Teachers’ Mathematical Knowledge, Cognitive Activation in the Classroom, and Student Progress
Open accessAbstract
In both the United States and Europe, concerns have been raised about whether preservice and in-service training succeeds in equipping teachers with the professional knowledge they need to deliver consistently high-quality instruction. This article investigates the significance of teachers’ content knowledge and pedagogical content knowledge for high-quality instruction and student progress in secondary-level mathematics. It reports findings from a 1-year study conducted in Germany with a representative sample of Grade 10 classes and their mathematics teachers. Teachers’ pedagogical content knowledge was theoretically and empirically distinguishable from their content knowledge. Multilevel structural equation models revealed a substantial positive effect of pedagogical content knowledge on students’ learning gains that was mediated by the provision of cognitive activation and individual learning support.
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MCK and MPCK are not picked up incidentally but rather developed through university courses, mentoring received during practice teaching and reflection on classroom experience.
“Baumert et al. (2010:139) argue that MCK and MPCK are not picked up incidentally but rather developed through university courses, mentoring received during practice teaching and “reflection on classroom experience”.”
From Mentoring and preparing primary school mathematics teachers (2020) · cites this paper as Baumert et al. (2010:139)
Teachers' discipline-specific knowledge is dynamic.
“Teachers' discipline-specific knowledge is dynamic (Baumert et al., 2010)”
From Preservice teachers' mathematical knowledge for teaching: Focus on lesson planning and reflection (2024) · cites this paper as Baumert et al., 2010
Cites
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“In contrast to Hill and colleagues (Hill et al., 2004; Hill et al., 2007), who conceptualized mathematical knowledge for teaching as an amalgam of the mathematical everyday knowledge that all educated adults should have, a purely mathematical understanding of topics typically taught at school, and mathematical knowled…”
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Professional competence of teachers: Effects on instructional quality and student development.
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“The findings for PCK are consistent with the particularly low performance of Germany’s nonacademictrack students on the Third International Mathematics and Science Study and PISA assessments—assuming that teachers’ PCK is a crucial prerequisite for student learning (Baumert et al., 2010; Hill et al., 2005).”
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“Challenging problems and questions—rather than repetitive tasks and narrow questions— should be used to stimulate cognitive conflicts, engage students in higher-level thinking processes, and support metacognition (Baumert et al. 2010; Lipowsky et al. 2009).”
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“This basic idea forms the foundation of several recent studies on different aspects of professional competence such as teachers’ knowledge (Baumert et al., 2010; Förtsch, Werner, von Kotzebue, & Neuhaus, 2016; Keller, Neumann, & Fischer, 2016), professional beliefs (Kleickmann, Vehmeyer, & Mö ler, 2010; Kunter et al.”
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Self-citationModeling and Measuring the Structure of Professional Vision in Preservice Teachers
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“In line with Shulman’s ideas, some approaches have focused on providing empirical evidence for the proposed structure of teacher knowledge (Baumert et al., 2010; Hill, Rowan, & Ball, 2005; Voss et al., 2011).”
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“Direct measures of teachers’ domain-specific knowledge—that is, their content knowledge and pedagogical content knowledge—have now been developed (Baumert et al., 2010; De Jong, Van Driel, & Verloop, 2005; Hill, Schilling, & Ball, 2004; Krauss et al., 2008; Schmidt et al., 2007).”
BackgroundSelf-citationSadler, P., Sonnert, G., Coyle, H. P., Cook-Smith, N., & Miller, J. L. (2013) · American Educational Research Journal · doi:10.3102/0002831213477680 · Cited by 413 · see citing works
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Kunter, M., Frenzel, A., Nagy, G., Baumert, J., & Pekrun, R. (2011) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2011.07.001 · Cited by 405 · see citing works
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Self-citationTeacher pedagogical content knowledge, practice, and student achievement†
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“Baumert et al., 2010). More data on MPCK would be urgently needed then. Furthermore, Hsieh, Lin and Wang (in this issue) would prefer an assessment of teacher knowledge as conceptualized by Niss (2003) who emphasized the fundamental characteristics of mathematical thinking across the content”
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“For instance, Baumert et al. (2010) showed in a longitudinal study that the objectively measured PCK of teachers can explain class variance in mathematics achievement reasonably well (R 2 = 39%).”
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Blum, W. (2015) · Springer eBooks · doi:10.1007/978-3-319-12688-3_9 · Cited by 280 · see citing works
“…teaching on learning teacher competencies ! quality teaching ! student learning; the COACTIV project has shown, for a representative sample of German secondary mathematics teachers, that subject-related teacher competencies have a strong influence on students’ performance (see Baumert et al. 2010).”
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Pedagogical Knowledge and the Changing Nature of the Teaching Profession
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“student achievement have rarely been examined: we identified one study where a significant medium (according to Cohen, 1988; see this reference also in the following for categorization of effect sizes) effect was found for German lower-secondary mathematics teachers (Baumert et al., 2010).”
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“Research in the domain of content knowledge and pedagogical content knowledge has shown that deep theoretical and conceptual knowledge is a decisive condition of successful teaching in terms of student learning (Ball & Cohen, 1999; Baumert et al., 2010); the same holds for a teacher’s ability to observe and interpret…”
BackgroundStudents emotions during homework in mathematics: Testing a theoretical model of antecedents and ac
Dettmers, S., Trautwein, U., Lüdtke, O., Goetz, T., Frenzel, A., & Pekrun, R. (2011) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2010.10.001 · Cited by 243 · see citing works
“At t2, math ematics achievement was assessed by a test developed to cover the standard content stipulated in the federal states' curricula for grade 10 students (Baumert et al., 2010).”
MethodInfluentialBlomberg, G., Stürmer, K., & Seidel, T. (2011) · Teaching and Teacher Education · doi:10.1016/j.tate.2011.04.008 · Cited by 240 · see citing works
“Clearly, the relevant subject-specific knowledge differs considerably depending on the characteristics of the subject in question (Baumert et al., 2009; Wilson, Shulman, & Richert, 1987).”
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“1Humboldt University of Berlin, Germany 2Michigan State University, East Lansing, MI, USA 3National Taiwan Normal University, Taipei, Taiwan Corresponding Author: Johannes König, Humboldt University of Berlin, Unter den Linden 6, 10099 Berlin, Germany Email: johannes.koenig@staff.hu-berlin.de The growing body of resea…”
BackgroundInfluentialVariability of teachers’ technology integration in the classroom: A matter of utility!
Backfisch, I., Lachner, A., Stürmer, K., & Scheiter, K. (2021) · Computers & Education · doi:10.1016/j.compedu.2021.104159 · Cited by 270 · see citing works
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Effective Teacher Professional Development: New Theory and a Meta-Analytic Test
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“Empirical research has illuminated the many ways in which this knowledge influences their practice (Baumert et al., 2010; Campbell et al., 2014; Carpenter et al., 1989; Franke et al., 2001; Hill et al., 2008; Kersting et al., 2012; Sadler et al., 2013) and measures of teachers’ knowledge have been…”
Sailer, M., Schultz-Pernice, F., & Fischer, F. (2021) · Computers in Human Behavior · doi:10.1016/j.chb.2021.106794 · Cited by 264 · see citing works
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“In an investigation of teacher knowledge involving experienced Grade 10 mathematics teachers in Germany, Baumert et al. (2010) empirically distinguished teachers’ knowledge of mathematics content and pedagogy in an open-ended assessment.”
BackgroundTeacher self-efficacy as a long-term predictor of instructional quality in the classroom
Künsting, J., Neuber, V., & Lipowsky, F. (2016) · European Journal of Psychology of Education · doi:10.1007/s10212-015-0272-7 · Cited by 188 · see citing works
“Pianta and Hamre 2009) that can be regarded as crucial for students’ learning (Baumert et al. 2010; Klieme et al. 2009; Lipowsky et al. 2009).”
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“Baumert et al. (2010) found evidence for the hypothesis that CK forms the prerequisite for PCK in the domain of mathematics.”
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Blömeke, S., Suhl, U., Kaiser, G., & Dohrmann, M. (2012) · Advances in mathematics education · doi:10.1007/978-94-007-6437-8_15 · Cited by 166 · see citing works
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“Various studies—mainly from mathematics education—have provided evidence that these three dimensions are empirically separable and significantly influence student progress (e.g., Baumert et al., 2010; Kunter et al., 2013; Praetorius et al., 2018).”
BackgroundInfluentialRelation of Student Achievement to the Quality of Their Teachers and Instructional Quality
Blömeke, S., Olsen, R. V., & Suhl, U. (2016) · IEA research for education · doi:10.1007/978-3-319-41252-8_2 · Cited by 160 · see citing works
“Even though the concept of instructional quality is understood differently by different researchers in the field of educational effectiveness research, there is agreement that it is a multidimensional construct (Baumert et al. 2010; Creemers and Kyriakides 2008).”
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“Interest in these areas has been driven by current federal and state guidelines for mathematics instruction (National Governors Association Center for Best Practices & Council of Chief State School Officers, 2010; National Mathematics Advisory Panel, 2008), by prior research that has found consistent links between tea…”
BackgroundTracking Effects Depend on Tracking Type
Chmielewski, A., Dumont, H., & Trautwein, U. (2013) · American Educational Research Journal · doi:10.3102/0002831213489843 · Cited by 153 · see citing works
“On the other hand, it is widely known in the tracking literature that teachers in low tracks provide lower-level instruction (Baumert et al., 2010; Oakes, 1985) and have lower expectations of their students (Brophy, 1983), which in turn influences students’ own perceptions of their abilities (Good, 1987).”
BackgroundDepaepe, F., Torbeyns, J., Vermeersch, N., Janssens, D., Janssen, R., Kelchtermans, G., Verschaffel, L., & van Dooren, W. (2015) · Teaching and Teacher Education · doi:10.1016/j.tate.2014.12.009 · Cited by 150 · see citing works
“Therefore, we can conclude in line with Baumert et al. (2010) that CK is a necessary, although not sufficient condition for PCK.”
BackgroundInfluentialBecker, M., Lüdtke, O., Trautwein, U., Köller, O., & Baumert, J. (2012) · Journal of Educational Psychology · doi:10.1037/a0027608 · Cited by 150 · see citing works
Self-citationStichwort Pädagogisches Wissen von Lehrkräften: Empirische Zugänge und Befunde
Voss, T., Kunina-Habenicht, O., Hoehne, V., & Kunter, M. (2015) · Zeitschrift für Erziehungswissenschaft · doi:10.1007/s11618-015-0626-6 · Cited by 147 · see citing works
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Self-citationA Review of the Literature on Teacher Effectiveness and Student Outcomes
Burroughs, N. A., Gardner, J. A., Lee, Y., Guo, S., Touitou, I., Jansen, K., & Schmidt, W. H. (2019) · IEA research for education · doi:10.1007/978-3-030-16151-4_2 · Cited by 196 · see citing works
“Positive associations between teacher content knowledge and student outcomes were also found in studies based in Germany (Baumert et al. 2010) and Peru (Metzler and Woessman 2012), and in a comparative study using Programme for the International Assessment of Adult Competencies (PIAAC) data…”
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“So far, important educational research studies have been conducted showing that teachers’ knowledge as part of their expertise and professional competence is related to effective teaching and the quality of instruction (e.g. Baumert et al. 2010; Hill et al. 2008).”
BackgroundResultInfluentialEmbedded Formative Assessment and Classroom Process Quality
Decristan, J., Klieme, E., Kunter, M., Hochweber, J., Büttner, G., Fauth, B., Hondrich, A. L., Rieser, S., Hertel, S., & Hardy, I. (2015) · American Educational Research Journal · doi:10.3102/0002831215596412 · Cited by 137 · see citing works
“…in Europe (i.e., cognitive activation, supportive climate, and classroom management; Klieme, Pauli, & Reusser, 2009; for a similar model, see Baumert et al., 2010) and in the United States (i.e., instructional support, emotional support, and classroom organization (Pianta et al., 2008;…”
BackgroundInfluentialSelf-citationAnders, Y., Grosse, C., Rossbach, H., Ebert, S., & Weinert, S. (2013) · doi:10.1080/09243453.2012.749794 · Cited by 136
“Theories of instructional quality in school classrooms underline the impact of three dimensions of instructional quality: classroom management, supportive climate, and cognitive activation (e.g., Baumert et al., 2010; Klieme, Pauli, & Reusser, 2009).”
BackgroundTeaching Mathematics through Concept Motivation and Action Learning
Abramovich, S., Grinshpan, A., & Milligan, D. (2019) · Education Research International · doi:10.1155/2019/3745406 · Cited by 135
Teachers’ Professional Knowledge for Teaching English as a Foreign Language
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“The studies that actually test teacher knowledge mainly focus on teachers of mathematics (Ball, Thames, & Phelps, 2008; Baumert et al., 2010; Hill et al., 2005; Schmidt et al., 2007; Tatto et al., 2012), thus enriching our understanding regarding mathematics as a core school subject worldwide (Organisation for Economi…”
BackgroundInfluentialJüttner, M., Boone, W. J., Park, S., & Neuhaus, B. J. (2013) · Educational Assessment Evaluation and Accountability · doi:10.1007/s11092-013-9157-y · Cited by 126 · see citing works
“1999), there is agreement with respect to two critical aspects of PCK: knowledge of students’ understanding and knowledge of instructional strategies (Park and Oliver 2008; Baumert et al. 2010; Lee and Luft 2008; van Driel et al. 1998).”
BackgroundInfluentialQualities of classroom observation systems
Bell, C. A., Dobbelaer, M., Klette, K., & Visscher, A. (2018) · School Effectiveness and School Improvement · doi:10.1080/09243453.2018.1539014 · Cited by 134 · see citing works
“classroom discussions, and other pedagogical strategies (Baumert et al., 2010; Osborne et al., 2015).”
BackgroundInfluentialKleickmann, T., Tröbst, S., Jonen, A., Vehmeyer, J., & Möller, K. (2015) · Journal of Educational Psychology · doi:10.1037/edu0000041 · Cited by 146 · see citing works
Piwowar, V., Thiel, F., & Ophardt, D. (2013) · Teaching and Teacher Education · doi:10.1016/j.tate.2012.09.007 · Cited by 133 · see citing works
Choi, M., Cristol, D., & Gimbert, B. G. (2018) · Comput. Educ. · doi:10.1016/j.compedu.2018.03.005 · Cited by 130
Anders, Y., & Rossbach, H. (2015) · Journal of Research in Childhood Education · doi:10.1080/02568543.2015.1040564 · Cited by 126 · see citing works
“Most of the existing studies have focused on elementary school or secondary school teachers (Baumert et al., 2010; Blömeke & Delaney, 2012; Hill, Rowan, & Ball, 2005).”
BackgroundTatto, M. T., & Senk, S. L. (2011) · Journal of Teacher Education · doi:10.1177/0022487110391807 · Cited by 102 · see citing works
“…knowledge considered most important for school mathematics teaching, but we know much less about the knowledge most important for teaching secondary school mathematics than for primary mathematics (see, e.g., Baumert et al., 2010; Hill, Sleep, Lewis, & Ball, 2007; Schmidt et al., 2007).”
BackgroundRelating Teacher PCK and Teacher Practice Using Classroom Observation
Barendsen, E., & Henze, I. (2019) · Research in Science Education · doi:10.1007/s11165-017-9637-z · Cited by 125 · see citing works
Teaching strategies and differential effectiveness across learning contexts: Evidence from PISA 2012
Caro, D., Lenkeit, J., & Kyriakides, L. (2016) · Studies In Educational Evaluation · doi:10.1016/j.stueduc.2016.03.005 · Cited by 125 · see citing works
Schlesinger, L., & Jentsch, A. (2016) · Zdm · doi:10.1007/s11858-016-0765-0 · Cited by 124 · see citing works
“By doing so, cognitive activation was understood from a content-specific perspective with a focus and an emphasis on cognitively activating and mathematically demanding tasks (Baumert et al., 2010; Klieme et al., 2009; Lipowsky et al., 2009).”
BackgroundInfluentialCharalambous, C., & Hill, H. (2012) · Journal of Curriculum Studies · doi:10.1080/00220272.2011.650215 · Cited by 124 · see citing works
“With only a few exceptions discussed below, most studies examining teacher knowledge kept the curriculum in the background—acknowledging its role, but not exploring its interaction with teacher knowledge in shaping instruction (e.g. Hill et al. 2008, Baumert et al. 2010).”
BackgroundMethodInfluentialKulgemeyer, C., & Riese, J. (2018) · Journal of Research in Science Teaching · doi:10.1002/tea.21457 · Cited by 123 · see citing works
Klusmann, U., Kunter, M., Voss, T., & Baumert, J. (2012) · Zeitschrift für Pädagogische Psychologie · doi:10.1024/1010-0652/a000078 · Cited by 123 · see citing works
Self-citationBrandt, N. D., Lechner, C. M., Tetzner, J., & Rammstedt, B. (2019) · Journal of Personality · doi:10.1111/jopy.12482 · Cited by 142 · see citing works
Competence Measurement in (Mathematics) Teacher Education and Beyond: Implications for Policy
Kaiser, G., & König, J. A. (2019) · Higher Education Policy · doi:10.1057/s41307-019-00139-z · Cited by 121 · see citing works
Gustafsson, J., Nilsen, T., & Hansen, K. Y. (2016) · Studies in Educational Evaluation · doi:10.1016/j.stueduc.2016.09.004 · Cited by 121 · see citing works
Connections Between Teachers’ Knowledge of Students, Instruction, and Achievement Outcomes
Hill, H., & Chin, M. J. (2018) · American Educational Research Journal · doi:10.3102/0002831218769614 · Cited by 120 · see citing works
“Instead, we care whether the construct itself, as measured by our instrument, is of importance to teaching and learning, similar to the approach Baumert et al. (2010) take with teachers’ pedagogical content knowledge.”
BackgroundVoss, T., Kleickmann, T., Kunter, M., & Hachfeld, A. (2013) · Springer eBooks · doi:10.1007/978-1-4614-5149-5_12 · Cited by 140 · see citing works
Self-citationYang, X.-R., Kaiser, G., König, J. A., & Blömeke, S. (2020) · Zdm · doi:10.1007/s11858-020-01145-x · Cited by 117 · see citing works
Preservice Biology Teachers’ Professional Knowledge: Structure and Learning Opportunities
Großschedl, J., Harms, U., Kleickmann, T., & Glowinski, I. (2015) · Journal of Science Teacher Education · doi:10.1007/s10972-015-9423-6 · Cited by 121 · see citing works
“As CK is regarded as a prerequisite for PCK development by many researchers (e.g., Ball, Hill, & Bass, 2005; Ma, 1999), the result of COACTIV could reflect a transfer effect of CK on PCK (Baumert et al., 2010).”
BackgroundResultInfluentialGuggemos, J., & Seufert, S. (2021) · Computers in Human Behavior · doi:10.1016/j.chb.2020.106613 · Cited by 115 · see citing works
“Teachers ’ professional knowledge may become the focus point because it has been shown to be an important predictor for instructional quality (Baumert et al., 2010).”
BackgroundLongitudinal relations between teaching-related motivations and student-reported teaching quality
Praetorius, A.-K., Lauermann, F., Klassen, R. M., Dickhäuser, O., Janke, S., & Dresel, M. (2017) · Teaching and Teacher Education · doi:10.1016/j.tate.2017.03.023 · Cited by 118 · see citing works
The relation between content-specific and general teacher knowledge and skills
Blömeke, S., Busse, A., Kaiser, G., König, J. A., & Suhl, U. (2016) · Teaching and Teacher Education · doi:10.1016/j.tate.2016.02.003 · Cited by 112 · see citing works
“Furthermore, the results challenge the assumption that content knowledge, pedagogical content knowledge and general pedagogical knowledge are of the same nature (Bl€ omeke, Kaiser & Lehmann, 2010; Baumert et al., 2010; Shulman, 1987; Schoenfeld & Kilpatrick, 2008).”
BackgroundInfluentialYang, X., & Kaiser, G. (2022) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2022.101225 · Cited by 131 · see citing works
Bradshaw, L. P., Izsák, A., Templin, J., & Jacobson, E. (2014) · Educational Measurement Issues and Practice · doi:10.1111/emip.12020 · Cited by 111 · see citing works
“Establishing links between teachers’ knowledge and students’ achievement eluded researchers for decades, but a few recent studies (e.g., Baumert et al., 2010; Hill, Rowan, & Ball, 2005) have done so using measures inspired by the knowledge categories Shulman (1986) discussed as necessary for…”
MethodScherer, R., Nilsen, T., & Jansen, M. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.00110 · Cited by 109 · see citing works
“This measurement issue also limits meaningful comparisons that could shed light on how teaching effectiveness relates to educational systems and teacher education in multilevel settings (Baumert et al., 2010; Scherer and Gustafsson, 2015).”
BackgroundInfluentialKaskens, J., Segers, E., Goei, S. L., Luit, J. V. V., & Verhoeven, L. (2020) · Teaching and Teacher Education · doi:10.1016/j.tate.2020.103096 · Cited by 107 · see citing works
What makes an expert teacher? Investigating teachers’ professional vision and discourse abilities
Lachner, A., Jarodzka, H., & Nückles, M. (2016) · Instructional Science · doi:10.1007/s11251-016-9376-y · Cited by 106 · see citing works
- Authors
- Baumert, J., Kunter, M., Blum, W., Brunner, M., Voss, T., Jordan, A., Klusmann, U., Krauss, S., Neubrand, M., & Tsai, Y.-M.
- Affiliations
- Max Planck Society (DE)
- University of Kassel (DE)
- Bielefeld University (DE)
- Carl von Ossietzky Universität Oldenburg (DE)
- ORCID
- Venue
- American Educational Research Journal
- Published
- 2010-03
- Volume
- 47
- Issue
- 1
- Pages
- 133-180
- ISSN
- 0002-8312 (ISSN-L)
- 1935-1011
- OpenAlex
- W2141462352
- Cited by
- 2,100
- References
- 127
- Citations by year
- 2026: 115 · 2025: 119 · 2024: 134 · 2023: 156 · 2022: 174 · 2021: 179 · 2020: 170 · 2019: 145 · 2018: 133 · 2017: 163 · 2016: 143 · 2015: 155 · 2014: 89 · 2013: 105 · 2012: 66
- FWCI
- 165.41
- Type
- journal article
- Language
- en
- Open access
- green
- hdl.handle.net
- Locations
- American Educational Research Journal (publishedVersion)
- University of Regensburg Publication Server (University of Regensburg) (acceptedVersion)
- Max Planck Institute for Plasma Physics (submittedVersion)
- Kobra (Universitätsbibliothek Kassel) (submittedVersion)
- MPG.PuRe (Max Planck Society) (submittedVersion, other-oa)
- University of Regensburg Publication Server (University of Regensburg)
- Topics
- Social Sciences › Education › Mathematics Education and Teaching Techniques
- Social Sciences › Education › Teacher Education and Leadership Studies
- Physical Sciences › Mathematics › Applied Mathematics › Mathematics Education and Pedagogy
- Keywords
- pedagogical content knowledge, content knowledge, cognitive activation, learning gains, secondary mathematics instruction, teacher professional knowledge, mathematics teachers, teacher professional development
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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