Aiken, L.R. (1970) Attitudes Towards Mathematics. Review of Educational Research. Spring 1970,
vol. 40, No.4
Aksu,M., ve Bikos,L.H.(2002) Measuring and predicting graduate students’ attitude toward
Statistics. Hacettepe Üniversitesi Eğitim Fakültesi Dergisi, 23(1), 22-31
Aşkar, P. (1986b) Matematik Dersine Yönelik Tutumu Ölçen Likert-Tipi Bir Ölçeği Geliştirilmesi.
Eğitim ve Bilim. Cilt: 11, sayı: 62. (31-36)
Auzmendi, E. (1991, April). Factors related to attitudes toward statistics: a study with a Spanish
sample. Paper presented at the annual meeting of the American Educational Research
Association, Chicago, IL. (ERIC Document Reproduction Service No. ED333049).
Baloğlu, M. (2003). Individual differences in Statistics anxiety among college students. Personality
and Individual Differences 34, 855–865
Baykul,Y.(1979). “Örtük Özellikler ve Klasik Test Kuramları Üzerine Bir Karşılaştırma” (Yayımlanmamış
Doktora Tezi), Ankara: Hacettepe Üniversitesi, 1979
Baykul,Y. (2000). Eğitimde ve Psikolojide Ölçme: Klasik Test Teorisi ve Uygulaması. ÖSYM yayınları,
ANKARA
Berk, R. A.,ve Nanda, J.P.(1998).Effects of jocular instructional methods on attitudes, anxiety, and
achievement in statistics courses. International Journal of Humor Research, 11, 383–409.
Bigge, M.L. ve Shermis,S.S (2004). Learning theories for teachers. Boston: Pearson.
Birenbaum, M., and Eylath, S. (1994). Who is afraid of statistics? Correlates of statistics anxiety
among students of educational sciences. Educational Research, 36, 93–98.
Bloom, B.S. (1956) Taxonomy of educational objectives. The classification of educational goals.
Handbook I: The cognative domain. New York, NY: Longman.
Bohner, G., ve Wanke, M. (2002). Attitudes and attitude change. New York, NY: Psychology Press.
Bradley, D. R., and Wygant, C. R. (1998). Male and female differences in anxiety about Statistics are
not reflected in performance. Psychological Reports, 80, 245-246.
Bradstreet,T.E.(1996) Teaching introductory Statistics courses so that non statisticians experience
statistical reasoning. The American Statistician, 50, 69–78.
Cashin, S. E., and Elmore, P. B. (1997). Instruments used to assess attitudes toward statistics: A
Psychometric evaluation. Paper presented at the annual meeting of the American
Educational Research Association, Chicago.
Çalıkoğlu-Bali, G. (2000) An assessment of the educational Statistics courses with respect to certain
student characteristics. Unpublished doctoral dissertation, Middle East Technical University,
Ankara, Turkey.
Çokluk, Ö., Şekercioğlu, G., ve Ş. Büyüköztürk (2012) Sosyal bilimler İçin Çok değişkenli istatistik:
SPSS ve LISREL Uygulamaları. 2.Baskı. PEGEM-Akademi. ANKARA
Cruise, R. J., Cash, R. W., and Bolton, D. L. (1985). Development andvalidation of an instrument to
Measure statistical anxiety. Paper presented at the annual meeting of the American Statistical
Association Statistics Education Section. LasVegas, Nevada.
Doğan,N.,Başokçu,T.O. (2010) İstatistik Tutum Ölçeği için Uygulanan Faktör Analizi ve Aşamalı
Kümeleme Analizi Sonuçlarının Karşılaştırılması.Eğitimde ve Psikolojide Ölçme ve
Değerlendirme Dergisi, Kış 2010, 1 (2), 65-71
Doğan, N. (2009) Bilgisayar Destekli İstatistik Öğretiminin Başarıya ve İstatistiğe Karşı Tutuma
Etkisi. Eğitim ve Bilim 2009, Cilt 34, Sayı 154
KAYNAKÇA
Pamukkale Üniversitesi Eğitim Fakültesi Dergisi, Sayı 36 (Temmuz 2014/II) 71
İstatistiğe Yönelik Tutum Ölçeği: Geçerlilik ve Güvenirlik Çalışması
Eagly, A.H., ve Chaiken, S. (2005). Attitude research in the 21th century: The current state of
knowledge. In D. Albarracin, B.T. Johnson and M.P. Zanna (Eds.), The handbook of attitudes
(pp.743-767). Mahvah, NJ: Lawrence Earlbaum Associatess.
Emmioğlu,E., Çapa-Aydın, Y., ve Çobanoğlu, R (2010) The relationship between graduate students’
attitudes towards Statistics and Statistics achivement. Paper presented at National Congres
of Educational Sciences, Cyprus International University, Lefkosa, Cyprus
Emmioğlu,E., Çapa-Aydın,Y.(2011) A meta-analysis on students’ attitudes toward Statistics. Paper
presented at 58th World Statistics Congress of International Statistical Inttitute, Dublin,
Ireland.
Fenster, M. J. (1992a). A Diagnostic Model Predicting Statistics Performance in An Urban
Environment. College Student Journal, 26, 300–309.
Fenster, M. J. (1992b). Statistics courses and adult learners: assessing potential problems. Journal
of Studies in Technical Careers, 14, 11–22.
Fitzgerald, S. M. (1997). The relationship between anxiety and Statistics achievement: a meta-analysis.
Unpublished doctoral dissertation, the University of Toledo.
Fitzgerald, S. M.,Jurs, S. J., and Hudson, L. M. (1996). Model predicting Statistics achievement
among graduate students. College Student Journal, 30, 361–366.
Gal,I., and Ginsburg, L. (1994). The role of beliefs and attitudes in learning statistics: towards an
assessment framework. Journal of Statistics Education, 2, 1–54.
Gal,I.(2002). Adaults’ statistical literacy: Meanings, components, responsibilities. International
Statistical Review, 70 (1), 1-25
Garfield, J., ve Gal, I. (1999) Teaching and assessing statistical reasoning. In L.V. Stiff (Ed.)
Developing mathematical reasoning in grades K-12: NCTM 1999 Yearbook (pp.207-219).
Reston, VA: National Council of Teachers of Mathematics.
Garfield, J., and Ahlgreen, A. (1988). Difficulties in learning basic concepts in probability and
statistics:İmplications for research. Journal of Research in Mathematics Education, 19, 44–63.
Green, S. And Carney, J. V. (1997). Statistics: Can we get beyond terminal? Annual Meeting of the
American Educational Research Association, Chicago IL.
Gourgey, A. (1984). The relationship of misconceptions about math and mathematical self-concept
to Math anxiety and Statistics performance. Paper presented at the annual meeting of
the American Educational Research Association, New Orleans, LA. (ERIC Document
Reproduction Service No. ED254417)
Harvey, A. L.,Plake, B. S., and Wise, S. L. (1985). The validity of six beliefs about factors related to
Statistics achievement. Chicago, IL: Paper presented at the meeting of the American
Educational Research Association.
Mji, A., and Onwuegbuzie, A. J. (2004). Evidence of Score Reliability and Validity of the Statistical
Anxiety Rating Scale Among Technik on Students in South Africa. Measurement and
Evaluation in Counseling and Development, 36, 238-251.
Mooney,E.S. (2002). A framework for characterizing middle school students’ statistical thinking.
Mathematical Thinking and Learning, 4(1), 23-63
Onwuegbuzie, A. J., and Wilson, V. A. (2003). Statistics anxiety: Nature, etiologyantecedents,
effects, and treatments – a comprehensive review of the literature. Teaching in Higher
Education, 8(2), 195-209.
Özdamar, K. (1999) Paket Programlar İle İstatistiksel Veri Analizi 1. Kaan Kitabevi, Eskişehir
Parker, R. S.,Pettijohn, C. E. and Keillor, B. D. (1999), “The nature and role of statistics in the business
school curriculum,”Journal of Education for Business, 751, 51-54.
72 Pamukkale University Journal of Education, Number 36 (July 2014/II)
M. Yaşar
Potter, A. M.(1995)“Statistics for sociologists: Teaching techniques that work,”Teaching Sociology,
233, 259- 63
Pritchard,A. (2008). Ways of learning: Learning theories and learning styles in the classroom.
Abington, Oxon: Routledge.
Rhoads,T.R.,& Hubele, N.F. (2000) Student attitudes towards Statistics before and after a computerintegrated
introductory Statistics course. IEEE Transactions in Education, 43,182-187
Roberts, D. M., and Saxe, J. E. (1982). Validity of a Statistics attitude survey: A follow-upstudy.
Educational and Psychological Measurement, 42, 907-912.
Roberts, D. M., and Bilderback, E. W. (1980). Reliability and Validity of Statistics Attitude Survey.
Educational And Psychological Measurement, 40, 235-238.
Roberts, D. M., and Reese, C. M. (1987). A Comparison of Two Scales Measuring Attitudes Toward
Statistics. Educationaland Psychological Measurement, 47, 759-764.
Rumsey,D.J. (2002). Statistical literacy as a goal for introductory Statistics courses. Journal of
Statistics Education, 10. Retrive August1, 2010,
Sagaria, S. D. (1989, April). Teaching traditionaland non-traditional age individuals: How should
methods, expectations, and standards differ? Paper presented at the annual meeting
of the American Educational Research Association (ERIC Document Reproduction Service
NoED308363)
Saracaloğlu, A.S.(2000). “Öğretmen Adaylarının Yabancı Dile Yönelik Tutumları İle Akademik
Başarıları Arasındaki İlişki”. Eğitim ve Bilim, ANKARA
Schau, C., Stevens, J., Dauphinee, T. L., and DelVecchio, A. (1995), The development and validation
of the survey of attitudes toward statistics. Educationaland Psychological Measurement,
55, 868-875.
Schau, C., Stevens, J., Dauphinee, T.L., and Del Vecchio, A. (1993, April). Evaluation of two surveys
measuring students’ attitudes toward statistics. Paper presented at the meeting of the
American Educational Research Association, Atlanta, GA.
Schutz, P. A., Drogosz, L. M., White, V. E., and DiStefano, C. (1998). Prior knowledge, attitude, and
strategy use in An introduction to Statistics course. Learning and Individual Differences,
10(4), 291-308.
Stroup, D. F., and Jordan, E. W. (1982). Statistics: monster in the university. Proceedings of Statistical
Education, the American Statistical Association, 135–138.
Sutarso, T. (1992, November). Some Variables in Relationto Students’ Anxiety in Learning Statistics.
Paper presented at the annual meeting of the Mid-South Educational Research Association,
Knoxville.
Tabachnick, B. C., and Fidell, L. S. (2001). Using multivariate statistics (5th ed.). Boston, MA: Allyn&
Bacon.
Tavşancıl, E. (2002) Tutumların Ölçülmesi ve SPSS ile Veri Analizi. Ankara, Nobel Yayınları
Tekindal, S. (1988). “Okula İlişkin Tutum ile Akademik Başarı Arasındaki İlişki”, Çağdaş Eğitim,
ANKARA
Tomazic, T. J., and Katz, B. M. (1988, August). Statistics anxiety in introductory applied statistics.
Paper presented At the meeting of American Statistical Association, New Orleans, LA.
Wise, S. L. (1985). The development and validation of a Scale measuring attitudes toward statistics.
Educational and Psychological Measurement, 45, 401-405.
Waters, T. A.,Martelli, T. Z., and Popovich, P. M. (1988). Attitudes Toward Statistics: An Evaluation
of MultipleMeasures. Educationaland Psychological Measurement, 48, 513-516.
Pamukkale Üniversitesi Eğitim Fakültesi Dergisi, Sayı 36 (Temmuz 2014/II) 73
İstatistiğe Yönelik Tutum Ölçeği: Geçerlilik ve Güvenirlik Çalışması
Yılmaz,S. (2006). The effects of real data based and calculater supported Statistics activities on 7th
grade students’ Statistics performance and attitude toward Statistics. Unpublished doctoral
dissertation, Middle East Technical University, Ankara, Turkey.
Young, V. E. and Nelson, C. V. (1994). A survey of the impressions of economics departments of
the Quantitative courses required of economics majors. Annual Meeting of theMid-Western
Educational Research Association, Chicago, IL
Ziedner, M. (1991). Statistics and mathematics anxiety in social science students: Some interesting
parallels. British Journal of Educational Psychology, 61, 319-328.
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