51(5), 267–272. Retrieved 2023-10-05, from http://doi.apa.org/getdoi.cfm?doi=10.1037/h0046669 doi: 10.1037/h0046669
Ausubel, D. P. (1968). Educational psychology: a cognitive view. New York: Holt, Rinehart and Winston.
Ausubel, D. P. (1978, June). In Defense of Advance Organizers: A Reply to the Critics. Review of Educational Research, 48(2), 251–257. Retrieved 2023-10- 05, from http://journals.sagepub.com/doi/10.3102/00346543048002251 doi: 10.3102/00346543048002251
Ausubel, D. P. (2000). The Acquisition and Retention of Knowledge: A Cogni- tive View. Dordrecht: Springer Netherlands. Retrieved 2023-10-05, from http://link.springer.com/10.1007/978-94-015-9454-7 doi: 10.1007/978-94-015-9454- 7
Ausubel, D. P., & Fitzgerald, D. (1961, December). Meaningful Learning and Retention: Intrapersonal Cognitive Variables. Review of Educational Research, 31(5), 500. doi: 10.2307/1168901
Ausubel, D. P., & Fitzgerald, D. (1962). Organizer, general background, and antecedent learning variables in sequential verbal learning. Journal of Educational Psychology, 53(6), 243–249. Retrieved 2023-10-05, from http://doi.apa.org/getdoi.cfm?doi=10.1037/h0040210 doi: 10.1037/h0040210
Ausubel, D. P., & Youssef, M. (1965, October). The Effect of Spaced Repetition on Mean- ingful Retention. The Journal of General Psychology, 73(1), 147–150. Retrieved 2023-10- 05, from https://www.tandfonline.com/doi/full/10.1080/00221309.1965.9711263 doi: 10.1080/00221309.1965.9711263
Barnes, B. R., & Clawson, E. U. (1975, December). Do Advance Organizers Facili- tate Learning? Recommendations for Further Research Based on an Analysis of 32 Studies. Review of Educational Research, 45(4), 637–659. Retrieved 2023-10- 05, from http://journals.sagepub.com/doi/10.3102/00346543045004637 doi: 10.3102/00346543045004637
Brown, J. S., Collins, A., & Duguid, P. (1989, January). Situated Cognition and the Culture of Learning. Educational Researcher, 18(1), 32–42. Retrieved 2023-10- 05, from http://journals.sagepub.com/doi/10.3102/0013189X018001032 doi: 10.3102/0013189X018001032
Erxleben, F., Günther, M., Krötzsch, M., Mendez, J., & Vrandečić, D. (2014). Introducing Wiki- data to the Linked Data Web. In P. Mika et al. (Eds.), The Semantic Web – ISWC 2014 (Vol. 8796, pp. 50–65). Cham: Springer International Publishing. Retrieved 2023-10-05, from http://link.springer.com/10.1007/978-3-319-11964-9_4 (Series Title: Lecture Notes in Computer Science) doi: 10.1007/978-3-319-11964-9_4
Fitzgerald, D., & Ausbel, D. P. (1963, April). Cognitive versus affective factors in the learning and retention of controversial material. Journal of Educational Psychology, 54(2), 73–84. Retrieved 2023-10-05, from http://doi.apa.org/getdoi.cfm?doi=10.1037/h0045404 doi: 10.1037/h0045404
Horton, P. B., McConney, A. A., Gallo, M., Woods, A. L., Senn, G. J., & Hamelin, D. (1993, January). An investigation of the effectiveness of concept mapping as an instructional tool. Science Education, 77(1), 95–111. Retrieved 2023-10- 05, from https://onlinelibrary.wiley.com/doi/10.1002/sce.3730770107 doi: 10.1002/sce.3730770107
Lawton, J. T., & Wanska, S. K. (1977, June). Advance Organizers as a Teaching Strategy: A Reply to Barnes and Clawson. Review of Educational Research, 47(2), 233–244. Re- trieved 2023-10-05, from http://journals.sagepub.com/doi/10.3102/00346543047002233 doi: 10.3102/00346543047002233
Luiten, J., Ames, W., & Ackerson, G. (1980, March). A Meta-analysis of the Effects of Advance Orga- nizers on Learning and Retention. American Educational Research Journal, 17(2), 211–218. Re- trieved 2023-10-05, from http://journals.sagepub.com/doi/10.3102/00028312017002211 doi: 10.3102/00028312017002211
Mayer, R. E. (1979a, June). Can Advance Organizers Influence Meaningful Learn- ing? Review of Educational Research, 49(2), 371–383. Retrieved 2023-10-05, from http://journals.sagepub.com/doi/10.3102/00346543049002371 doi: 10.3102/00346543049002371
Mayer, R. E. (1979b, April). Twenty years of research on advance organizers: Assimilation theory is still the best predictor of results. Instructional Science, 8(2), 133–167. Retrieved 2023-10-05, from http://link.springer.com/10.1007/BF00117008 doi: 10.1007/BF00117008
Nesbit, J. C., & Adesope, O. O. (2006, September). Learning With Concept and Knowl- edge Maps: A Meta-Analysis. Review of Educational Research, 76(3), 413–448. Retrieved 2023-10-05, from http://journals.sagepub.com/doi/10.3102/00346543076003413 doi: 10.3102/00346543076003413
Novak, J. D., & Cañas, A. J. (2006, September). The Origins of the Concept Mapping Tool and the Continuing Evolution of the Tool. Information Visualization, 5(3), 175–184. Retrieved 2023-10-05, from http://journals.sagepub.com/doi/10.1057/palgrave.ivs.9500126 doi: 10.1057/pal- grave.ivs.9500126
Schroeder, N. L., Nesbit, J. C., Anguiano, C. J., & Adesope, O. O. (2018, June). Studying and Constructing Concept Maps: a Meta-Analysis. Educational Psychology Review, 30(2), 431–455. Retrieved 2023- 10-05, from http://link.springer.com/10.1007/s10648-017-9403-9 doi: 10.1007/s10648-017- 9403-9
Stone, C. L. (1983, June). A Meta-Analysis of Advance Organizer Studies. The Journal of Experimental Education, 51(4), 194–199. Retrieved 2023-10-05, from http://www.tandfonline.com/doi/abs/10.1080/00220973.1983.11011862 doi: 10.1080/00220973.1983.11011862