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Ghani, Sazelli Abdul (2004) A study of student teachers' performance and psychological characteristics in learning introductory statistics. PhD thesis. http://theses.gla.ac.uk/2848/ Copyright and moral rights for this thesis are retained by the author A copy can be downloaded for personal non-commercial research or study, without prior permission or charge This thesis cannot be reproduced or quoted extensively from without first obtaining permission in writing from the Author The content must not be changed in any way or sold commercially in any format or medium without the formal permission of the Author When referring to this work, full bibliographic details including the author, title, awarding institution and date of the thesis must be given Glasgow Theses Service http://theses.gla.ac.uk/ [email protected] Ei ý. UNIVERSITY of GLASGOW A Study Student Teachers' Performance of and Psychological Characteristics in Learning Introductory Statistics by Sazelli Abdul Ghani B. Sc. (Math), Dip. Ed., M. Ed. (Math Ed) A Thesis Submitted in Fulfilment Requirements for the the of Degree Doctor Philosophy (Ph. D) of of Centre for Science Education, Faculty Education, of University Glasgow, 'United Kingdom (Nov 2004) of Abstract Abstract This learning introductory by teachers, study seeks to explore the of statistics student being in Malaysia. Statistics is thought that the often of as a subject work carried out is is difficult learn the to and understand, especially when course mandatory. Undoubtedly, is important to learn that many would acknowledge statistics an subject in days its However, due to these and age where uses and applications are ubiquitous. its image it is being taught, these poor and, possibly, the way a majority of students be likely learning may to approach the of statistics with caution or even with trepidation. in In first The for three the research study this thesis was carried out stages. stage, for factors that the learning introductory statistics student teachers might affect of investigated. The factors to learning the were were attitudes related statistics, and limitation (namely, effects of the of the student teachers' psychological characteristics fields perceptual the degree field dependency In or and working memory space). of factors, to these in identify addition teachers' test to student performances a in basic descriptive in misconceptions statistics concepts and probability and also final their statistics examination were scrutinised. The from first indicated that had results the stage student teachers generally positive learning but toward the introductory toward attitudes statistics not statistics course described dull too The which was as or uninspiring and mathematical. student down lecture teachers appeared not to cope with the task of taking the notes and simultaneously trying to understand the statistical concepts to be learned. Student teachers' in performance the statistics examination revealed a significant correlation degree field dependency. From their their with working memory although not with of in basic descriptive the test, misconceptions about certain concepts statistics and identified. These the the test probability were correlations may reflect nature of the materials as much as nature of statistics. Based findings from first interactive learning the the on stage, statistics materials learning developed in the the employing cooperative method were second stage and I Abstract from five to teachers teacher training given an experimental group of student colleges. Another (called from teachers the the group of student comparison group) same taught the but through the traditional lecture A colleges were same materials method. based learned both test the to post-questionnaire and a on materials were given groups The degree field dependency for the the the after completion of second stage study. of in both teachers student groups was also measured. Results from the that the post-questionnaire revealed experimental group favoured learning based interactive overwhelmingly the units that were on the and learning lecture cooperative while the comparison group regarded the method as being dull It that learning based the and uninspiring. also appeared statistics on learning favoured by cooperative the teachers, the method was more male student Non-Mathematics Education field dependent Perhaps, the teachers. group and student better not surprisingly, the than the experimental group performed comparison group in the test based learning the on materials. In the third stage, opinions were sought from the student teachers in their final semester of study, concerning their to teach in They readiness statistics school. also basic test in descriptive sat a multiple-choice about concepts statistics and probability. In addition, the working memory capacity and the degree of field dependency the of The findings teachers student were also measured. revealed that the a majority of teachers did have in teaching This student not confidence statistics. probably stemmed from the difficulty in understanding certain statistical concepts and perhaps the had did statistics courses that they attended not provide them with a good training. The findings from the test that in also revealed misconceptions some statistical concepts still persisted and that the student teachers appeared to have forgotten some, if not all, statistical subject matter that they had previously learned in the statistics lectures. Generally, these findings indicated the the traditional format weaknesses of teaching introductory lecture of through the statistics course method. It be should pointed out that these derived from this be all conclusions study must treated tentatively due to the limitations this The has highlighted of research. study few for further have been several problems and a suggestions work made. II Acknowledgement ACKNOWLEDGEMENT I Many have this thesis to people contributed to the completion of and wish express heartfelt Space does to to them. not allow me mention everyone my appreciation all of bodies deserve by but individuals that name there are a number of and recognition. Public Services First I like to of all, would to express my gratitude my sponsors, Department Malaysia Sultan Idris Education University which provided me of and here in fully leave to the the pursue my research study with scholarship and paid study Dr. Norman United Kingdom. My to sincerest gratitude also goes my supervisor, Reid, introduced beauty doing through the who me to the of research, guided me all hand the various stages of my research and provided a steady and supportive over past three fruitful I like to thank Professor Rex Whitehead for his years. would also improve suggestions to the thesis. I also wish to thank my colleagues in the Centre for Science Education (especially those who preceded me; Lekoko, Abdullah, Iqbal and not forgetting all the lovely ladies) knowledge who were always willing to their the share expertise and and made My flatmates Centre Bert-Jan, a special place. of various nationalities, especially also deserve for the My deepest love a mention camaraderie and commiserating. and importance fondness the goes to my mother who stressed of education at an early age had hardships I Also, and to endure many when was growing up. my sisters and their in families who took turn to care after our mother my absence. lecturers Finally, this thesis be the teachers would not possible without and student of Sultan Idris Education University five teacher training in Malaysia and other colleges in this They helpful they who participated study. were very cooperative and although had find in Therefore, big to to the time struggle an exam-oriented environment. a thank to them. you all of III Contents CONTENTS Abstract I Acknowledgement III List Figures XI of List Tables XIII of CHAPTER ONE Introduction to the Research Study - 1.1 The Purpose Research Study 1 the of 1.2 Sultan Idris Education University 3 1.2.1 The Faculty Of Science Technology 4 and 1.2.2 The Bachelor Education (B. Ed) Programmes 4 of 1.3 The Introductory Statistics Course 5 1.4 The Structure the Thesis 6 of CHAPTER TWO Statistics Education Society - and 2.1 Introduction 8 2.2 A Brief history Statistics Probability of and 10 2.3 What is Statistics? 11 2.4 The Place Statistics Education Within the Curriculum 15 of 2.4.1 The Development Statistics Education in the Primary Schools 16 of 2.4.2 The Development Statistics Education in the Secondary 18 of Schools 2.4.3 Statistics in Post Education 20 secondary 2.5 Summary 21 CHAPTER THREE Teaching Learning Statistics: The Problems and - 3.1 Introduction 22 3.2 Suitability Teachers 22 of IV Contents 24 3.3 Teachers' Attitudes Toward Statistics 25 3.4 What Teach? to 26 3.4.1 What Teach Primary Level? to at 27 3.4.2 What Teach Secondary Level? to at Statistics Course 29 3.4.3 What Should be Contents Introductory the of Tertiary Level? at 31 3.5 How Teach? to 3.6 Students' Beliefs Attitudes in Learning Statistics 35 and 39 3.7 Difficulties in Learning Statistics 3.7.1 Difficulties Misconceptions in Descriptive Statistics 40 and 43 3.7.2 Difficulties Misconceptions in Probability and 3.8 Conclusion 50 CHAPTER FOUR Learning for Understanding - 4.1 Introduction 52 4.2 What is Learning? 53 4.3 What is Understanding? 55 4.4 Approaches Learning 58 to 4.5 Adult Learning Model 59 4.6 Ausubel's Meaningful Learning Model 61 4.6.1 Rote Meaningful Learning 62 and 4.6.2 Reception Discovery Learning 63 and 4.6.3 Subsumption Theory 64 65 4.6.4 Advance Organisers 65 4.7 Information Processing Model 68 4.7.1 Sensory Memory (Perception Filter Sensory Register) or V Contents 68 4.7.2 Short-Term Memory (Working Memory) 71 4.7.3 Long-Term Memory 72 4.7.4 What Happens When Working Memory is Overloaded? 74 4.7.5 Working Memory Achievement and 75 4.8 Conclusion Cognitive CHAPTER FIVE Field Dependence/Independence - Teaching Strategies Style Learning of and 76 5.1 Introduction 76 5.2 What Cognitive Styles? are 78 (FDI) 5.3 Field Dependence Field Independence and 81 5.3.1 Measurement Field Dependency Levels of 5.3.2 Characteristics Individuals 82 Field Dependent/Independent of 5.3.3 Field Dependency 84 Academic Achievement and 5.3.4 Field dependency Memory 86 and 5.3.5 Implications Field Dependence/ Field independence for 88 of Learning Teaching and 90 5.4 Lecturing 5.4.1 Strengths Lecture Method 90 the of 91 5.4.2 Weaknesses Lecture Method the of 92 5.5 Cooperative Learning 94 5.5.1 Elements Cooperative Learning of 95 5.5.2 Why Use Cooperative Learning? 97 5.5.3 What Problems in Implementing Cooperative the are Learning? 98 5.6 Conclusion VI Contents CHAPTER SIX Exploratory Study: The First Experiment - 6.1 Introduction 100 6.2 The Study Sample 100 6.3 The Study Instruments 101 6.3.1 Validity Reliability Study Instruments 102 the and of 6.3.2 Questionnaire 103 6.3.3 The Digit Span Test 106 6.3.4 The Hidden Figures Test 107 6.3.5 Structural Communication Grids 109 6.4 The Research Questions 111 6.5 Results Discussions from Questionnaire Survey 112 the and 6.5.1 Comparisons between Gender between Programmes Study 117 and of 6.6 Analysis Statistics of the Examination Scores 120 6.6.1 Comparisons between Gender between Programmes Study 120 and of 6.6.2 Relationships between the Statistics Examination Scores 121 and Student Teachers' Attitudes 6.7 Analysis Results from SCG Test the the 122 of 6.7.1 Comparisons between Gender between Programmes Study 127 and of 6.7.2 Relationships between Statistics Examination Scores 128 and SCG Test Scores 6.8 Results from the Digit Span Backward Test (DSBT) 128 6.8.1 Comparisons between Gender between Programmes Study 129 and of 6.8.2 Relationships between DSBT Scores Other Assessment Scores 129 and 6.8.3 The Working Memory Capacity Categories 130 6.9 Results from the Hidden Figures Test (HFT) 131 VII Contents 6.9.1 Comparisons between Gender between Programmes Study 132 and of 6.9.2 Relationships between HFT Scores Other Assessment Scores 133 and 6.9.3 The Field Dependency Categories 133 6.9.4 The Joint Field Dependency Working MemoryCapacity 135 and Categories 6.9.5 Relationship between Field Dependency Groups Attitudes 137 and Toward Learning Statistics 6.10 Conclusions 139 CHAPTER SEVEN Research Study Two: Field Experiment - 7.1 Introduction 141 7.2 The Learning Units 142 7.3 Experimental Design 144 7.4 The Study Sample 145 7.5 The Study Instruments 146 7.5.1 Pre-Test Post-Test Questionnaires 146 and 7.5.2 Structural Communication Grid (SCG) Test 147 7.6 The Data Collection Procedures 148 7.7 The Research Questions 149 7.8 Results Discussions from Pre-Questionnaire Survey the 150 and 7.8.1 Comparison by Gender 155 7.8.2 Comparison by Programmes Study 156 of 7.9 Results Discussions from the Post-Questionnaire Survey 158 and 7.9.1 Comparison by Gender 164 7.9.2 Comparison by Programmes Study 165 of 7.10 Analysis the Results from SCG Test 166 of the 7.10.1 Comparison by Gender 172 VIII

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student teachers in both groups was also measured 4.6.3 Subsumption Theory is markedly different from the more precise, finite nature . representation and intuitive inference in primary schools in a drive towards . In England, statistics modules at advanced (A) and advanced subsidiary (AS)
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