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DECLARATION OF THESIS / UNDERGRADUATE PROJECT REPORT AND COPYRIGHT
Author’s full name : Abduljalil Saleh Mohammed Al-Mudhary
Date of Birth : 01/01/1978
Title : INTEGRATING OUTCOME-BASED ASSESSMENT IN LEARNING
MANAGEMENT SYSTEMS
Academic Session : 2013/2014
I declare that this thesis is classified as:
CONFIDENTIAL (Contains confidential information under the Official Secret Act
1972)*
RESTRICTED (Contains restricted information as specified by the
organization where research was done)*
OPEN ACCESS I agree that my thesis to be published as online open access
(full text)
I acknowledged that Universiti Teknologi Malaysia reserves the right as follows:
1. The thesis is the property of Universiti Teknologi Malaysia
2. The Library of Universiti Teknologi Malaysia has the right to make copies for the
purpose of research only.
3. The Library has the right to make copies of the thesis for academic exchange.
Certified by:
SIGNATURE SIGNATURE OF SUPERVISOR
MC112159
Dr. Rosmah Ali
(NEW IC NO/PASSPORT) NAME OF SUPERVISOR
Date: FEBRUARY 2014 Date: FEBRUARY 2014
PSZ 19:16 (Pind. 1/07)
NOTES: * If the thesis is CONFIDENTAL or RESTRICTED, please attach with the letter from
the organization with period and reasons for confidentiality or restriction.
UNIVERSITI TEKNOLOGI MALAYSIA
“I hereby declare that I have read this thesis and in my
opinion this thesis is sufficient in terms of scope and quality for the
award of the degree of Master of Science (IT Management)”
Signature : ………………………….........
Name of Supervisor : Dr. Rosmah Ali
Date : 25/02/2014
iii
INTEGRATING OUTCOME-BASED ASSESSMENT IN LEARNING
MANAGEMENT SYSTEMS
A thesis submitted in fulfilment of the
requirements for the award of the degree of
Master of Science (IT Management)
Advanced Informatics School
Universiti Teknologi Malaysia
February 2014
iv
I declare that this thesis entitled “INTEGRATING OUTCOME-BASED
ASSESSMENT IN LEARNING MANAGEMENT SYSTEMS” is the result of my
own research except as cited in the references. The thesis has not been accepted for
any degree and is not concurrently submitted in candidature of any other degree.
Signature : ....................................................
Name : ABDULJALIL SALEH AL-MUDHARY
Date : FEBRUARY 2014
v
ACKNOWLEDGEMENT
All praises and thanks are for Allah the creator of that exists, the Most
Beneficent, the Most Merciful. He is the one who ordered us to read, He is the
one who taught us to write and indeed, He is the one who taught us what we
knew not. Without His plan and will, I would not have had the opportunity to
further my education.
May His benevolence be upon us in here and in the hereafter. May
guide us and keep us steadfast on the right path.
I am heartily thankful to my great supervisor, Dr. Rosmah Ali, who
familiarized and guided me in my research, an area in which I absolutely had
no idea. I appreciate the creative freedom that she gave me in my work. I
earnestly thank her for being patient and supportive towards me.
I would also like take this opportunity to give thanks to my friends
specifically Mr. Abdulsalam Alhazmi, Mr. Ragheed, Ms.Ying Sii Gen and
Sulaiman for their valued support, assistance and understanding during
conducting this study.
I am eternally thankful to my first teacher, i.e. my father and mother for
being encouraging, supportive and kind to me in all walks of life. Also to my
children Bashar, Layan and my wife.
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ABSTRACT
The use of online examination in place of paper-based assessment has gained
the attention of educators and researchers alike. This is due to the advantages of online
examinations, such as effectiveness, objectiveness, and flexibility. However, creating
valid and reliable examinations is still a challenge. Bloom’s taxonomy, which is often
used as a framework for assessment in education, has a great influence on how to
formulate the course outcomes, and consequently the examination questions. An ideal
examination should have a set of questions that are well aligned and hence meet all
the course outcomes and correspond to the different levels of Bloom’s taxonomy.
Moodle is a popular open source Learning Management System (LMS) that can be
used to create examination questions. However, it lacks reporting mechanisms that
can classify the different questions based on the course outcomes and Bloom’s
Taxonomy. The goal of this research is to enhance Moodle so that the questions in an
examination could be aligned with the course outcomes and different Bloom’s
Taxonomy levels. This alignment is important in order to ensure high quality
examination as well as help teachers in developing a balanced examination that
encompasses all the course outcomes and different levels of Bloom’s taxonomy.
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ABSTRAK
Penggunaan peperiksaan dalam talian menggantikan peperiksaan berasaskan
kertas telah mendapat perhatian daripada para pendidik dan penyelidik. Ini adalah
kerana terdapat kelebihan menggunakan peperiksaan dalam talian, seperti
keberkesanan, sifat objektif, dan fleksibiliti. Walaubagaimanapun, mewujudkan
peperiksaan yang sah dan boleh dipercayai merupakan suatu cabaran. Taksonomi
Bloom, yang sering digunakan sebagai rangka kerja untuk penilaian dalam pendidikan,
mempunyai pengaruh besar ke atas soalan kaedah untuk merumuskan hasil
pembelajaran, dan seterusnya membentuk soalan-soalan peperiksaan. Soalan
Pemeriksaan yang hasil ideal harus mempunyai satu set soalan yang sejajar dan
memenuhi semua hasil kursus yang bersesuaian dengan pelbagai peringkat taksonomi
Bloom. Moodle adalah sumber terbuka yang popular dalam sistem pengurusan
pembelajaran (LMS) yang boleh digunakan untuk membuat soalan peperiksaan.
Walaubagaimanapun, ia tidak mempunyai mekanisme pelaporan yang boleh
mengklasifikasikan soalan-soalan yang berbeza berdasarkan kepada hasil kursus dan
Taksonomi Bloom. Matlamat kajian ini adalah untuk meningkatkan keupayaan
Moodle supaya soalan-soalan dalam peperiksaan boleh diselaraskan dengan hasil
kursus dan tahap Taksonomi Bloom yang berbeza. Penjajaran ini penting bagi
memastikan peperiksaan yang berkualiti tinggi serta dapat membantu instruktor dalam
membangunkan peperiksaan seimbang yang merangkumi semua hasil kursus dan
peringkat Taksonomi Bloom.
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TABLE OF CONTENTS
DECLARATION ii
DECLARATION iv
ACKNOWLEDGEMENT V
ABSTRACT VI
ABSTRAK VII
TABLE OF CONTENTS VIII
LIST OF FIGURES XI
LIST OF TABLES XIII
LIST OF ABBREVIATIONS XIV
CHAPTER 1 1
INTRODUCTION 1
1.1 OVERVIEW 1
1.2 BACKGROUND OF THE PROBLEM 2
1.3 PROBLEM STATEMENT 3
1.4 RESEARCH QUESTIONS 3
1.5 RESEARCH OBJECTIVES 4
1.6 RESEARCH SCOPE 4
1.7 SIGNIFICANCE OF THE STUDY 5
CHAPTER 2 6
LITERATURE REVIEW 6
2.1 INTRODUCTION 6
2.2 ASSESSMENT 8
Figure Title Page
ii
iv
v
vi
vii
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xi
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2.2.1 Purpose of Assessment: 9
2.2.2 Types of Assessment: 9
2.2.3 Learning outcomes 12
2.2.4 Blooms Taxonomy 14
2.2.5 Blooms taxonomy of objectives 18
2.3 MOODLE 18
2.3.2 Moodle Framework 19
2.3.3 Quizzes 21
2.4 SUMMARY 30
CHAPTER 3 32
RESEARCH METHODOLOGY 32
3.1 INTRODUCTION 32
2.3 RESEARCH METHODOLOGY 32
3.2.2 Phase One 35
3.2.3 Phase two 35
3.2.4 Phase three 35
3.2.5 Phase four 36
3.3 RESEARCH DESIGN 36
CHAPTER 4 39
DESIGN AND IMPLEMENTATION 39
4.1 INTRODUCTION 39
4.2 USE CASE MODEL 39
4.2.1 Actors 40
4.2.2 Use cases 40
4.3 TRADITIONAL E-LEARNING AND ITS GAP 42
4.4 PROPOSED IMPROVEMENT TO FILL THE GAP OF TRADITIONAL LMS 44
4.4.2 Integrated Moodle 45
4.5 SOFTWARE REQUIREMENTS 48
4.5.1 XAMPP 48
4.5.2 MySQL 49
4.5.3 PHP 50
4.5.4 Notepad++ 50
4.5.5 BitNami for XAMPP 51
4.6 PROPOSED IMPLEMENTATION DESIGN 54
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4.7 HARDWARE REQUIREMENTS 54
4.8 SOFTWARE IMPLEMENTATION 55
CHAPTER 5 66
RESULT AND ANALYSIS 66
5.1 INTRODUCTION 66
5.2 DEVELOPMENT OF RELIABLE AND VALID EXAM 66
5.3 ALIGNMENT BETWEEN TAXONOMY AND COURSE OUTCOME (CO): 67
5.4 EVALUATION FOR EXAMS 68
5.4.1 Alignment between exams and Blooms Taxonomy 68
5.4.2 Alignment between outcomes and Bloom’s taxonomy 70
5.4.3 Alignment between Questions and Taxonomy 72
5.5 EVALUATION FOR STUDENTS 73
5.5.1 Number of questions in each Blooms taxonomy levels 74
5.5.2 Relationship between student’s marks and taxonomy for one exam 75
5.5.3 Relationship between student’s marks and taxonomy for multiple exams 76
5.6 SUMMARY 76
CHAPTER 6 78
CONCLUSION 78
6.1 INTRODUCTION 78
6.2 PRACTICAL CONTRIBUTION 78
6.3 RECOMMENDATION AND FUTURE WORK 79
REFERENCE 81
APPENDICES 85
APPENDIX A 85
APPENDIX B 89
xi
LIST OF FIGURES
Figure Title Page
2.1 Assessment of learning adapted from (Harlen, 2005) 12
2.2 Teaching Process From Planning Through Assessing 13
2.3 Concept of construction alignment adapted from Biggs 14
2.4 Levels of Bloom’s Taxonomy 17
2.5 Current Learning Management System 19
2.6 System Framework of Moodle 20
2.7 Flow Chart in Current Learning Management System 24
2.8 Multiple choices Questions 27
2.9 Multiple-choice Design Flowchart in Moodle 28
2.10 Print Screen Of Moodle For Adding Questions(True Or False) 29
3.1 The research methodology 34
4.1 Actors in the System 40
4.2 Use Cases diagram 41
4.3 Mediator traditional e-learning 42
4.4 Design LMS flow diagram for test 43
4.5 Enhancement LMS 45
4.6 Flow diagram of enhancement Moodle 46
4.7 Notepad++ for using code php 51
4.8 Backage of Bitnami Include Moodle 53
4.9 Design implementation proposed 54
4.10 Added course outcomes in Course table 56
4.11 Grade outcomes tables 57
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4.11 Outcomes of Courses 58
4.12 Moodle questions 59
4.13 Course outcomes for Moodle 60
4.14 Add Taxonomy levels and outcomes in essay 61
4.15 Taxonomy and outcomes in multiple questions 62
4.16 List on outcomes and taxonomy 62
4.17 Alignment between questions and taxonomy 63
4.18 Alignment between questions and taxonomy for each questions 63
4.19 Number of questions for each Blooms Taxonomy 64
4.20 Alignment between Outcomes and taxonomy 64
4.21 Alignment Between Student’s grade and Bloom’s Taxonomy 65
5.1 Alignment between questions and Bloom's taxonomy 69
5.2 Alignment between outcomes and Bloom's taxonomy 72
5.3 Number of qustions in each taxonomy which students was
answered
74
xiii
LIST OF TABLES
Table Title Page
2.1 Types of Questions using in Moodle 25
3.1 Research Design 37
4.1 Comparison Between Varies Databases 49
5.1 Number of questions for each Bloom level in three analyzed tests 68
5.2 Alignment between outcomes and Bloom's taxonomy 70
5.3 Alignment between questions and Bloom's taxonomy2 73
5.4 Relationship between student's marks and taxonomy 75
5.5 Relationship between the marks of students and taxonomy for
multiple exams.
76
xiv
LIST OF ABBREVIATIONS
LMS
Learning Management System
CO Course Outcome
HTML hypertext Markup Language
IT Information Technology
MS SQL Microsoft Structured Query Language
PHP Personal Hypertext Process
URL Uniform Resource Locator
UML Unified Modeling Language
BT Bloom’s Taxonomy
AIS Advanced Informatics School
MC Multiple Choice
AFL Assessment for Learning
AOL Assessment of Learning
CHAPTER 1
INTRODUCTION
1.1 Overview
Learning Management Systems (LMS) have gained a wide popularity and adoption
in most of the universities of the world. LMS has many advantages in facilitating teaching
and learning process. In these systems, teacher can add the course content, manage a range
of education activities and evaluate the students online. Furthermore, the student can access
to different resources such as sending an assignment, interact with other students and
teachers through the system. Generally, these systems contain a group of functions to
manage curriculum which can be classified into three main groups: content management,
management of education activities and evaluating students online. Despite of its multiple
advantages in these systems and comparing the high cost of these programs, there are a lot
of problems related to them, in terms of both design and aspects of the use and application.
The focus on this study is paid to the design of an assessment module, specifically an
evaluating and improvement of assessment features in these systems. In this proposal,
evaluating the current assessment modules in selective LMSs should be first and then
preparation of solution that would include the current features and additional features based
on the given basic principles of assessment in education.
3
1.2 Background of the Problem
Assessment plays a vital role in education, if conducted on all aspects of education
it helps to enhance the current level of students’ learning and for further evaluation and
development of learning aspects.
In a classroom; teaching, learning and assessment are used to determine whether
teachers' teach and students' learn (Barbosa and Garcia, 2005). Teaching, learning and
assessment cannot be separated and cannot be seen or used in isolation (Dahalan and
Hussain, 2010). Assessment can be defined broadly to include all activities that teachers and
students undertake to get information that can be used diagnostically to alter teaching and
learning (Boston, 2002). According to this definition, assessment is not limited to just
assigning grades to students in the form of paper-pencil exams. Assessment should permeate
many aspects of teaching and learning activities, encompassing teacher observation,
classroom discussion, group collaboration, and analysis of student work. This form of
assessment should be used as a regularly in a classroom and holds the key to better learning
(Broadfoot et al., 2001).
There are some problems associated with the assessment model in LMS, specifically
assessment test design (Genci, 2013). Using LMSs for assessment is still in its early stages.
For instance the current usage of the assessment tools focuses on converting the paper‐based
process into an online grading system. Based on technological advantages the online and
computerized systems offers, the assessment process that play a central role for overall
evaluation and development of distinctive levels, programs, curriculum and learners (Jafari
et al., 2006). More specifically, the testing items are usually not linked with the appropriate
level of the taxonomy of cognitive aims usually testing items are developed for specific
paragraph of curriculum (Genci, 2013). Therefore, there is inadequate methodology to
support knowledge assessment in current learning management systems (LMS). Most
systems do not support a wide range of assessment question types, besides the systems do
not link items to taxonomy levels of learning objectives and items are linked to a specific
chapter, appropriate, lead to in and often complex knowledge (Genci, 2013). From a
management perspective, assessment module is inflexible and difficult to use and no
alignment between assessment and Institutional Learning Outcomes (ILOs) (Alhazmi and
Rahman, 2012b). Current systems depend on the preparation of questions and answers, and
2
then build questions using bank of questions without linking questions to the objectives of
the curriculum and learning outcomes, on one hand, and no link between the questions and
goals of classification based on blooms taxonomy of objectives. This makes the benefit of
doing an exam online limited to transfer of examination and collection scores automatically.
The current structure does not give a student or a teacher advanced options to analyze
students’ results in relation to different aspects of the course and students learning in relation
to course objectives. Therefore, there is a need for effective methods to organize course
content, activities and assessment towards learning outcomes (Alhazmi and Rahman,
2012a).
While there were many useful tools in Moodle that could be used to create
assessment conditions, faculty had difficulty in matching the available tools to practical
assessment needs; this problem was compounded by variations in assessment practices
across the different disciplines (Beining, 2013).
1.3 Problem Statement
The current structure of assessment modules in Learning Management systems
presents some difficulties in managing assessment process, which reveals misalignment,
options of the assessment methods to the blooms taxonomy and course objectives and
outcomes. Moreover, there are no many options for analyzing students’ results in relation to
course objectives, specific course content, and overall academic performance and learning
outcomes. The current static structure does not support advanced options to create and
manage assessments and analysis of students’ performance and learning outcomes.
1.4 Research Questions
1. What are the features in assessment modules in LMS?
2. What is the proposed assessment model for improvement?
3. How to align student assessment to course and program objectives?
4. How to evaluate the model?
4
1.5 Research Objectives
1. To identify the assessment features in Learning Management System.
2. To align assessment features to be added the current systems module.
3. To evaluate the proposed assessment module in LMS.
4. To develop a prototype to improve the student assessment module in Moodle.
1.6 Research Scope
System: Moodle (Learning Management System.
Environment: UTM – Advanced Informatics School (AIS).
The project scopes define the description of the work that required in delivering
LMS. Following are the scopes of this research:
1. Study and understands the requirement of learning management system by
studying the existing system of Moodle.
2. Construct Software Design Document (SDD).
3. Integrating module with Moodle software.
4. The implementation of the reports and integrating interface will be done by
using php, and MySQL.
5. Test the Moodle, which has been integrated, and using actual exams from
UTM.
Select some assessment features for development process. After identifying some
features that need to be considered for further development, a few features will be selected
based on supervisors and expert recommendation.
In this research, the researcher will develop module integration with Moodle system,
in the research; some problem in learning management system specifically in Moodle will
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be mention. The main problem about assessment, no alignment about questions and
objectives, moreover no taxonomy in Moodle system, so I will mention the levels of
taxonomy (analysis, knowledge, remembering and understanding and linked with question,
add additional I make Bank question for the module to save all category of question in this
Bank.
1.7 Significance of the Study
The contribution of this study is related to the following:
1. Transformation for the theoretical principles of assessment into practice.
2. Using assessment modules not only to accumulate the marks online, but
also to use the students’ results to evaluate different aspects of teaching and
learning, such as content, teachers, and students.
3. The software covered two parts: the first one was the alignment between
questions and outcomes accomplished by aligning questions with course’s
outcomes to give a realistic result between students. The second one was
the alignment between questions and Bloom’s taxonomy to ensure the
questions cover all levels of Bloom’s taxonomy.
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