Investigation of the Variables Affecting Primary School Teachers' State of Anxiety and Motivation in Mathematics Teaching through Data Mining Methods

被引:0
作者
Gok, Bilge [1 ]
Akkus, Emine Begum [1 ]
Kavak, Gulden [1 ]
Kasap, Yusuf [2 ]
机构
[1] Hacettepe Univ, Fac Educ, Dept Elemantary Educ, Ankara, Turkey
[2] Hacettepe Univ, Fac Educ, Dept Measurement & Assessment Educ, Ankara, Turkey
关键词
Primary school teachers; Mathematics teaching; Anxiety; Motivation; Data mining; SELF-EFFICACY; MATH ANXIETY; BURNOUT; ELEMENTARY; VALIDATION; VALIDITY; SCALE;
D O I
10.1007/s12144-022-03711-w
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
The goal of the present study is to determine the factors affecting primary school teachers' anxiety and motivation in teaching mathematics by using the Random Forest technique, which is one of the data mining techniques, and to determine their profiles by using the K-Means clustering algorithm, which is also one of the data mining techniques. For this purpose, the study used the cross-sectional survey method. The participants are 485 primary school educators working in state and private schools in various cities of Turkey and volunteering to complete the measurement tools. In order to collect the data, "Demographic Information Form", "Mathematics Teaching Anxiety Scale" and "Primary School Teacher Motivation Scale" were used. In the first stage of the study, two different models were constructed by using the Random Forest model. In the first of these models, six independent variables in the Demographic Information Form filled by the participants and two-level anxiety variable (low-high) obtained through the transformation of the anxiety scale scores were taken as the dependent variables. In the second model, six independent variables in the Demographic Information Form and a two-level motivation variable (low-high) obtained through the transformation of the motivation scale scores were taken as the dependent variables. While the variable with the highest predictor importance in the prediction for both anxiety and motivation levels is "grade level taught", the second most important variable is "length of service".
引用
收藏
页码:27678 / 27693
页数:16
相关论文
共 156 条
  • [1] Teachers' motivation in relation to their psychological functioning and interpersonal style: A variable- and person-centered approach
    Abos, Angel
    Haerens, Leen
    Sevil Serrano, Javier
    Aelterman, Nathalie
    Garcia-Gonzalez, Luis
    [J]. TEACHING AND TEACHER EDUCATION, 2018, 74 : 21 - 34
  • [2] Motivation, Anxiety and Students' Performance
    Ahmetovic, Emnijeta
    Becirovic, Senad
    Dubravac, Vildana
    [J]. EUROPEAN JOURNAL OF CONTEMPORARY EDUCATION, 2020, 9 (02): : 271 - 289
  • [3] Akan D., 2020, TURKISH J ED STUDIES, V7, P16
  • [4] Akin A., 2011, Nacatibey Faculty of Electronic Journal of Science and Mathematics Education, V5, P163
  • [5] Alemdag C., 2014, Hacettepe Spor Bilimleri Dergisi, V25, P23
  • [6] THE DEVELOPMENT OF AN ABBREVIATED VERSION OF THE MATHEMATICS ANXIETY RATING-SCALE
    ALEXANDER, L
    MARTRAY, C
    [J]. MEASUREMENT AND EVALUATION IN COUNSELING AND DEVELOPMENT, 1989, 22 (03) : 143 - 150
  • [7] Alucdibi F., 2012, Abant Izzet Baysal Universitesi Egitim Fakultesi Dergisi, V12, P197
  • [8] Ameen EC., 2002, Journal of Education for Business, V78, P16, DOI [10.1080/08832320209599692, DOI 10.1080/08832320209599692]
  • [9] TEACHER MOTIVATION AND ITS RELATIONSHIP TO BURNOUT
    ANDERSON, MBG
    IWANICKI, EF
    [J]. EDUCATIONAL ADMINISTRATION QUARTERLY, 1984, 20 (02) : 109 - 132
  • [10] [Anonymous], 2018, J THEORETICAL ED SCI, DOI [10.30831/akukeg.364483, DOI 10.30831/AKUKEG.364483]