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Erschienen in: Journal of Science Education and Technology 4/2016

21.04.2016

Measuring Graph Comprehension, Critique, and Construction in Science

verfasst von: Kevin Lai, Julio Cabrera, Jonathan M. Vitale, Jacquie Madhok, Robert Tinker, Marcia C. Linn

Erschienen in: Journal of Science Education and Technology | Ausgabe 4/2016

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Abstract

Interpreting and creating graphs plays a critical role in scientific practice. The K-12 Next Generation Science Standards call for students to use graphs for scientific modeling, reasoning, and communication. To measure progress on this dimension, we need valid and reliable measures of graph understanding in science. In this research, we designed items to measure graph comprehension, critique, and construction and developed scoring rubrics based on the knowledge integration (KI) framework. We administered the items to over 460 middle school students. We found that the items formed a coherent scale and had good reliability using both item response theory and classical test theory. The KI scoring rubric showed that most students had difficulty linking graphs features to science concepts, especially when asked to critique or construct graphs. In addition, students with limited access to computers as well as those who speak a language other than English at home have less integrated understanding than others. These findings point to the need to increase the integration of graphing into science instruction. The results suggest directions for further research leading to comprehensive assessments of graph understanding.

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Literatur
Zurück zum Zitat Aberg-Bengtsson L, Ottosson T (2006) What lies behind graphicacy? Relating students’ results on a test of graphically represented quantitative information to formal academic achievement. J Res Sci Teach 43:43–62CrossRef Aberg-Bengtsson L, Ottosson T (2006) What lies behind graphicacy? Relating students’ results on a test of graphically represented quantitative information to formal academic achievement. J Res Sci Teach 43:43–62CrossRef
Zurück zum Zitat Adams DD, Shrum JW (1990) The effects of microcomputer-based laboratory exercises on the acquisition of line graph construction and interpretation skills by high school biology students. J Res Sci Teach 27:777–787. doi:10.1002/tea.3660270807 CrossRef Adams DD, Shrum JW (1990) The effects of microcomputer-based laboratory exercises on the acquisition of line graph construction and interpretation skills by high school biology students. J Res Sci Teach 27:777–787. doi:10.​1002/​tea.​3660270807 CrossRef
Zurück zum Zitat American Association for the Advancement of Science (1993) Benchmarks for science literacy. University Press, Oxford American Association for the Advancement of Science (1993) Benchmarks for science literacy. University Press, Oxford
Zurück zum Zitat Barclay WL (1985) Graphing misconceptions and possible remedies using microcomputer-based labs (Technical report number TERC-TR-85-5). Technical Education Research Center, Cambridge Barclay WL (1985) Graphing misconceptions and possible remedies using microcomputer-based labs (Technical report number TERC-TR-85-5). Technical Education Research Center, Cambridge
Zurück zum Zitat Beichner RJ (1994) Testing student interpretation of kinematics graphs. Am J Phys 62:750–762CrossRef Beichner RJ (1994) Testing student interpretation of kinematics graphs. Am J Phys 62:750–762CrossRef
Zurück zum Zitat Berg CA, Smith P (1994) Assessing students’ abilities to construct and interpret line graphs: disparities between multiple-choice and free-response instruments. Sci Educ 78:527–554CrossRef Berg CA, Smith P (1994) Assessing students’ abilities to construct and interpret line graphs: disparities between multiple-choice and free-response instruments. Sci Educ 78:527–554CrossRef
Zurück zum Zitat Bertin J (1983). In: Berg W (ed), Semiology of graphics: diagrams networks maps (trans: Berg W). The University of Wisconsin Press, Madison Bertin J (1983). In: Berg W (ed), Semiology of graphics: diagrams networks maps (trans: Berg W). The University of Wisconsin Press, Madison
Zurück zum Zitat Bock RD, Aitkin M (1981) Marginal maximum likelihood estimation of item parameters: an application of an EM algorithm. Psychometrika 46:443–459CrossRef Bock RD, Aitkin M (1981) Marginal maximum likelihood estimation of item parameters: an application of an EM algorithm. Psychometrika 46:443–459CrossRef
Zurück zum Zitat Bond TG, Fox CM (2007) Applying the Rasch model: Fundamental measurement in the human sciences, 2nd edn. Lawrence Erlbaum Associates Inc, Mahwah Bond TG, Fox CM (2007) Applying the Rasch model: Fundamental measurement in the human sciences, 2nd edn. Lawrence Erlbaum Associates Inc, Mahwah
Zurück zum Zitat Boote SK (2014) Assessing and understanding line graph interpretations using a scoring rubric of organized cited factors. J Sci Teach Educ 25:333–354CrossRef Boote SK (2014) Assessing and understanding line graph interpretations using a scoring rubric of organized cited factors. J Sci Teach Educ 25:333–354CrossRef
Zurück zum Zitat Brasell H (1987) The effect of real-time laboratory graphing on learning graphic representations of distance and velocity. J Res Sci Teach 24:385–395CrossRef Brasell H (1987) The effect of real-time laboratory graphing on learning graphic representations of distance and velocity. J Res Sci Teach 24:385–395CrossRef
Zurück zum Zitat Chang HY, Linn MC (2013) Scaffolding learning from molecular visualizations. J Res Sci Teach 50(7):858–886CrossRef Chang HY, Linn MC (2013) Scaffolding learning from molecular visualizations. J Res Sci Teach 50(7):858–886CrossRef
Zurück zum Zitat Clark DB, D’Angelo CM, Menekse M (2009) Initial structuring of online discussions to improve learning and argumentation: incorporating students’ own explanations as seed comments versus an augmented-preset approach to seeding discussions. J Sci Educ Technol 18:321–333CrossRef Clark DB, D’Angelo CM, Menekse M (2009) Initial structuring of online discussions to improve learning and argumentation: incorporating students’ own explanations as seed comments versus an augmented-preset approach to seeding discussions. J Sci Educ Technol 18:321–333CrossRef
Zurück zum Zitat Clement J (1985) Misconceptions in graphing. In: Proceedings of the ninth international group for the psychology of mathematics education. Noordwijkerhout Clement J (1985) Misconceptions in graphing. In: Proceedings of the ninth international group for the psychology of mathematics education. Noordwijkerhout
Zurück zum Zitat Cobb P (1999) Individual and collective mathematical development: the case of statistical data analysis. Math Think Learn 1:5–44CrossRef Cobb P (1999) Individual and collective mathematical development: the case of statistical data analysis. Math Think Learn 1:5–44CrossRef
Zurück zum Zitat Davis JD (2007) Real-world contexts, multiple representations, student-invented terminology, and y-intercept. Math Thin Learn 9:387–418CrossRef Davis JD (2007) Real-world contexts, multiple representations, student-invented terminology, and y-intercept. Math Thin Learn 9:387–418CrossRef
Zurück zum Zitat Davis EA, Krajcik JS (2005) Designing educative curriculum materials to promote teacher learning. Educ Res 34:3–14CrossRef Davis EA, Krajcik JS (2005) Designing educative curriculum materials to promote teacher learning. Educ Res 34:3–14CrossRef
Zurück zum Zitat DiSessa A, Sherin BL (2000) Meta-representation: an introduction. J Math Behav 19:385–398CrossRef DiSessa A, Sherin BL (2000) Meta-representation: an introduction. J Math Behav 19:385–398CrossRef
Zurück zum Zitat DiSessa AA, Hammer D, Sherin B, Kolpakowski T (1991) Inventing graphing: metarepresentational expertise in children. J Math Behav 10:117–160 DiSessa AA, Hammer D, Sherin B, Kolpakowski T (1991) Inventing graphing: metarepresentational expertise in children. J Math Behav 10:117–160
Zurück zum Zitat Edelson DC, Gordin DN, Pea RD (1999) Addressing the challenges of inquiry-based learning through technology and curriculum design. J Learn Sci 8:391–450CrossRef Edelson DC, Gordin DN, Pea RD (1999) Addressing the challenges of inquiry-based learning through technology and curriculum design. J Learn Sci 8:391–450CrossRef
Zurück zum Zitat Friel SN, Curcio FR, Bright GW (2001) Making sense of graphs: critical factors influencing comprehension and instructional implications. J Res Math Educ 32(2):124–158. doi:10.2307/749671 CrossRef Friel SN, Curcio FR, Bright GW (2001) Making sense of graphs: critical factors influencing comprehension and instructional implications. J Res Math Educ 32(2):124–158. doi:10.​2307/​749671 CrossRef
Zurück zum Zitat Fry E (1981) Graphical literacy. J Read 25:383–390 Fry E (1981) Graphical literacy. J Read 25:383–390
Zurück zum Zitat Gal I (2002) Adults’ statistical literacy: meaning, components, responsibilities. Int Stat Rev 70:1–25CrossRef Gal I (2002) Adults’ statistical literacy: meaning, components, responsibilities. Int Stat Rev 70:1–25CrossRef
Zurück zum Zitat Galesic M, Garcia-Retamero R (2011) Graph literacy: a cross-cultural comparison. Med Decis Making 31:444–457CrossRef Galesic M, Garcia-Retamero R (2011) Graph literacy: a cross-cultural comparison. Med Decis Making 31:444–457CrossRef
Zurück zum Zitat Gallimore M (1991) Graphicacy in the primary curriculum. In: Vere-Jones D (ed) Proceedings of the third international conference on teaching statistics. Otago University Press, New Zealand Gallimore M (1991) Graphicacy in the primary curriculum. In: Vere-Jones D (ed) Proceedings of the third international conference on teaching statistics. Otago University Press, New Zealand
Zurück zum Zitat Hadjidemetriou C, Williams J (2002) Children’s graphical conceptions. Res Math Educ 4:69–87CrossRef Hadjidemetriou C, Williams J (2002) Children’s graphical conceptions. Res Math Educ 4:69–87CrossRef
Zurück zum Zitat Hattikudur S, Prather RW, Asquith P, Alibali MW, Knuth EJ, Nathan MJ (2012) Constructing graphical representations: middle schoolers’ intuitions and developing knowledge about slope and y-intercept. School Sci Math 112(4):230–240CrossRef Hattikudur S, Prather RW, Asquith P, Alibali MW, Knuth EJ, Nathan MJ (2012) Constructing graphical representations: middle schoolers’ intuitions and developing knowledge about slope and y-intercept. School Sci Math 112(4):230–240CrossRef
Zurück zum Zitat Janvier C (1981) Use of situations in mathematics education. Educ Stud Math 12:113–122CrossRef Janvier C (1981) Use of situations in mathematics education. Educ Stud Math 12:113–122CrossRef
Zurück zum Zitat Jarman R, McClune B, Pyle E, Braband G (2012) The Critical reading of the images associated with science-related news reports: establishing a knowledge, skills, and attitudes framework. Int J Sci Educ Part B. doi:10.1080/21548455.2011.559961 Jarman R, McClune B, Pyle E, Braband G (2012) The Critical reading of the images associated with science-related news reports: establishing a knowledge, skills, and attitudes framework. Int J Sci Educ Part B. doi:10.​1080/​21548455.​2011.​559961
Zurück zum Zitat Kali Y (2006) Collaborative knowledge-building using the design principles database. Int J Comput Support Collab Learn 1:187–201CrossRef Kali Y (2006) Collaborative knowledge-building using the design principles database. Int J Comput Support Collab Learn 1:187–201CrossRef
Zurück zum Zitat Kosslyn SM (1989) Understanding charts and graphs. Appl Cognit Psychol 3(3):185–225CrossRef Kosslyn SM (1989) Understanding charts and graphs. Appl Cognit Psychol 3(3):185–225CrossRef
Zurück zum Zitat Kramarski B (2004) Making sense of graphs: does metacognitive instruction make a difference on students’ mathematical conceptions and alternative conceptions? Learn Instr 14:593–619CrossRef Kramarski B (2004) Making sense of graphs: does metacognitive instruction make a difference on students’ mathematical conceptions and alternative conceptions? Learn Instr 14:593–619CrossRef
Zurück zum Zitat Latour B (1990) Drawing things together. In: Lynch M, Woolgar S (eds) Representation in scientific practice. MIT Press, Cambridge, pp 19–68 Latour B (1990) Drawing things together. In: Lynch M, Woolgar S (eds) Representation in scientific practice. MIT Press, Cambridge, pp 19–68
Zurück zum Zitat Lee O (2005) Science education and English language learners: synthesis and research agenda. Rev Educ Res 75:491–530CrossRef Lee O (2005) Science education and English language learners: synthesis and research agenda. Rev Educ Res 75:491–530CrossRef
Zurück zum Zitat Lee O, Penfield R, Maerten-Rivera J (2009) Effects of fidelity of implementation on science achievement gains among English language learners. J Res Sci Teach 46:836–859CrossRef Lee O, Penfield R, Maerten-Rivera J (2009) Effects of fidelity of implementation on science achievement gains among English language learners. J Res Sci Teach 46:836–859CrossRef
Zurück zum Zitat Lee HS, Linn MC, Varna K, Liu OL (2010) How do technology-enhanced inquiry science units impact classroom learning? J Res Sci Teach 47(1):71–90CrossRef Lee HS, Linn MC, Varna K, Liu OL (2010) How do technology-enhanced inquiry science units impact classroom learning? J Res Sci Teach 47(1):71–90CrossRef
Zurück zum Zitat Leinhardt G, Zaslavsky O, Stein MM (1990) Functions, graphs, and graphing: tasks, learning and teaching. Rev Edu Res 60:1–64CrossRef Leinhardt G, Zaslavsky O, Stein MM (1990) Functions, graphs, and graphing: tasks, learning and teaching. Rev Edu Res 60:1–64CrossRef
Zurück zum Zitat Linn MC, Eylon BS (2011) Science learning and instruction: taking advantage of technology to promote knowledge integration. Routledge, New York Linn MC, Eylon BS (2011) Science learning and instruction: taking advantage of technology to promote knowledge integration. Routledge, New York
Zurück zum Zitat Linn MC, Hsi S (2000) Computers, teachers, peers: science learning partners. Lawrence Earlbaum Associates, Mahwah, NJ Linn MC, Hsi S (2000) Computers, teachers, peers: science learning partners. Lawrence Earlbaum Associates, Mahwah, NJ
Zurück zum Zitat Linn MC, Layman JW, Nachmias R (1987) Cognitive consequences of microcomputer-based laboratories: graphing skills development. Contemp Educ Psychol 12:244–253CrossRef Linn MC, Layman JW, Nachmias R (1987) Cognitive consequences of microcomputer-based laboratories: graphing skills development. Contemp Educ Psychol 12:244–253CrossRef
Zurück zum Zitat Linn MC, Clark D, Slotta JD (2003) WISE design for knowledge integration. Sci Educ 87(4):517–538CrossRef Linn MC, Clark D, Slotta JD (2003) WISE design for knowledge integration. Sci Educ 87(4):517–538CrossRef
Zurück zum Zitat Linn MC, Lee HS, Tinker R, Husic F, Chiu J (2006) Teaching and assessing knowledge integration in science. Science 313:1049–1050CrossRef Linn MC, Lee HS, Tinker R, Husic F, Chiu J (2006) Teaching and assessing knowledge integration in science. Science 313:1049–1050CrossRef
Zurück zum Zitat Liu OL, Lee HS, Linn MC (2011) Measuring knowledge integration: validation of four-year assessments. J Res Sci Teach 48(9):1079–1107CrossRef Liu OL, Lee HS, Linn MC (2011) Measuring knowledge integration: validation of four-year assessments. J Res Sci Teach 48(9):1079–1107CrossRef
Zurück zum Zitat Lovett MC, Chang NM (2007) Data analysis skills: What and how are students learning? In: Lovett MC, Shah P (eds) Thinking with data. 33rd carnegie symposium on cognition. Erlbaum, Mahwah, pp 293–318 Lovett MC, Chang NM (2007) Data analysis skills: What and how are students learning? In: Lovett MC, Shah P (eds) Thinking with data. 33rd carnegie symposium on cognition. Erlbaum, Mahwah, pp 293–318
Zurück zum Zitat McDermott L, Rosenquist M, Popp B, van Zee E (1983) Student difficulties in connecting graphs, concepts and physical phenomena. In: Paper presented at the annual meeting of the American educational research association. Montreal McDermott L, Rosenquist M, Popp B, van Zee E (1983) Student difficulties in connecting graphs, concepts and physical phenomena. In: Paper presented at the annual meeting of the American educational research association. Montreal
Zurück zum Zitat McElhaney KW, Linn MC (2011) Investigations of a complex, realistic task: intentional, unsystematic, and exhaustive experimenters. J Res Sci Teach 48(7):745–770. doi:10.1002/tea.20423 McElhaney KW, Linn MC (2011) Investigations of a complex, realistic task: intentional, unsystematic, and exhaustive experimenters. J Res Sci Teach 48(7):745–770. doi:10.​1002/​tea.​20423
Zurück zum Zitat McKenzie DL, Padilla MJ (1986) The construction and validation of the test of graphing in science (TOGS). J Res Sci Teach 23:571–579CrossRef McKenzie DL, Padilla MJ (1986) The construction and validation of the test of graphing in science (TOGS). J Res Sci Teach 23:571–579CrossRef
Zurück zum Zitat Mevarech ZA, Kramarsky B (1997) From verbal descriptions to graphic representations: stability and change in students’ alternative conceptions. Educ Stud Math 32:229–263CrossRef Mevarech ZA, Kramarsky B (1997) From verbal descriptions to graphic representations: stability and change in students’ alternative conceptions. Educ Stud Math 32:229–263CrossRef
Zurück zum Zitat Mokros J, Tinker R (1987) The impact of microcomputer-based labs on children’s ability to interpret graphs. J Res Sci Teach 24(4):369–383CrossRef Mokros J, Tinker R (1987) The impact of microcomputer-based labs on children’s ability to interpret graphs. J Res Sci Teach 24(4):369–383CrossRef
Zurück zum Zitat National Research Council (1996) National science education standards. National Academy Press, Washington National Research Council (1996) National science education standards. National Academy Press, Washington
Zurück zum Zitat Preece J, Janvier C (1992) A study of the interpretation of trends in multiple curve graphs of ecological situations. School Sci Math 92(6):299–306CrossRef Preece J, Janvier C (1992) A study of the interpretation of trends in multiple curve graphs of ecological situations. School Sci Math 92(6):299–306CrossRef
Zurück zum Zitat Quintana C, Reiser BJ, Davis EA, Krajcik J, Fretz E, Duncan RG et al (2004) A scaffolding design framework for software to support science inquiry. J Learn Sci 13:337–386CrossRef Quintana C, Reiser BJ, Davis EA, Krajcik J, Fretz E, Duncan RG et al (2004) A scaffolding design framework for software to support science inquiry. J Learn Sci 13:337–386CrossRef
Zurück zum Zitat Rasch G (1966) An item analysis which takes individual differences into account. Br J Math Stat Psychol 19:49CrossRef Rasch G (1966) An item analysis which takes individual differences into account. Br J Math Stat Psychol 19:49CrossRef
Zurück zum Zitat Roth W-M, Bowen GM (2001) Professionals read graphs: a semiotic analysis. J Res Math Educ 32:159–194CrossRef Roth W-M, Bowen GM (2001) Professionals read graphs: a semiotic analysis. J Res Math Educ 32:159–194CrossRef
Zurück zum Zitat Schlieman A, Carraher D, Ceci SJ (1997) Everyday cognition. In: Berry JW, Dasen PR, Saraswathi TS (eds) Handbook of cross-cultural psychology: basic processes and human development, 2nd edn. Allyn & Bacon, Needham Heights, pp 177–215 Schlieman A, Carraher D, Ceci SJ (1997) Everyday cognition. In: Berry JW, Dasen PR, Saraswathi TS (eds) Handbook of cross-cultural psychology: basic processes and human development, 2nd edn. Allyn & Bacon, Needham Heights, pp 177–215
Zurück zum Zitat Slotta JD, Linn MC (2009) WISE science: inquiry and the internet in the science classroom. Teachers College Press Slotta JD, Linn MC (2009) WISE science: inquiry and the internet in the science classroom. Teachers College Press
Zurück zum Zitat Svihla V, Linn MC (2012) A design-based approach to fostering understanding of global climate change. Int J Sci Educ 34(5):651–676CrossRef Svihla V, Linn MC (2012) A design-based approach to fostering understanding of global climate change. Int J Sci Educ 34(5):651–676CrossRef
Zurück zum Zitat U.S. Department of Education, National Center for Education Statistics (2000) The condition of education 2000, NCES 2000-602. Government Printing Office, Washington, DC U.S. Department of Education, National Center for Education Statistics (2000) The condition of education 2000, NCES 2000-602. Government Printing Office, Washington, DC
Zurück zum Zitat Vitale JM, Lai K, Linn MC (2014) Dynamic visualization of motion for student-generated graphs. In: Proceedings of the international conference of the learning sciences (ICLS). Boulder, CO Vitale JM, Lai K, Linn MC (2014) Dynamic visualization of motion for student-generated graphs. In: Proceedings of the international conference of the learning sciences (ICLS). Boulder, CO
Zurück zum Zitat Vitale JM, Lai K, Linn MC (2015) Taking advantage of automated assessment of student-constructed graphs in science. J Res Sci Teach 52(10):1426–1450CrossRef Vitale JM, Lai K,  Linn MC (2015) Taking advantage of automated assessment of student-constructed graphs in science. J Res Sci Teach 52(10):1426–1450CrossRef
Zurück zum Zitat Watson JM (2008) Exploring beginning inference with novice grade 7 students. Stat Educ Res J 7:59–82 Watson JM (2008) Exploring beginning inference with novice grade 7 students. Stat Educ Res J 7:59–82
Zurück zum Zitat Wilensky U, Reisman K (2006) Thinking like a wolf, a sheep, or a firefly: learning biology through constructing and testing computational theories—an embodied modeling approach. Cognit Instr 24:171–209CrossRef Wilensky U, Reisman K (2006) Thinking like a wolf, a sheep, or a firefly: learning biology through constructing and testing computational theories—an embodied modeling approach. Cognit Instr 24:171–209CrossRef
Zurück zum Zitat Wiley J, Goldman SR, Graesser AC, Sanchez CA, Ash IK, Hemmerich JA (2009) Source evaluation, comprehension, and learning in Internet science inquiry tasks. Am Educ Res J 27:255–265 Wiley J, Goldman SR, Graesser AC, Sanchez CA, Ash IK, Hemmerich JA (2009) Source evaluation, comprehension, and learning in Internet science inquiry tasks. Am Educ Res J 27:255–265
Zurück zum Zitat Wu HK, Krajcik JS (2006) Inscriptional practices in two inquiry based classrooms: a case study of seventh graders’ use of data tables and graphs. J Res Sci Teach 43:63–95CrossRef Wu HK, Krajcik JS (2006) Inscriptional practices in two inquiry based classrooms: a case study of seventh graders’ use of data tables and graphs. J Res Sci Teach 43:63–95CrossRef
Zurück zum Zitat Wu ML, Adams RJ, Wilson MR (1998) ACER ConQuest: generalised item response modelling software. ACER press, New York Wu ML, Adams RJ, Wilson MR (1998) ACER ConQuest: generalised item response modelling software. ACER press, New York
Metadaten
Titel
Measuring Graph Comprehension, Critique, and Construction in Science
verfasst von
Kevin Lai
Julio Cabrera
Jonathan M. Vitale
Jacquie Madhok
Robert Tinker
Marcia C. Linn
Publikationsdatum
21.04.2016
Verlag
Springer Netherlands
Erschienen in
Journal of Science Education and Technology / Ausgabe 4/2016
Print ISSN: 1059-0145
Elektronische ISSN: 1573-1839
DOI
https://doi.org/10.1007/s10956-016-9621-9

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