Abstract
When students read for learning, they frequently are required to integrate text and graphics information into coherent knowledge structures. The following study aimed at analyzing how students deal with texts and how they deal with graphics when they try to integrate the two sources of information. Furthermore, the study investigated differences between students from different school types and grades. Forty students from grades 5 and 8 from higher track and lower track of the German school system were asked to process and integrate texts and graphics in order to answer items from different levels of a text–picture integration taxonomy. Students’ eye movements were recorded and analyzed. Results suggest fundamentally different functions of text and graphics, which are associated with different processing strategies. Texts are more likely to be used according to a coherence-formation strategy, whereas graphics are more likely to be used on demand as visual cognitive tools according to an information-selection strategy. Students from different tracks of schooling revealed different adaptivity with regard to the requirements of combining text and graphic information.




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Notes
In the original picture, the different parts of the legs are not labeled by color names, but by the corresponding colors. Within the original text, colors are used instead of color names as reference to the picture.
It should be noted that although the hierarchy between the levels A, B and C in the taxonomy is based on the principle of lower level structures being embedded into higher level structures, it is possible to construct A-items, B-items and C-items from different hierarchies within the same text–picture unit. In this case, the items are located at different taxonomy levels, but are nevertheless stochastically independent.
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Acknowledgments
This research has been performed as part of the BITE-Project supported by the German Science Foundation (Grant Number GZ: SCHN 665/3-1, SCHN 665/6-1) within the Special Research Program ‘Competence models for assessing individual learning results and for balancing of educational processes’. We are grateful to Dipl.-Psych. Wienke Wannagat for her help in running the empirical studies described in this article.
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Ulrike Hochpöchler. Faculty of Psychology, University of Koblenz-Landau, Fortstraße 7, 76829 Landau, Germany. E-mail: hochpoechler@uni-landau.de
Current themes of research:
Text–picture integration.
Wolfgang Schnotz. Faculty of Psychology, University of Koblenz-Landau, Fortstraße 7, 76829 Landau, Germany. E-mail: schnotz@uni-landau.de
Current themes of research:
Text–Picture Integration, Knowledge Acquisition from Multiple Representations, Knowledge Acquisition with Conflicting Information, Multimedia Learning, Learning with Hypermedia, Learning with Animation.
Most relevant publications in the field of Psychology of Education:
Schnotz, W. (2011). Colorful bouquets in multimedia research: A closer look at the modality effect. Zeitschrift für Pädagogische Psychologie, 25, 269–276.
Schnotz, W., Baadte, C., Müller, A., & Rasch, R. (2010). Creative thinking and problem solving with depictive and descriptive representations. In L. Verschaffel, E. De Corte, T. de Jong & J. Elen (Eds.) Use of representations in reasoning and problem solving (pp. 11–35). London: Routledge.
Schnotz, W., & Heiß, A. (2009). Semantic scaffolds in hypermedia learning environments. Computers in Human Behavior, 25(2), 371–380.
Schnotz, W., & Kürschner, C. (2007). A reconsideration of cognitive load theory. Educational Psychology Review, 19(4), 469–508.
Schnotz, W., & Lowe, R.K. (2008). A unified view of learning from animated and static graphics. In R.K. Lowe & W. Schnotz (Eds.), Learning with animation. Research implications for design (pp. 304–356). New York: Cambridge University Press.
Thorsten Rasch. Faculty of Psychology, University of Koblenz-Landau, Fortstraße 7, 76829 Landau, Germany. E-mail: rasch@uni-landau.de
Current themes of research:
Text–picture integration, learning from animation, executive functions of working memory.
Most relevant publications in the field of Psychology of Education:
Lowe, R.K., Rasch, T., & Schnotz W. (2010). Aligning affordances of graphics with learning task requirements. Applied Cognitive Psychology. doi:10.1002/acp.1712.
Meyer, K., Rasch, T., & Schnotz, W. (2010). Effects of animation’s speed of presentation on perceptual processing and learning. Learning and Instruction, 20(2), 136–145.
Rasch, T. (2006). Verstehen abstrakter Sachverhalte. Semantische Gestalten in der Konstruktion mentaler Modelle. Berlin: wvb.
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Schnotz, W., & Rasch, T. (2005). Enabling, facilitating, and inhibiting effects of animations in multimedia learning: why reduction of cognitive load can have negative results on learning. Educational Technology: Research and Development, 53(3), 47–58.
Mark Ullrich. Institute of Psychology, University of Frankfurt, Mertonstrasse 17 (Jügel-Haus), 60325 Frankfurt, Germany. E-mail: m.ullrich@psych.uni-frankfurt.de
Current themes of research:
Learning from text and pictures, adult education.
Most relevant publications in the field of Psychology of Education:
Lintorf, K., McElvany, N., Rjosk, C., Schroeder, S., Baumert, J., Schnotz, W., Horz, H., & Ullrich, M. (2011). Zuverlässigkeit von diagnostischen Lehrerurteilen—Realiabilität verschiedener Urteilsmaße bei der Einschätzung von Aufgabenschwierigkeiten. Unterrichtswissenschaft, 39, 102–120.
McElvany, N., Schroeder, S., Hachfeld, A., Baumert, J., Richter, T., Schnotz, W., Horz, H., & Ullrich, M., & (2010). Diagnostische Fähigkeiten von Lehrkräften bei der Einschätzung von Schülerleistungen und Aufgabenschwierigkeiten bei Lernmedien mit instruktionalen Bildern. Zeitschrift für Pädagogische Psychologie, 23(3–4), 223–235.
McElvany, N., Schroeder, S., Richter, T., Hachfeld, A., Baumert, J., Schnotz, W., Horz, H., & Ullrich, M., (2010). Texte mit instruktionalen Bildern als Unterrichtsmaterial - Kompetenzen der Lehrkräfte. Unterrichtswissenschaft, 38, 98–116.
Schnotz, W., Horz, H., McElvany, N., Schroeder, S., Ullrich, M., Baumert, J., Hachfeld, A., & Richter, T. (2010). Das BITE-Projekt: Integrative Verarbeitung von Texten und Bildern in der Sekundarstufe I. Zeitschrift für Pädagogik, 56, 143–153. In Klieme, Eckhard/Leutner, Detlev/Kenk, Martina: Kompetenzmodellierung. Zwischenbilanz des DFG-Schwerpunktprogramms und Perspektiven des Forschungsansatzes. 56. Beiheft der Zeitschrift für Pädagogik, Weinheim u.a.: Beltz.
Holger Horz. Institute of Psychology, University of Frankfurt, Mertonstrasse 17 (Jügel-Haus), 60325 Frankfurt, Germany. E-mail: horz@psych.uni-frankfurt.de
Current themes of research:
Learning from text and pictures, instructional media, adult education, cognitive load, instructional prompts.
Most relevant publications in the field of Psychology of Education:
Horz, H. (2010). Lernen mit Medien. In Reinders, H., Ditton, H., Gräsel, C., & Gniewosz, B. (Hrsg.), Lehrbuch Empirische Bildungsforschung (S. 21–32). Wiesbaden: VS-Verlag für Sozialwissenschaft.
Horz, H. (2012). Situated prompts in authentic learning environments. In N. M. Seel (Ed.), Encyclopedia of the sciences of learning (pp. 3086–3087). Heidelberg: Springer.
Horz, H., & Schnotz, W. (2010). Cognitive load in learning with multiple representations. In J. L. Plass, R. Moreno, & R. Bruenken (Eds.), Cognitive load: Theory & application (pp. 229–252). New York: Cambridge University Press.
Horz, H., Winter C., & Fries, S. (2009). Differential benefits of instructional prompts. Computers in Human Behavior, 25, 818–828.
Ullrich, M., Schnotz, W., Horz, H., McElvany, N., Schroeder, S., & Baumert, J. (2012). Kognitionspsychologische Aspekte der Bild-Text-Integration. Psychologische Rundschau, 63, 11–17.
Nele McElvany. Institut für Schulentwicklungsforschung (IFS), Technical University of Dortmund, Vogelpothsweg 78, 44227 Dortmund, Germany. E-mail: McElvany@ifs.tu-dortmund.de
Current themes of research:
Lehr-Lernforschung im schulischen Kontext und im Elternhaus, Lesekompetenz, Kompetenzen von Lehrkräften, Bildung und Migration, Übergang von der Grundschule auf die weiterführende Schule.
Most relevant publications in the field of Psychology of Education:
Lintorf, K., McElvany, N., Rjosk, C., Schroeder, S., Baumert, J., Schnotz, W., Horz, H., & Ullrich, M. (2011). Zuverlässigkeit von diagnostischen Lehrerurteilen - Reliabilität verschiedener Urteilsmaße bei der Einschätzung von Schülerleistungen und Aufgabenschwierigkeiten. Unterrichtswissenschaft, 39(2), 102–120.
McElvany, N. (2011). Familiäre Bedingungsfaktoren von Lesekompetenz und Effektivität systematischer Förderung. In: Bundesverband Alphabetisierung und Grundbildung e.V./Bothe, Joachim (Hrsg.). Funktionaler Analphabetismus im Kontext von Familie und Partnerschaft. Alphabetisierung und Grundbildung Band 8, (S. 62–71). Münster/NewYork/München/Berlin: Waxmann.
Rjosk, C., McElvany, N., Anders, Y., & Becker, M. (2011). Diagnostische Fähigkeiten von Lehrkräften bei der Einschätzung der basalen Lesefähigkeit ihrer Schülerinnen und Schüler. Psychologie in Erziehung und Unterricht, 58(2), 92–105.
Schroeder, S., Richter, T., McElvany, N., Hachfeld, A., Baumert, J., Schnotz, W., Horz, H., & Ullrich, M. 547 (2011). Teachers’ beliefs, instructional behaviours, and students’ engagement in learning from texts with 548 instructional pictures. Learning and Instruction, 21(3), 403–415.
van Steensel, R.C., McElvany, N., Kurvers, J.J., & Herppich, S. (2011). How effective are family literacy programs?: results of a meta-analysis. Review of Educational Research, 81, 69–96. March 2011
Jürgen Baumert. Max-Planck-Institute of Human Development, Lentzeallee 94, 14195 Berlin, Germany. E-mail: jmpobaumert@mpib-berlin.mpg.de
Current themes of research:
Learning and instruction, Teacher expertise, Large-scale assessments, Development of educational systems, Cognitive and motivational development in childhood and adolescence.
Most relevant publications in the field of Psychology of Education:
Baumert, J., Nagy, G., & Lehmann, R. (2012). Cumulative Advantages and the Emergence of Social and Ethnic Inequality: Matthew Effects in Reading and Mathematics Development Within Elementary Schools? Child Development, 83(4), 1347-1367. doi:10.1111/j.1467-8624.2012.01779.x.
Stanat, P., Becker, M., Baumert, J., Lüdtke, O., & Eckhardt, A. G. (2012). Improving second language skills of immigrant students: a field trial study evaluating the effects of a summer learning program. Learning and Instruction, 22(3), 159-170.
Becker, M., Lüdtke, O., Trautwein, U., Köller, O., & Baumert, J. (2012). The differential effects of school tracking on psychometric intelligence: Do academic-track schools make students smarter? Journal of Educational Psychology, 104(3), 682-699.
Baumert, J., Kunter, M., Blum, W., Brunner, M., Voss, T., Jordan, A., Klusmann, U., Krauss, S., Neubrand, M., & Tsai, Y. (2010). Teachers’ mathematical knowledge, cognitive activation in the classroom, and student progress. American Educational Research Journal, 47(1), 133-180. doi:10.3102/0002831209345157.
Baumert, J., Becker, M., Neumann, M., & Nikolova, R. (2010). Besondere Förderung von Kern- kompetenzen an Spezialgymnasien? Der Frühübergang in grundständige Gymnasien in Berlin. Zeitschrift für Pädagogische Psychologie, 24(1), 5-22. doi:10.1024/1010-0652.a000001.
Baumert, J., Lüdtke, O., Trautwein, U., & Brunner, M. (2009). Large-scale student assessment studies measure the results of processes of knowledge acquisition: evidence in support of the distinction between intelligence and student achievement. Educational Research Review, 4(3), 165-176.
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Hochpöchler, U., Schnotz, W., Rasch, T. et al. Dynamics of mental model construction from text and graphics. Eur J Psychol Educ 28, 1105–1126 (2013). https://doi.org/10.1007/s10212-012-0156-z
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DOI: https://doi.org/10.1007/s10212-012-0156-z


