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PLG 501
Kaedah Penyelidikan Dalam Pendidikan
Research Methods In Education
Prof Munirah Ghazali
Office
RCE Penang,
Ground Floor,
Block D07 Menara Sejahtera,
Universiti Sains Malaysia,
11800 USM, Pulau Pinang
Tel : +604 653 6283
Fax : +604 653 6284
PMC 501 & PLG 501
www.rce-penang.usm.my
My office
Penyelaras/Pensyarah
http://education.usm.my/index.php/about-us/academic-staff
Plan for this class
• 1. Adminitrative:
• Rancangan Pengajaran
– Lectures
– Tutorial
– Quizzez (inclass and online)
– Exam
– Course work
• 2. Lecture: Introduction to Research
• Textbook:
• http://wps.prenhall.com/chet_airasian_edresearch
_8/38/9865/2525550.cw/index.html
Class support system
• Elearning Portal
• http://elearning.usm.my/1516sem1/course/view.ph
p?id=882#section-1
• Facebook
• https://www.facebook.com/groups/161231257547
059/
Introduction to educational
research
Research
Systematic inquiry
Scientific method
uses
Defined as
Method
classified
Basic
Applied
Evaluation
R & D
Action research
Quantitative
Qualitative
Definition of a problem
Formulation of hypotheses
Collection of data
Statement of conclusions
Introduction to research
Narrative
Ethnographic
Descriptive/survey
Correlational research
Causal-comparative
Experimental
Single-subject
or
Steps
Purpose
Can be
Can be
called
called
10
http://study.com/academy/lesson/what-is-
research-definition-purpose-typical-
researchers.html
Online help
and resources:
https://www.youtube.com/watch?v=dGdfnc7V
BN4
11
https://www.youtube.com/watch?v=LWLYCYeC
Fak
Overview
• Four sections of this presentation
– An overview of the scientific method and
educational research
– The classification of types of research by
purpose
– The classification of types of research by
method
– Examples of types of research
Ways of Knowing
• Five ways we can know something
– Personal experience
– Tradition
– Experts and authorities
– Logic
• Inductive
• Deductive
– The scientific method
Obj. 1.2
The Scientific Method
• The goal of the scientific method is to explain,
predict, and/or control phenomena
• This involves the acquisition of knowledge
and the development and testing of theory
• The use of the scientific method is more
efficient and reliable than any other source of
knowledge
Obj. 1.1 & 1.4
The Scientific Method
• Five steps in the scientific method
– Recognition and definition of the problem
– Formulation of hypotheses
– Collection of data
– Analysis of data
– Stating conclusions
Educational Research
• The application of the scientific method
to study educational problems
• The goal is to explain, predict, and/or
control educational phenomena
Obj. 1.5 & 1.6
Educational Research
• Steps for conducting educational research
– Selection of a problem
– Use of specific research procedures to design and
collect data
– Analysis of data
– Statement of conclusions based on the results of the
data analyses
• Parallels the steps in the scientific method
Obj. 1.7
Educational Research
• Difficulties conducting educational research
– Involves human beings and the complexities associated
with them
– Difficulties generalizing from specific studies
– Problems when imposing sufficient controls to conduct
research in educational settings
– Complications when observing in educational settings
– Indirect measurement of the variables being studied
Obj. 1.8
Classifying Research
• Two helpful ways to view research
– Purpose
• The degree of direct applicability of research to
educational practices and settings
– Method
• The overall strategies followed to collect and
analyze data
Obj. 3.1, 3.2 & 3.5
The Purposes of Research
• Five categories
– Basic
– Applied
– Evaluation
– Research and development (R & D)
– Action
Obj. 3.3
The Purposes of Research
• Basic research
– Collection and analysis of data to develop
or enhance theory
– Examples related to learning theory
• Piaget
• Constructivism
• Mastery learning
• Gardner’s multiple intelligences
Obj. 3.4
The Purposes of Research
• Applied research
– Collection and analysis of data to examine the
usefulness of theory in solving practical educational
problems
– Examples
• Developing a seventh grade social studies curriculum
around a problem-solving approach to learning
• Examining the effectiveness of a computer-based algebra
program developed around a mastery learning approach
• Accommodating varied learning styles when teaching
lessons in modern literature
Obj. 3.4
The Purposes of Research
• The interaction of basic and applied
research
– Basic research provides the theory that
produces the concepts for solving educational
problems
– Applied research provides the data to help
support, guide, and revise the development
theory
Obj. 3.4
The Purposes of Research
• Evaluation research
– The collection and analysis of data to make
decisions related to the merit or worth of a
specific program
• Merit relates to a program accomplishing what it
was supposed to accomplish
• Worth relates to the value attached to a program
by those using it
Obj. 3.4
The Purposes of Research
• Evaluation research
– Types of evaluation
• Formative evaluation is designed to inform and
improve a program while it is being developed or
implemented
• Summative evaluation is designed to make
decisions regarding the overall quality of the
program being evaluated
Obj. 3.4
The Purposes of Research
• Evaluation research
– Examples
• The computerized algebra program being used in
Williams Middle School has been installed
properly, is being used properly, and student
achievement is increasing as a result of its use
• The computerized algebra program being used in
Williams Middle School is perceived to be an
efficient and effective expenditure of district funds
Obj. 3.4
The Purposes of Research
• Research and development
– The development of effective products for use
in schools
– Examples
• The development of the software to create a
computerized algebra program that incorporates
an individualized mastery learning approach to
teaching basic algebraic concepts
• The development of a Smart Board to enhance a
teacher’s use of technology in the classroom
Obj. 3.4
The Purposes of Research
• Action research
– The collection and analysis of data to provide a solution
to the practical, valued problems of educators within
their own school or organization
– Examples
• How can our college move to a performance based model
for undergraduate teacher preparation programs?
• How can disciplinary policies be enforced consistently in
our school?
Obj. 3.4
Research Methods
• Two general categories of methods
currently being used in educational
research
– Quantitative
– Qualitative
Obj. 3.5
Quantitative Methods
• General purpose
– Collect and analyze data to explain, predict, or control
phenomena of interest
• Describe current conditions
• Investigate relationships
• Study causes and effects
• Assumptions of the researcher
– We live in a stable, uniform, and coherent world
– We can measure, understand, and generalize about our
world
– Generally regarded as a positivistic perspective
Obj. 3.6 & 5.1
Quantitative Methods
• Characteristics
– Numerical data
– Use of formally stated hypotheses and procedures
– Use of controls to minimize the effects of factors that
could interfere with the outcome of the research
– Large numbers of participating subjects
– An objective, detached researcher
– Use of pencil and paper tests, questionnaires, etc.
Obj. 3.6 & 5.1
Quantitative Methods
• Five basic designs
– Descriptive
– Correlational
– Causal-comparative
– Experimental
– Single subject
Obj. 3.7
Quantitative Designs
• Descriptive
– Purpose – to describe the current status of a variable of
interest to the researcher
– Examples
• How many students drop out of school in Louisiana?
• What are the attitudes of parents, students, and teachers
concerning an extended school year?
• What kinds of activities typically occur in sixth-grade art
classes, and how frequently does each occur?
• To what extent are elementary teachers using math
manipulatives?
Obj. 3.7 & 4.1
Quantitative Designs
• Correlational
– Purpose – to ascertain the extent to which two or more
variables are statistically related
– Examples
• What is the relationship between ACT scores and freshman grades?
• Is a teacher’s sense of efficacy related to his/her effectiveness?
• Do significant relationships exist between the types of activities
used in math classrooms and student achievement?
– This design does NOT imply causation
Obj. 3.7 & 4.1
Quantitative Designs
• Causal-comparative
– Purpose – to explore relationships among variables that
cannot be actively manipulated or controlled by the
researcher
– Examples
• What is the effect of part-time employment on the achievement of
high school students?
• What characteristics differentiate students who drop out from those
who do not?
• What is the effect of attending a boarding school on student
motivation?
– An important characteristic is that the independent
variable has already been manipulated.
Obj. 3.7 & 4.1
Quantitative Designs
• Experimental
– Purpose – to establish cause and effect relationships
between variables
– Examples
• What is the effect of teaching with (1) a co-operative
groups strategy or (2) a traditional lecture approach on
students’ achievement?
• What is the effect of teaching with manipulatives vs. a
traditional algorithm approach on students’ test scores?
– The important characteristics are that the researcher
manipulates the independent variable and controls
extraneous variables
Obj. 3.7 & 4.1
Quantitative Designs
• Single subject
– Purpose – to investigate cause and effect relationships
with samples of one (1)
– Examples
• What is the effect of a behavior modification program on
John’s conduct in class?
• What is the effect of a behavioral training program on
Joan’s ability to complete her performance tasks?
– The important characteristic is the use of specific
interventions to cause behavioral changes in low
incidence populations (e.g., special education)
Obj. 3.7 & 4.1
Qualitative Methods
• General purpose
– To probe deeply into the research setting to obtain in-depth
understandings about the way things are, why they are like that,
and how participants perceive them
• The need to create a sustained, in-depth, in context study that
allows the researcher to uncover subtle, less overt personal
understandings
• Assumptions of the researcher
– All meaning is situated in a particular perspective or context
– Different people and groups often have different perspectives
and contexts, so there are many different meanings in the world
– Generally regarded as a post-positivistic perspective
Obj. 3.8 & 5.1
Qualitative Methods
• Characteristics
– There are no hypotheses guiding the researcher, rather a
general issue known as the foreshadowed problem suggests the
general issues of concern
– Problems and methods tend to evolve over the course of the
study as understanding of the research context and participants
deepens
– Phenomena are examined as they exist in a natural context, and
they are viewed from the participants’ perspectives
– There are few participants involved in the study
– Data analysis is interpretative in nature
– The researcher interacts extensively with the participants
Obj. 3.8 & 5.1
Qualitative Methods
• Two basic designs
– Narrative
– Ethnography
Obj. 3.9
Qualitative Designs
• Narrative
– Purpose – focus on studying a single person and
gathering data through the collection of stories that are
used to construct a narrative about the individual’s
experience and the meanings he/she attributes to them
– Examples
• What are the experiences of a veteran teacher who has
been moved into an administrative position in her school?
• What does “inclusion” mean to a special needs child who
is placed in a regular education classroom?
Obj. 3.9 & 4.2
Qualitative Designs
• Ethnography
– Purpose – to obtain an understanding of the shared
beliefs and practices of a particular group or culture
– Examples
• What is the nature of the problems teachers encounter
when they begin using a constructivist approach to
instruction after having taught using a very traditional
approach for ten years?
• Why does a sense of failure permeate everything about
this particular high school?
Obj. 3.9 & 4.2
Quantitative and Qualitative
Methods
• Complementary nature of quantitative and
qualitative approaches
– Different purposes of research
• Explanatory
• Exploratory
– Consideration of the strengths and weaknesses of
different approaches for specific purposes
• Quantitative versus Qualitative Research
Obj. 3.11 & 5.1
Quantitative and Qualitative
Methods
• The ultimate goal when choosing a design is to
produce a credible answer to the research
question
– The research question drives the choice of a research
design
– The characteristics of specific designs suggest they will
produce more credible answers to specific types of
research questions than other designs
• Specific purposes
• Specific procedures and analyses for each design
Research design
• The research design is the master plan
specifying the methods and procedures for
collecting and analyzing the needed
information.
• “The function of a research design is to
ensure that the evidence obtained enables
us to answer the initial question as
unambiguously as possible.”
» (David de Vaus: Research Design in Social
Research, 2001)
Guidelines for choosing a
design
• Problems dictate methods
• Each design has particular
characteristics that coincide with
different types of problems
135 RCEs IN THE WORLD
WHAT IS RCE PENANG?
RCE Penang is a United Nations recognised
Regional Centre of Expertise (RCE) on
Education for Sustainable Development (ESD)
that works in partnership with key stakeholders
to bring about change for sustainability
at the community and regional level.
OUR FOCUS
HISTORY AND ACHIEVEMENTS
OUR ESD EVENTS IN 2014
The 7th Asia Pacific RCE Meeting and International Symposium
Green School Workshop
Sejahtera Art Project &
Youth Eco Summit 2014
PROJECTS AND ACTIVITIES
RCE Penang as
“RCE of The Year”
RCE PENANG UNITS
RSEN UNIT
TEACHING & TRAINING UNIT
KS UNIT
01
02
03
REGIONAL SEJAHTERA ESD
NETWORK (RSEN)
KELAB SEJAHTERA
Develop school students’
leadership capabilities
in the area of ESD
Support schools and teachers
in developing their own
capacities on ESD
Provide a networking platform for schools in
Penang to exchange ESD experiences
and initiatives
KELAB SEJAHTERA ACTIVITIES
Jejak Lestari @ Menara Ilmu
(30th May 2015)
KELAB SEJAHTERA ACTIVITIES
KELAB SEJAHTERA ACTIVITIES
Youth Eco Summit 2014
(23rd Oct 2014)
RCE PENANG WEBINAR SERIES 2015
Capacity building
for teachers Curriculum innovation
ESD teaching and learning
and approaches
RCE PENANG WEBINAR SERIES 2015

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offshore lecture 1 12th SEptember 2015 IPGKSAH.pptx

  • 1. PLG 501 Kaedah Penyelidikan Dalam Pendidikan Research Methods In Education Prof Munirah Ghazali
  • 2. Office RCE Penang, Ground Floor, Block D07 Menara Sejahtera, Universiti Sains Malaysia, 11800 USM, Pulau Pinang Tel : +604 653 6283 Fax : +604 653 6284 PMC 501 & PLG 501 www.rce-penang.usm.my
  • 5. Plan for this class • 1. Adminitrative: • Rancangan Pengajaran – Lectures – Tutorial – Quizzez (inclass and online) – Exam – Course work • 2. Lecture: Introduction to Research
  • 7. Class support system • Elearning Portal • http://elearning.usm.my/1516sem1/course/view.ph p?id=882#section-1 • Facebook • https://www.facebook.com/groups/161231257547 059/
  • 9. Research Systematic inquiry Scientific method uses Defined as Method classified Basic Applied Evaluation R & D Action research Quantitative Qualitative Definition of a problem Formulation of hypotheses Collection of data Statement of conclusions Introduction to research Narrative Ethnographic Descriptive/survey Correlational research Causal-comparative Experimental Single-subject or Steps Purpose Can be Can be called called
  • 12. Overview • Four sections of this presentation – An overview of the scientific method and educational research – The classification of types of research by purpose – The classification of types of research by method – Examples of types of research
  • 13. Ways of Knowing • Five ways we can know something – Personal experience – Tradition – Experts and authorities – Logic • Inductive • Deductive – The scientific method Obj. 1.2
  • 14. The Scientific Method • The goal of the scientific method is to explain, predict, and/or control phenomena • This involves the acquisition of knowledge and the development and testing of theory • The use of the scientific method is more efficient and reliable than any other source of knowledge Obj. 1.1 & 1.4
  • 15. The Scientific Method • Five steps in the scientific method – Recognition and definition of the problem – Formulation of hypotheses – Collection of data – Analysis of data – Stating conclusions
  • 16. Educational Research • The application of the scientific method to study educational problems • The goal is to explain, predict, and/or control educational phenomena Obj. 1.5 & 1.6
  • 17. Educational Research • Steps for conducting educational research – Selection of a problem – Use of specific research procedures to design and collect data – Analysis of data – Statement of conclusions based on the results of the data analyses • Parallels the steps in the scientific method Obj. 1.7
  • 18. Educational Research • Difficulties conducting educational research – Involves human beings and the complexities associated with them – Difficulties generalizing from specific studies – Problems when imposing sufficient controls to conduct research in educational settings – Complications when observing in educational settings – Indirect measurement of the variables being studied Obj. 1.8
  • 19. Classifying Research • Two helpful ways to view research – Purpose • The degree of direct applicability of research to educational practices and settings – Method • The overall strategies followed to collect and analyze data Obj. 3.1, 3.2 & 3.5
  • 20. The Purposes of Research • Five categories – Basic – Applied – Evaluation – Research and development (R & D) – Action Obj. 3.3
  • 21. The Purposes of Research • Basic research – Collection and analysis of data to develop or enhance theory – Examples related to learning theory • Piaget • Constructivism • Mastery learning • Gardner’s multiple intelligences Obj. 3.4
  • 22. The Purposes of Research • Applied research – Collection and analysis of data to examine the usefulness of theory in solving practical educational problems – Examples • Developing a seventh grade social studies curriculum around a problem-solving approach to learning • Examining the effectiveness of a computer-based algebra program developed around a mastery learning approach • Accommodating varied learning styles when teaching lessons in modern literature Obj. 3.4
  • 23. The Purposes of Research • The interaction of basic and applied research – Basic research provides the theory that produces the concepts for solving educational problems – Applied research provides the data to help support, guide, and revise the development theory Obj. 3.4
  • 24. The Purposes of Research • Evaluation research – The collection and analysis of data to make decisions related to the merit or worth of a specific program • Merit relates to a program accomplishing what it was supposed to accomplish • Worth relates to the value attached to a program by those using it Obj. 3.4
  • 25. The Purposes of Research • Evaluation research – Types of evaluation • Formative evaluation is designed to inform and improve a program while it is being developed or implemented • Summative evaluation is designed to make decisions regarding the overall quality of the program being evaluated Obj. 3.4
  • 26. The Purposes of Research • Evaluation research – Examples • The computerized algebra program being used in Williams Middle School has been installed properly, is being used properly, and student achievement is increasing as a result of its use • The computerized algebra program being used in Williams Middle School is perceived to be an efficient and effective expenditure of district funds Obj. 3.4
  • 27. The Purposes of Research • Research and development – The development of effective products for use in schools – Examples • The development of the software to create a computerized algebra program that incorporates an individualized mastery learning approach to teaching basic algebraic concepts • The development of a Smart Board to enhance a teacher’s use of technology in the classroom Obj. 3.4
  • 28. The Purposes of Research • Action research – The collection and analysis of data to provide a solution to the practical, valued problems of educators within their own school or organization – Examples • How can our college move to a performance based model for undergraduate teacher preparation programs? • How can disciplinary policies be enforced consistently in our school? Obj. 3.4
  • 29. Research Methods • Two general categories of methods currently being used in educational research – Quantitative – Qualitative Obj. 3.5
  • 30. Quantitative Methods • General purpose – Collect and analyze data to explain, predict, or control phenomena of interest • Describe current conditions • Investigate relationships • Study causes and effects • Assumptions of the researcher – We live in a stable, uniform, and coherent world – We can measure, understand, and generalize about our world – Generally regarded as a positivistic perspective Obj. 3.6 & 5.1
  • 31. Quantitative Methods • Characteristics – Numerical data – Use of formally stated hypotheses and procedures – Use of controls to minimize the effects of factors that could interfere with the outcome of the research – Large numbers of participating subjects – An objective, detached researcher – Use of pencil and paper tests, questionnaires, etc. Obj. 3.6 & 5.1
  • 32. Quantitative Methods • Five basic designs – Descriptive – Correlational – Causal-comparative – Experimental – Single subject Obj. 3.7
  • 33. Quantitative Designs • Descriptive – Purpose – to describe the current status of a variable of interest to the researcher – Examples • How many students drop out of school in Louisiana? • What are the attitudes of parents, students, and teachers concerning an extended school year? • What kinds of activities typically occur in sixth-grade art classes, and how frequently does each occur? • To what extent are elementary teachers using math manipulatives? Obj. 3.7 & 4.1
  • 34. Quantitative Designs • Correlational – Purpose – to ascertain the extent to which two or more variables are statistically related – Examples • What is the relationship between ACT scores and freshman grades? • Is a teacher’s sense of efficacy related to his/her effectiveness? • Do significant relationships exist between the types of activities used in math classrooms and student achievement? – This design does NOT imply causation Obj. 3.7 & 4.1
  • 35. Quantitative Designs • Causal-comparative – Purpose – to explore relationships among variables that cannot be actively manipulated or controlled by the researcher – Examples • What is the effect of part-time employment on the achievement of high school students? • What characteristics differentiate students who drop out from those who do not? • What is the effect of attending a boarding school on student motivation? – An important characteristic is that the independent variable has already been manipulated. Obj. 3.7 & 4.1
  • 36. Quantitative Designs • Experimental – Purpose – to establish cause and effect relationships between variables – Examples • What is the effect of teaching with (1) a co-operative groups strategy or (2) a traditional lecture approach on students’ achievement? • What is the effect of teaching with manipulatives vs. a traditional algorithm approach on students’ test scores? – The important characteristics are that the researcher manipulates the independent variable and controls extraneous variables Obj. 3.7 & 4.1
  • 37. Quantitative Designs • Single subject – Purpose – to investigate cause and effect relationships with samples of one (1) – Examples • What is the effect of a behavior modification program on John’s conduct in class? • What is the effect of a behavioral training program on Joan’s ability to complete her performance tasks? – The important characteristic is the use of specific interventions to cause behavioral changes in low incidence populations (e.g., special education) Obj. 3.7 & 4.1
  • 38. Qualitative Methods • General purpose – To probe deeply into the research setting to obtain in-depth understandings about the way things are, why they are like that, and how participants perceive them • The need to create a sustained, in-depth, in context study that allows the researcher to uncover subtle, less overt personal understandings • Assumptions of the researcher – All meaning is situated in a particular perspective or context – Different people and groups often have different perspectives and contexts, so there are many different meanings in the world – Generally regarded as a post-positivistic perspective Obj. 3.8 & 5.1
  • 39. Qualitative Methods • Characteristics – There are no hypotheses guiding the researcher, rather a general issue known as the foreshadowed problem suggests the general issues of concern – Problems and methods tend to evolve over the course of the study as understanding of the research context and participants deepens – Phenomena are examined as they exist in a natural context, and they are viewed from the participants’ perspectives – There are few participants involved in the study – Data analysis is interpretative in nature – The researcher interacts extensively with the participants Obj. 3.8 & 5.1
  • 40. Qualitative Methods • Two basic designs – Narrative – Ethnography Obj. 3.9
  • 41. Qualitative Designs • Narrative – Purpose – focus on studying a single person and gathering data through the collection of stories that are used to construct a narrative about the individual’s experience and the meanings he/she attributes to them – Examples • What are the experiences of a veteran teacher who has been moved into an administrative position in her school? • What does “inclusion” mean to a special needs child who is placed in a regular education classroom? Obj. 3.9 & 4.2
  • 42. Qualitative Designs • Ethnography – Purpose – to obtain an understanding of the shared beliefs and practices of a particular group or culture – Examples • What is the nature of the problems teachers encounter when they begin using a constructivist approach to instruction after having taught using a very traditional approach for ten years? • Why does a sense of failure permeate everything about this particular high school? Obj. 3.9 & 4.2
  • 43. Quantitative and Qualitative Methods • Complementary nature of quantitative and qualitative approaches – Different purposes of research • Explanatory • Exploratory – Consideration of the strengths and weaknesses of different approaches for specific purposes • Quantitative versus Qualitative Research Obj. 3.11 & 5.1
  • 44. Quantitative and Qualitative Methods • The ultimate goal when choosing a design is to produce a credible answer to the research question – The research question drives the choice of a research design – The characteristics of specific designs suggest they will produce more credible answers to specific types of research questions than other designs • Specific purposes • Specific procedures and analyses for each design
  • 45. Research design • The research design is the master plan specifying the methods and procedures for collecting and analyzing the needed information. • “The function of a research design is to ensure that the evidence obtained enables us to answer the initial question as unambiguously as possible.” » (David de Vaus: Research Design in Social Research, 2001)
  • 46. Guidelines for choosing a design • Problems dictate methods • Each design has particular characteristics that coincide with different types of problems
  • 47.
  • 48. 135 RCEs IN THE WORLD
  • 49. WHAT IS RCE PENANG? RCE Penang is a United Nations recognised Regional Centre of Expertise (RCE) on Education for Sustainable Development (ESD) that works in partnership with key stakeholders to bring about change for sustainability at the community and regional level.
  • 51.
  • 53. OUR ESD EVENTS IN 2014 The 7th Asia Pacific RCE Meeting and International Symposium Green School Workshop Sejahtera Art Project & Youth Eco Summit 2014
  • 54. PROJECTS AND ACTIVITIES RCE Penang as “RCE of The Year”
  • 55. RCE PENANG UNITS RSEN UNIT TEACHING & TRAINING UNIT KS UNIT 01 02 03
  • 57. KELAB SEJAHTERA Develop school students’ leadership capabilities in the area of ESD Support schools and teachers in developing their own capacities on ESD Provide a networking platform for schools in Penang to exchange ESD experiences and initiatives
  • 58. KELAB SEJAHTERA ACTIVITIES Jejak Lestari @ Menara Ilmu (30th May 2015)
  • 60. KELAB SEJAHTERA ACTIVITIES Youth Eco Summit 2014 (23rd Oct 2014)
  • 61. RCE PENANG WEBINAR SERIES 2015 Capacity building for teachers Curriculum innovation ESD teaching and learning and approaches
  • 62. RCE PENANG WEBINAR SERIES 2015