Skip to main content
Top
Published in: Journal of Science Teacher Education 7/2011

01-11-2011

Cognitive and Attitudinal Predictors Related to Line Graphing Achievement among Elementary Pre-service Teachers

Authors: Sebastian Szyjka, Frackson Mumba, Kevin C. Wise

Published in: Journal of Science Teacher Education | Issue 7/2011

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The purpose of this study was to determine the extent to which six cognitive and attitudinal variables predicted pre-service elementary teachers’ (N = 87) performance on line graphing. Predictors included reading comprehension and mathematics scores, logical thinking performance scores, as well as measures of attitudes toward science, mathematics and graphing. Results indicated that mathematical and logical thinking ability were the most significant predictors of line graph performance among the other variables, accounting for 41% of the total variability. Findings from this study suggest that elementary science education programs augment instruction to include aspects of mathematics and logical thinking.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference American Association for the Advancement of Science (AAAS). (1993). Benchmarks for science literacy. New York: Oxford University Press. American Association for the Advancement of Science (AAAS). (1993). Benchmarks for science literacy. New York: Oxford University Press.
go back to reference Bandura, A. (1986). Social foundations of thought and action: A social cognitive theory. Englewood Cliffs, NJ: Prentice Hall, Inc. Bandura, A. (1986). Social foundations of thought and action: A social cognitive theory. Englewood Cliffs, NJ: Prentice Hall, Inc.
go back to reference Berg, C. A., & Phillips, D. G. (1994). An investigation of the relationship between logical thinking structures and the ability to construct and interpret line graphs. Journal of Research in Science Teaching, 31(4), 323–344.CrossRef Berg, C. A., & Phillips, D. G. (1994). An investigation of the relationship between logical thinking structures and the ability to construct and interpret line graphs. Journal of Research in Science Teaching, 31(4), 323–344.CrossRef
go back to reference Bloom, B. S. (1976). Human characteristics and school learning. New York: McGraw- Hill Book Company. Bloom, B. S. (1976). Human characteristics and school learning. New York: McGraw- Hill Book Company.
go back to reference Bowen, G. M., & Roth, W. -M. (2005). Data and graph interpretation practices among preservice science teachers. Journal of Research in Science Teaching, 42(10), 1063–1088.CrossRef Bowen, G. M., & Roth, W. -M. (2005). Data and graph interpretation practices among preservice science teachers. Journal of Research in Science Teaching, 42(10), 1063–1088.CrossRef
go back to reference Bowen, G. M., Roth, W.-M., & McGinn, M. K. (1999). Interpretations of graphs by university biology students and practicing scientists: Toward a social practice view of scientific representation practices. Journal of Research in Science Teaching, 36(9), 1020–1043.CrossRef Bowen, G. M., Roth, W.-M., & McGinn, M. K. (1999). Interpretations of graphs by university biology students and practicing scientists: Toward a social practice view of scientific representation practices. Journal of Research in Science Teaching, 36(9), 1020–1043.CrossRef
go back to reference Bursal, M., & Paznokas, L. (2006). Mathematics anxiety and preservice elementary teachers’ confidence to teach mathematics and science. School Science & Mathematics, 106(4), 173–180.CrossRef Bursal, M., & Paznokas, L. (2006). Mathematics anxiety and preservice elementary teachers’ confidence to teach mathematics and science. School Science & Mathematics, 106(4), 173–180.CrossRef
go back to reference Cady, J. A., & Rearden, K. (2007). Pre-service teachers’ beliefs about knowledge, mathematics and science. School Science and Mathematics, 107(6), 237–245.CrossRef Cady, J. A., & Rearden, K. (2007). Pre-service teachers’ beliefs about knowledge, mathematics and science. School Science and Mathematics, 107(6), 237–245.CrossRef
go back to reference Chiappetta, E. L., & Koballa, T. R. (2006). Science instruction in the middle and secondary schools: Developing fundamental knowledge and skills for teaching. Upper Saddle River, NJ: Pearson Education, Inc. Chiappetta, E. L., & Koballa, T. R. (2006). Science instruction in the middle and secondary schools: Developing fundamental knowledge and skills for teaching. Upper Saddle River, NJ: Pearson Education, Inc.
go back to reference Curcio, F. R. (1987). Comprehension of mathematical relationships expressed in graphs. Journal for Research in Mathematics Education, 18(5), 382–393.CrossRef Curcio, F. R. (1987). Comprehension of mathematical relationships expressed in graphs. Journal for Research in Mathematics Education, 18(5), 382–393.CrossRef
go back to reference Dossey, J. A., Mullis, I. V. S., Lindquist, M. M., & Chambers, D. L. (1988). The mathematics report card: Trends and achievement based on the 1986 national assessment. Princeton: Educational Testing Service. Dossey, J. A., Mullis, I. V. S., Lindquist, M. M., & Chambers, D. L. (1988). The mathematics report card: Trends and achievement based on the 1986 national assessment. Princeton: Educational Testing Service.
go back to reference Foss, D. H., & Kleinsasser, R. C. (1996). Preservice elementary teachers’ views of pedagogical and mathematical content knowledge. Teaching and Teacher Education, 12(4), 429–442.CrossRef Foss, D. H., & Kleinsasser, R. C. (1996). Preservice elementary teachers’ views of pedagogical and mathematical content knowledge. Teaching and Teacher Education, 12(4), 429–442.CrossRef
go back to reference Friel, S. N., Curcio, F. R., & Bright, G. W. (2001). Making sense of graphs: Critical factors influencing comprehension and instructional implications. Journal of Research in Mathematics Education, 32(2), 124–158.CrossRef Friel, S. N., Curcio, F. R., & Bright, G. W. (2001). Making sense of graphs: Critical factors influencing comprehension and instructional implications. Journal of Research in Mathematics Education, 32(2), 124–158.CrossRef
go back to reference Gencer, A. S., & Cakiroglu, J. (2007). Turkish preservice science teachers’ efficacy beliefs regarding science teaching and their beliefs about classroom management. Teaching and Teacher Education, 23(5), 664–675.CrossRef Gencer, A. S., & Cakiroglu, J. (2007). Turkish preservice science teachers’ efficacy beliefs regarding science teaching and their beliefs about classroom management. Teaching and Teacher Education, 23(5), 664–675.CrossRef
go back to reference Germann, P. J. (1988). Development of the attitude toward science in school assessment and its use to investigate the relationship between science achievement and attitude toward science in school. Journal of Research in Science Teaching, 25(8), 689–703.CrossRef Germann, P. J. (1988). Development of the attitude toward science in school assessment and its use to investigate the relationship between science achievement and attitude toward science in school. Journal of Research in Science Teaching, 25(8), 689–703.CrossRef
go back to reference Gillian, D. J., & Lewis, R. (1994). A componential model of human interaction with graphs: 1. Linear regression modeling. Human Factors, 36, 419–440. Gillian, D. J., & Lewis, R. (1994). A componential model of human interaction with graphs: 1. Linear regression modeling. Human Factors, 36, 419–440.
go back to reference Kadijevich, D. (2008). TIMSS 2003: Relating dimensions of mathematics attitude to mathematics achievement. Zbornik instituta za Pedagogical Research, 40(2), 327–346.CrossRef Kadijevich, D. (2008). TIMSS 2003: Relating dimensions of mathematics attitude to mathematics achievement. Zbornik instituta za Pedagogical Research, 40(2), 327–346.CrossRef
go back to reference Lotter, C. (2004). Preservice science teachers’ concerns through classroom observations and student teaching: Special focus on inquiry teaching. Science Educator, 13(1), 29–38. Lotter, C. (2004). Preservice science teachers’ concerns through classroom observations and student teaching: Special focus on inquiry teaching. Science Educator, 13(1), 29–38.
go back to reference Lunsford, E., Melear, C. T., Roth, W.-M., Perkins, M., & Hickok, L. G. (2007). Proliferation of inscriptions and transformations among preservice science teachers engaged in authentic science. Journal of Research in Science Teaching, 44(4), 538–564.CrossRef Lunsford, E., Melear, C. T., Roth, W.-M., Perkins, M., & Hickok, L. G. (2007). Proliferation of inscriptions and transformations among preservice science teachers engaged in authentic science. Journal of Research in Science Teaching, 44(4), 538–564.CrossRef
go back to reference Ma, X. (1997). Reciprocal relationships between attitude toward mathematics and achievement in mathematics. The Journal of Educational Research, 90(4), 221–229. Ma, X. (1997). Reciprocal relationships between attitude toward mathematics and achievement in mathematics. The Journal of Educational Research, 90(4), 221–229.
go back to reference Ma, X., & Kishor, N. (1997). Assessing the relationship between attitude toward mathematics and achievement in mathematics: A meta-analysis. Journal for Research in Mathematics Education, 28, 26–47.CrossRef Ma, X., & Kishor, N. (1997). Assessing the relationship between attitude toward mathematics and achievement in mathematics: A meta-analysis. Journal for Research in Mathematics Education, 28, 26–47.CrossRef
go back to reference Ma, X., & Xu, J. (2004). Determining the causal ordering between attitude toward mathematics and achievement in mathematics. American Journal of Education, 110, 256–280.CrossRef Ma, X., & Xu, J. (2004). Determining the causal ordering between attitude toward mathematics and achievement in mathematics. American Journal of Education, 110, 256–280.CrossRef
go back to reference Maichle, U. (1994). Cognitive processes in understanding line graphs. In W. Schnotz & R. W. Kulhavy (Eds.), In comprehension of graphics (pp. 207–226). New York: Elsevier Science.CrossRef Maichle, U. (1994). Cognitive processes in understanding line graphs. In W. Schnotz & R. W. Kulhavy (Eds.), In comprehension of graphics (pp. 207–226). New York: Elsevier Science.CrossRef
go back to reference McDermott, L. C., Rosenquist, M. L., & van Zee, E. H. (1987). Student difficulties in connecting graphs and physics: Example from kinematics. American Journal of Physics, 55(6), 503–513.CrossRef McDermott, L. C., Rosenquist, M. L., & van Zee, E. H. (1987). Student difficulties in connecting graphs and physics: Example from kinematics. American Journal of Physics, 55(6), 503–513.CrossRef
go back to reference McKenzie, D., & Padilla, M. J. (1984). Effects of laboratory activities and written simulations on the acquisition of graphing skills by eighth grade students. Paper presented at the National Association for Research in Science Teaching, New Orleans, LA. McKenzie, D., & Padilla, M. J. (1984). Effects of laboratory activities and written simulations on the acquisition of graphing skills by eighth grade students. Paper presented at the National Association for Research in Science Teaching, New Orleans, LA.
go back to reference McKenzie, D. L., & Padilla, M. J. (1986). The construction and validation of the test of graphing in science (TOGS). Journal of Research in Science Teaching, 23(7), 571–579.CrossRef McKenzie, D. L., & Padilla, M. J. (1986). The construction and validation of the test of graphing in science (TOGS). Journal of Research in Science Teaching, 23(7), 571–579.CrossRef
go back to reference McKnight, C. C., Crosswhite, F. J., Dossey, J. A., Kifer, E., Swafford, J. O., Travers, K. J., et al. (1987). The underachieving curriculum: Assessing U.S. school mathematics from an international perspective. Champaign, IL: Stipes Publishing Company. McKnight, C. C., Crosswhite, F. J., Dossey, J. A., Kifer, E., Swafford, J. O., Travers, K. J., et al. (1987). The underachieving curriculum: Assessing U.S. school mathematics from an international perspective. Champaign, IL: Stipes Publishing Company.
go back to reference McLeod, D. B. (1992). Research on affect in mathematics education: A reconceptualization. In D. A. Grouws (Ed.), Handbook of research on mathematics teaching and learning. New York: MacMillan Publishing Company. McLeod, D. B. (1992). Research on affect in mathematics education: A reconceptualization. In D. A. Grouws (Ed.), Handbook of research on mathematics teaching and learning. New York: MacMillan Publishing Company.
go back to reference McLeod, D. B. (1994). Research on affect and mathematics learning in the JMRE: 1970 to the present. Journal for Research in Mathematics Education, 25(6), 637–647.CrossRef McLeod, D. B. (1994). Research on affect and mathematics learning in the JMRE: 1970 to the present. Journal for Research in Mathematics Education, 25(6), 637–647.CrossRef
go back to reference Moore, R. W., & Hill-Foy, R. L. H. (1996). The scientific attitude inventory: A revision (SAI II). Journal of Research in Science Teaching, 34(4), 327–336.CrossRef Moore, R. W., & Hill-Foy, R. L. H. (1996). The scientific attitude inventory: A revision (SAI II). Journal of Research in Science Teaching, 34(4), 327–336.CrossRef
go back to reference Moxley, R. A. (2007). Graphing in the classroom for improving instruction: From lesson plans to research. Education and Treatment of Children, 30(2), 11–126.CrossRef Moxley, R. A. (2007). Graphing in the classroom for improving instruction: From lesson plans to research. Education and Treatment of Children, 30(2), 11–126.CrossRef
go back to reference National Council of Teachers of Mathematics. (1989). Curriculum and evaluation standards for school mathematics. Virginia: Reston. National Council of Teachers of Mathematics. (1989). Curriculum and evaluation standards for school mathematics. Virginia: Reston.
go back to reference National Research Council (NRC). (1996). National science education standards. Washington, DC: National Academy Press. National Research Council (NRC). (1996). National science education standards. Washington, DC: National Academy Press.
go back to reference Nicoll, G., & Francisco, J. S. (2001). An investigation of the factors influencing student performance in physical chemistry. Journal of Chemical Education, 78, 99–102.CrossRef Nicoll, G., & Francisco, J. S. (2001). An investigation of the factors influencing student performance in physical chemistry. Journal of Chemical Education, 78, 99–102.CrossRef
go back to reference Oliver, J. S., & Simpson, R. D. (1988). Influences of attitude toward science, achievement motivation, and science self-concept on achievement in science: A longitudinal study. Science Education, 72(2), 143–155.CrossRef Oliver, J. S., & Simpson, R. D. (1988). Influences of attitude toward science, achievement motivation, and science self-concept on achievement in science: A longitudinal study. Science Education, 72(2), 143–155.CrossRef
go back to reference Osborne, J., Simon, S., & Collins, S. (2003). Attitudes towards science: A review of the literature and its implications. International Journal of Science Education, 25(9), 1049–1079.CrossRef Osborne, J., Simon, S., & Collins, S. (2003). Attitudes towards science: A review of the literature and its implications. International Journal of Science Education, 25(9), 1049–1079.CrossRef
go back to reference Österholm, M. (2006a). Characterizing reading comprehension of mathematical texts. Educational Studies in Mathematics, 63, 325–346.CrossRef Österholm, M. (2006a). Characterizing reading comprehension of mathematical texts. Educational Studies in Mathematics, 63, 325–346.CrossRef
go back to reference Österholm, M. (2006b). A reading comprehension perspective on problem solving. Paper presented at the MADIF—5: The Fifth Swedish Mathematics Education Research Seminar, Malmö, Sweden. Österholm, M. (2006b). A reading comprehension perspective on problem solving. Paper presented at the MADIF—5: The Fifth Swedish Mathematics Education Research Seminar, Malmö, Sweden.
go back to reference Palmer, D. H. (2001). Factors contributing to attitude exchange amongst preservice elementary teachers. Science Education, 85(6), 122–138. Palmer, D. H. (2001). Factors contributing to attitude exchange amongst preservice elementary teachers. Science Education, 85(6), 122–138.
go back to reference Papanastasiou, C. (2000). Effects of attitudes and beliefs on mathematics achievement. Studies in Educational Evaluation, 26, 27–42.CrossRef Papanastasiou, C. (2000). Effects of attitudes and beliefs on mathematics achievement. Studies in Educational Evaluation, 26, 27–42.CrossRef
go back to reference Papanastasiou, E. C., & Zembylas, M. (2002). The effect of attitudes on science achievement: A study conducted among high school pupils in Cyprus. International Review of Education, 48(6), 469–484.CrossRef Papanastasiou, E. C., & Zembylas, M. (2002). The effect of attitudes on science achievement: A study conducted among high school pupils in Cyprus. International Review of Education, 48(6), 469–484.CrossRef
go back to reference Pedersen, J. E., & McCurdy, D. W. (1992). The effects of hands-on, minds-on teaching experiences on attitudes of preservice elementary teachers. Science Education, 76(2), 141–146.CrossRef Pedersen, J. E., & McCurdy, D. W. (1992). The effects of hands-on, minds-on teaching experiences on attitudes of preservice elementary teachers. Science Education, 76(2), 141–146.CrossRef
go back to reference Rennie, L. J., & Punch, K. F. (1989). The relationship between affect and achievement in science. Journal of Research in Science Teaching, 28(2), 193–209.CrossRef Rennie, L. J., & Punch, K. F. (1989). The relationship between affect and achievement in science. Journal of Research in Science Teaching, 28(2), 193–209.CrossRef
go back to reference Ritter, D., & Coleman, S. L. (1995). Assessing the graphing skills of pre-service elementary teachers: Identifying strengths and deficiencies in education students’ learning processes. Journal of College Science Teaching, 24(6), 388–391. Ritter, D., & Coleman, S. L. (1995). Assessing the graphing skills of pre-service elementary teachers: Identifying strengths and deficiencies in education students’ learning processes. Journal of College Science Teaching, 24(6), 388–391.
go back to reference Roadrangka, V., Yeany, R. H., & Padilla, M. J. (1983). The construction and validation of group assessment of logical thinking (GALT). Paper presented at the National Association of Research in Science Teaching, Dallas: TX. Roadrangka, V., Yeany, R. H., & Padilla, M. J. (1983). The construction and validation of group assessment of logical thinking (GALT). Paper presented at the National Association of Research in Science Teaching, Dallas: TX.
go back to reference Roth, W.-M. (2002). Reading graphs: Contributions to an integrative concept of literacy. Journal of Curriculum Studies, 34, 1–24.CrossRef Roth, W.-M. (2002). Reading graphs: Contributions to an integrative concept of literacy. Journal of Curriculum Studies, 34, 1–24.CrossRef
go back to reference Roth, W.-M., & Bowen, G. M. (1999). Of cannibals, missionaries, and converts: Graphing competencies from grade 8 to professional science inside (classrooms) and outside (field/laboratory). Science. Technology and Human Values, 24(2), 179–212.CrossRef Roth, W.-M., & Bowen, G. M. (1999). Of cannibals, missionaries, and converts: Graphing competencies from grade 8 to professional science inside (classrooms) and outside (field/laboratory). Science. Technology and Human Values, 24(2), 179–212.CrossRef
go back to reference Roth, W.-M., & McGinn, M. K. (1996). Graphing: Cognitive ability or practice? Science Education, 81, 91–106.CrossRef Roth, W.-M., & McGinn, M. K. (1996). Graphing: Cognitive ability or practice? Science Education, 81, 91–106.CrossRef
go back to reference Roth, W.-M., McGinn, M. K., & Bowen, G. M. (1998). How prepared are preservice teachers to teach scientific inquiry? Levels of performance in scientific representation practices. Journal of Science Teacher Education, 9(1), 25–48.CrossRef Roth, W.-M., McGinn, M. K., & Bowen, G. M. (1998). How prepared are preservice teachers to teach scientific inquiry? Levels of performance in scientific representation practices. Journal of Science Teacher Education, 9(1), 25–48.CrossRef
go back to reference Roth, W.-M., & Roychoudhury, A. (1993). The development of science process skills in authentic contexts. Journal of Research in Science Teaching, 30, 127–152.CrossRef Roth, W.-M., & Roychoudhury, A. (1993). The development of science process skills in authentic contexts. Journal of Research in Science Teaching, 30, 127–152.CrossRef
go back to reference Russell, S. J. (1991). Counting noses and scary things: Children construct their ideas about data. In D. Vere-Jones (Ed.), In Proceedings of the third international conference on teaching statistics (Vol. 1, pp. 158–164). Voorburg, Netherlands: International Statistical Institute. Russell, S. J. (1991). Counting noses and scary things: Children construct their ideas about data. In D. Vere-Jones (Ed.), In Proceedings of the third international conference on teaching statistics (Vol. 1, pp. 158–164). Voorburg, Netherlands: International Statistical Institute.
go back to reference Schibeci, R. A. (1984). Attitudes to science: An update. Studies in Science Education, 11, 26–59.CrossRef Schibeci, R. A. (1984). Attitudes to science: An update. Studies in Science Education, 11, 26–59.CrossRef
go back to reference Shrigley, R. L. (1990). Attitude and behavior are correlates. Journal of Research in Science Teaching, 27(2), 97–113.CrossRef Shrigley, R. L. (1990). Attitude and behavior are correlates. Journal of Research in Science Teaching, 27(2), 97–113.CrossRef
go back to reference Simpson, R. D., & Oliver, J. S. (1990). A summary of major influences on attitude toward and achievement in science among adolescent students. Science Education, 74, 1–18.CrossRef Simpson, R. D., & Oliver, J. S. (1990). A summary of major influences on attitude toward and achievement in science among adolescent students. Science Education, 74, 1–18.CrossRef
go back to reference Simpson, R. D., & Wasik, J. L. (1978). Correlation of selected affective behaviors with cognitive performance in a biology course for elementary teachers. Journal of Research in Science Teaching, 15, 65–71.CrossRef Simpson, R. D., & Wasik, J. L. (1978). Correlation of selected affective behaviors with cognitive performance in a biology course for elementary teachers. Journal of Research in Science Teaching, 15, 65–71.CrossRef
go back to reference Tapia, M., & Marsh, G. E. (2005). Attitudes toward mathematics inventory redux. Academic Exchange Quarterly, 9(3), 272–275. Tapia, M., & Marsh, G. E. (2005). Attitudes toward mathematics inventory redux. Academic Exchange Quarterly, 9(3), 272–275.
go back to reference Thomas, J. A., & Pedersen, J. E. (2003). Reforming elementary science teacher preparation: What about extant teaching beliefs? School Science and Mathematics, 103(7), 319–330.CrossRef Thomas, J. A., & Pedersen, J. E. (2003). Reforming elementary science teacher preparation: What about extant teaching beliefs? School Science and Mathematics, 103(7), 319–330.CrossRef
go back to reference Tosun, T. (2000). The beliefs of preservice elementary teachers toward science and science teaching. School Science & Mathematics, 100(7), 374–379.CrossRef Tosun, T. (2000). The beliefs of preservice elementary teachers toward science and science teaching. School Science & Mathematics, 100(7), 374–379.CrossRef
go back to reference Van Dyke, F., & White, A. (2004). Examining students’ reluctance to use graphs. Mathematics Teacher, 98(2), 110–117. Van Dyke, F., & White, A. (2004). Examining students’ reluctance to use graphs. Mathematics Teacher, 98(2), 110–117.
go back to reference Wavering, M. J. (1989). Logical reasoning necessary to make line graphs. Journal of Research in Science Teaching, 26(5), 373–379.CrossRef Wavering, M. J. (1989). Logical reasoning necessary to make line graphs. Journal of Research in Science Teaching, 26(5), 373–379.CrossRef
go back to reference Yeany, R. H., Chin-Yap, K., & Padilla, M. J. (1986). Analyzing hierarchical relationships among modes of cognitive reasoning and integrated science process skills. Journal of Research in Science Teaching, 3(4), 277–291.CrossRef Yeany, R. H., Chin-Yap, K., & Padilla, M. J. (1986). Analyzing hierarchical relationships among modes of cognitive reasoning and integrated science process skills. Journal of Research in Science Teaching, 3(4), 277–291.CrossRef
go back to reference Yingkang, W., & Yoong, W. K. (2007). Exploring attitude toward statistical graphs among Singapore secondary school students. The Mathematics Educator, 10(1), 39–58. Yingkang, W., & Yoong, W. K. (2007). Exploring attitude toward statistical graphs among Singapore secondary school students. The Mathematics Educator, 10(1), 39–58.
Metadata
Title
Cognitive and Attitudinal Predictors Related to Line Graphing Achievement among Elementary Pre-service Teachers
Authors
Sebastian Szyjka
Frackson Mumba
Kevin C. Wise
Publication date
01-11-2011
Publisher
Springer Netherlands
Published in
Journal of Science Teacher Education / Issue 7/2011
Print ISSN: 1046-560X
Electronic ISSN: 1573-1847
DOI
https://doi.org/10.1007/s10972-010-9207-y

Other articles of this Issue 7/2011

Journal of Science Teacher Education 7/2011 Go to the issue

Premium Partner