题名

輔導諮商系所學生統計焦慮相關變項之研究-性別、年級、數學興趣、統計成績、統計自信心與統計焦慮的關係

并列篇名

Statistical Anxiety among College and Graduate Students in Counseling-The Roles of Gender, Grade Level, Mathematical Interest, Grades in Statistics, and Statistical Self-Confidence in Relation to Stat

DOI

10.7040/JGC.200705.0087

作者

郭國禎(Gwo-Jen Guo);駱芳美(Fang-Mei Law)

关键词

大學生 ; 統計焦慮 ; College Student ; Statistical Anxiety

期刊名称

輔導與諮商學報

卷期/出版年月

29卷1期(2007 / 05 / 01)

页次

87 - 108

内容语文

繁體中文

中文摘要

本研究旨在探討學生統計焦慮的程度與其個人性因素(性別及年級)、情境性因素(數學興趣及統計成績)及性情性因素(統計自信心)的關係。共有352名輔導諮商系所的學生參與本研究,其中男生81(23.1%)名,女生269(76.9%)名(兩位學生未註明性別)。本研究以「統計焦慮量表」為研究工具,所蒐集之資料,分別以二因子多變量變異數分析、單因子變異數分析及Pearson積差相關分析進行考驗。結果顯示:(1)男女性學生的統計焦慮現象有顯著的差異。女性學生在統計的生理焦慮反應、心理焦慮反應、統計自信心的缺乏及統計評量的焦慮程度四部分,都比男性學生高。(2)學生統計焦慮的程度會因其統計成績的不同而有顯著的差異。統計成績69 分以下的學生在統計課的生理焦慮、心理焦慮、統計自信心的缺乏以及對統計評量的焦慮程度都顯著的比80分以上的學生來得高;統計成績69分以下的學生在統計課的心理焦慮及對統計評量的焦慮程度都顯著的比70至79分以上的學生來得高。(3)學生統計焦慮的程度會因其數學興趣的不同而有顯著的差異。對數學沒有興趣的學生在統計課的生理焦慮、心理焦慮、統計自信心的缺乏以及對統計評量的焦慮程度都顯著的比對數學興趣普通及有興趣的學生來得高;對數學興趣普通的學生在統計課的生理焦慮、心理焦慮、統計自信心的缺乏以及對統計評量的焦慮程度都顯著比對數學有興趣的學生來得高。(4)學生的統計自信心的缺乏程度與學生在統計課的生理焦慮、心理焦慮、以及對統計評量的焦慮程度都有顯著的正相關。針對以上的研究發現,研究者提出數點建議,供統計教學與研究之參考。

英文摘要

The purpose of this study was to explore the roles of gender, grade level, mathematical interest, grades in statistics, and statistical self-confidence in relation to statistical anxiety among college and graduate students in counseling. Three hundred fifty-two undergraduate and graduate students at a university in central Taiwan voluntarily participated in the study. There were 81 (23.1%) males and 269 (76.9%) females, (two of the participants did not identify their gender), with an average age of 23. This study found that females reported higher levels of statistical anxiety than males among the following factors: cognitive domain, physical reaction, statistics testing anxiety, and lacking statistical self confidence. This study also found that students whose grades in statistics were 69 and under reported higher levels of statistical anxiety than those students whose grades in statistics were 80 and over among the following factors: cognitive domain, physical reaction, statistics testing anxiety, and lacking statistical self confidence. Students whose grades in statistics were between 70 and 79 reported higher levels of statistical anxiety than those students whose grades in statistics were 80 and over among the following factors: cognitive domain and statistics testing anxiety. In addition, this study found that students less interested in mathematics reported higher levels of statistical anxiety than those students with moderate and strong mathematical interest among the following factors: cognitive domain, physical reaction, statistics testing anxiety, and lacking statistical self confidence. Students with moderate mathematical interest reported higher levels of statistical anxiety than those students with strong mathematical interest among the following factors: cognitive domain, physical reaction, statistics testing anxiety, and lacking statistical self confidence. Furthermore, this study found positive correlations among mathematical interest, lacking statistical self-confidence, and grades in statistics. According to the findings from the above study, the researchers propose several suggestions for statistics instruction and possible further research.

主题分类 社會科學 > 心理學
社會科學 > 教育學
参考文献
  1. Auzmendi, E.(1991).Factors related to attitudes toward statistics: a study with a Spanish sample.
  2. Baloğlu, M.(1999).A compairison of mathematics anxiety and statistics anxiety in relation to general anxiety.
  3. Baloğlu, M.(2001).Unpublished doctoral dissertation. Texas A&M University-Commerce.
  4. Baloğlu, M.(2003).Individual differences in statistics anxiety among college students.Personality and Individual differences,34,855-865.
  5. Barkley, C. A.(1995).Denver, Colorado,University of Denver.
  6. Benson, J.(1989).Structural components of statistical test anxiety in adults: an exploratory model.Journal of Experimental Education,57,247-261.
  7. Benson, J.,Bandalos, D. L.,H M. Van der Ploeg,R. Schwarzer (Eds.)(1989).Advances in test anxiety research.New York:Lisse/Hillsdale.
  8. Birenbaum, M.,Eylath, S.(1994).Who is afraid of statistics? Correlates of statistics anxiety among students of educational sciences.Educational research,36(1),93-98.
  9. Blalock, H. M.(1987).Some general goals in teaching statistics.Teaching Sociology,15,164-172.
  10. Bradley, D. R.,Wygant, C. R.(1998).Male and female differences in anxiety about statistics are not reflected in performance.Psychological Report,82,245-246.
  11. Buck, K. L.(1987).More on superiority of women in statistics achievement: a reply on Brooks.Teaching of Psychology,14(1),45-47.
  12. Chi, J. L. Y.(1998).Chicago, Illinois,Illinois State University.
  13. Covington, M. V.,Omelich, C.(1987)."I knew it cold before the exam": A test of the anxiety-blockage.Journal of Educational Psychology,79,393-400.
  14. Cruise, R. J.,Case, R. W.,Bolton, D. L.(1985).Development and validation of an instrument to measure statistical anxiety.Proceedings of the American Statistical Association.
  15. Cruise, R. J.,Wilkins, E. M.(1980).STARS: Statistical Anxiety Rating Scale.Unpublished manuscript, Andrews University, Berrien Springs, MI.
  16. Dew, K. M. H.,Glasassi, J. P.,Galassi, M. D.(1984).Math anxiety: Relation with situational test anxiety, performance, physiological arousal, and math avoidance behavior.Journal of Counseling Psychology,31,580-583.
  17. Ellis, A.,Knaus, W.(1977).Overcoming procrastination.New York:Institute for Rational Living.
  18. Elmore, P. B.,Lewis, E. L.,Bay, M. L. G.(1993).Statistics achievement: A function of attitudes and related experiences.Paper presented at the meeting of the American Educational research Association
  19. Eunsook, H.(1999).Effects of gender, math ability, trait test anxiety, statistics course anxiety, statistics achievement, and perceived test difficulty on state test anxiety.Paper presented at the Annual Meeting of the American Educational Research Association,Montreal, Quebec, Canada:
  20. Flett, G.,Hewitt, P.,Blankstein, R.,Mosher, S.(1991).Perfectionism, self-actualization, and personal adjustment.Journal of Social Behavior and Personality,6,147-160.
  21. Forte, J. A.(1995).Teaching statistics without sadistics.Journal of Social Work Education,31,204-218.
  22. Gal, I.,Ginsburg, L.(1994).The role of beliefs and attitudes in learning statistics: Toward an assessment framework.Journal of Statistics Education,2(2),1-54.
  23. Gaydosh, L. R.(1990).Syllabi and instructional materials for social statistics.Washington, DC:American Sociological Association.
  24. Hong, E.,Karstensson, L.(2002).Antecedents of state test anxiety.Contemporary Educational Psychology,27,348-367.
  25. Huntley, D.,Schneider, L.,Aronson, H.(2000).Clinical interns` perception of psychology and their place within it.The Clinical Psychologist,53(4),3-11.
  26. M. Baloglu(2001).Texas,Texas A& M University-Commerce, Commerce.
  27. Nunnally, J. C.(1978).Psychometric theory.New York:McGraw-Hill.
  28. Onwuegbuizie, A. J.(1993).Columbia, South Carolina,University of South Carolina.
  29. Onwuegbuzie, A. J.(1999).A synopsis of research related to statistics anxiety.Unpublished manuscript.
  30. Onwuegbuzie, A. J.(1995).Statistics test anxiety and female students.Psychology of Women Quarterly,19(30),413-418.
  31. Onwuegbuzie, A. J.(2004).Academic procrastination and statistic anxiety.Assessment and Evaluation in Higher Education,29(1),3-19.
  32. Onwuegbuzie, A. J.(2000).Statistics anxiety and the role of perceptions.Journal of Educational Research,93(5),323.
  33. Onwuegbuzie, A. J.(1998).The role of hope in predicting statistics anxiety.Psychological Reports,82,1315.
  34. Onwuegbuzie, A. J.(1998).Statistics anxiety: a function of learning style?.Resreach in the School,5,43-52.
  35. Onwuegbuzie, A. J.(2000).Academic procrastination and perfectionistic tendencies among graduate students.Journal of Social Behavior and Personality,15,103-109.
  36. Onwuegbuzie, A. J.(2000).I`ll begin my statistics assignment tomorrow: The relationship between statistics anxiety and academic procrastination.Paper presented at the annual conference of the American Educational Research Association (AERA),New Orleans:
  37. Onwuegbuzie, A. J.(1997).Writing a research proposal: The role of library anxiety, statistics anxiety, and composition anxiety.Library and Information Science Research,19,5-33.
  38. Onwuegbuzie, A. J.,Daley, C. E.(1996).The relative contributions of examination-taking coping strategies and study coping strategies on text anxiety: a concurrent analysis.Cognitive Therapy and Research,20,287-303.
  39. Onwuegbuzie, A. J.,DaRos, D.,Ryan, J.(1997).The components of statistics anxiety: A phenomenological study.Focus on Learning Problems in Matrhematics,19(4),11-35.
  40. Onwuegbuzie, A. J.,Seaman, M. A.(1995).The effect of time constraints and statistics test anxiety on test performance in a statistics course.Journal of Experimental Education,62(3),115-124.
  41. Onwuegbuzie, A. J.,Wilson, V. A.(2003).Statistics anxiety: nature, etiology, antecedents, effects and treatments: a comprehensive review of the literature.Teaching in Higher Education,8,195-209.
  42. Pan, W.,Tang M.(2004).Examining the effectiveness of innovative instructional methods on reducing statistics anxiety for graduate students in the social sciences.Journal of Instructional Psychology,31(2),149-159.
  43. Pan, W.,Tang, M.(2005).Students` perceptions on factors of statistics anxiety and instructional strategies.Journal of Instructional Psychology,32(3),205-214.
  44. Perney, J.,Ravid, R.(1990).The relationship between attitudes toward statistics, math self-concept, test anxiety and graduate students` achievement in an introductory statistics course.Paper presented at annual meeting of the American Educational Research Association,Boston, MA:
  45. Reece, C. C.,Todd, R. F.(1989).Math anxiety, attainment of statistical concepts, and expressed preference for a formal-deductive cognitive style among beginning students of research.Paper presented at the meeting of the Mid-South Educational Research Association,Little Rock, AR:
  46. Roberts, D. M.,Saxe, J. E.(1982).Validity of statistics attitude survey: a follow up study.Educational and Psychological Measurement,40,235-238.
  47. Rothblum, E.,M. leitenberg (Ed.)(1990).Handbook of social and evaluation anxiety.New York:Plenum Press.
  48. Rothblum, E.,Solomon, L.,Murakami, J.(1986).Affective, cognitive and behavioral differences between high and low procrastinators.Journal of Counseling Psychology,33,387-394.
  49. Royse, D.,Rompf, E. L.(1992).Math Anxiety: A Comparison of Social Work and Non-Social Work Students.Journal of Social Work Education,28(3),270-277.
  50. Schacht, S.,Stewart, B. J.(1991).What`s funny about statistics? Interactive/userfriendly gimmicks for teaching statistics.Teaching Sociology,20,329-333.
  51. Schacht, S.,Stewart, B. J.(1990).What`s funny about statistics? A technique for reducing student anxiety.Teaching Sociology,18,52-56.
  52. Solomon, L.,Rothblum, E.(1984).Academic procrastination: Frequency and cognitive-behavioral correlates.Journal of Counseling Psychology,31,503-509.
  53. Sutarso, T.(1992).Some variables in related to students` anxiety in learning statistics.Paper presented at the annual meeting of the Mid-South Educational Research Association,Knoxville, TN:
  54. Tomazic, T. J.,Katz, B. M.(1988).Statistics anxiety in introductory applied statistics.Paper presented at the meeting of the American Statistical Association,New Orleans, L. A:
  55. Trimarco, K. A.(1997).The Effects of a Graduate Learning Experience on Anxiety, Achievement, and Expectations in Research and StatisticsThe Effects of a Graduate Learning Experience on Anxiety, Achievement, and Expectations in Research and Statistics,ERIC.
  56. Walsh, J. J.,Ugumba-Agwunobi, G.(2002).Individual differences in statistics anxiety: The roles of perfectionism, procrastination and trait anxiety.Personality and Individual differences,33,239-251.
  57. Wilson, V.(1997).Factors related to anxiety in statistics.Dissertation Abstracts International Section A: Humanities and Social Sciences,57(10-A)
  58. Wilson, V.(1997).Factors related to anxiety in the graduate statistics classroom.Paper presented at the Annual Meeting of the Mid-South Educatiojn Research Association,Memphis, TN:
  59. Zanakis, S. H.,Valenzi, E. R.(1997).Student anxiety and attitudes in business statistics.Journal of Education for Business,73,10-16.
  60. Zeidner, M.(1991).Statistics and mathematics anxiety in social science students-some interesting parallels.British Journal of Educational Psychology,61,319-328.
  61. Zeidner, M.,M. E. Ware,C. L, Brewer (Eds.)(1991).Handbook for teaching statistics and research methods.New Jersey:Lawrence Erlbaum Associates.
  62. Zerbolio, D. J.,M. E. Ware,C. L. Brewer (Eds.)(1999).Handbook for teaching statistics and research methods.New Jersey:Lawrence Erlbaum Associated.
  63. 張慧瑾(2006)。碩士論文(碩士論文)。臺灣大學圖書資訊學研究所。
  64. 郭國禎、駱芳美(2005)。統計焦慮量表的編製。第二屆統計方法學學術研討會暨台灣統計方法學學會年會,台北縣新莊市:
被引用次数
  1. 陳柏霖(2016)。整合式課程設計:關鍵學習落實在心理統計學課程。新竹教育大學教育學報,33(1),109-140。
  2. 駱芳美、郭國禎(2010)。教育與諮商相關系所大學生統計壓力的因應策略與統計焦慮關係之研究。家庭教育與諮商學刊,9,61-106。
  3. 駱芳美、郭國禎(2011)。統計焦慮量表信度與效度考驗。輔導與諮商學報,33(1),23-38。
  4. 魏琦芳、黃毅志(2011)。學業成就與心理健康因果順序的貫時性分析:以TEPS資料做分析。中華心理衛生學刊,24(1),97-130。