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Page 1: Designing A Multimedia-based Cognitive Tool for Solving ... · PDF fileDesigning A Multimedia-based Cognitive Tool for Solving Word Problems Involving Fractions ... behaviorist-cognitivist-constructivist

Designing A Multimedia-based Cognitive Tool for Solving Word Problems

Involving Fractions

Azlina Ahmad, Siti Salwah Salim & Roziati Zainuddin

Faculty of Computer Science and Information Technology

Universiti Malaya, Malaysia

[email protected]

[email protected]

[email protected]

Abstract

Various studies have indicated that many students

in the world faced difficulties in solving word problems especially when the problems involve fractions. A study

conducted on Malaysian students shows that they too

are facing similar problems. This paper describes the

results of the study, its analysis and its implication on

the design of a cognitive tool to solve fraction word

problems. With multimedia technology today, we

believe that the development of a multimedia-based

cognitive tool can help improve students’ performance

in solving word problems.

1. Introduction

Solving mathematical word problems is an essential

skill that should be acquired when learning

mathematics. Various studies have indicated that many

students worldwide faced difficulties in solving this

type of problem. The situation became worse when the

word problems involve fractions. Since multimedia

and computers have played a big role in improving

quality of education today, we propose the

development of a cognitive tool for solving word

problems involving fractions, which can organize,

restructure, and represent what they know.

2. The Results of Study on Malaysian

Students Ability in Solving Problems

Involving Fractions

The study involved fifty-seven seventh grade students.

One of the main focus of the study is to identify the

types of error made by students when solving fractions

word problems. We categorized these errors into four

types as listed below:

• Type I error – Errors that occur when forming

the correct equation at the first step of problem

solving process

• Type II error – All procedural errors such as

computation in addition, subtraction,

multiplication and division of fractions.

• Type III error – All other errors such as error

when fraction number in student’s answer not in

the correct form. (improper fraction)

• Type IV error – For unanswered questions.

One of the observations we made from the study is

that percentage of Type I errors made by the students

was higher than Type II errors. This clearly indicates

that students are having more difficulties in problem

representation. We also found that many students were

poor in communicating in mathematics. In addition to

this problem, many students did not obey the syntax

and grammar of mathematics.

3. Problem Solving

Problem solving involves various steps. For each

step of problem solving, different kinds of knowledge

are required. Mayer, Richard E. [5] described five

types of knowledge in problem solving. They are

linguistic, semantic, schema, procedural and strategic

knowledge. We will apply the model of problem

solving process as shown in Figure 1. Problem

representation phase of problem solving requires the

linguistic, semantic, and schema knowledge. From our

Proceedings of the Fifth IEEE International Conference on Advanced Learning Technologies (ICALT’05)

0-7695-2338-2/05 $20.00 © 2005 IEEE

Page 2: Designing A Multimedia-based Cognitive Tool for Solving ... · PDF fileDesigning A Multimedia-based Cognitive Tool for Solving Word Problems Involving Fractions ... behaviorist-cognitivist-constructivist

observation, this phase is the most difficult for

students.

Figure 1. Model of problem solving process

4. Toward An Instructional Design Model

of the Cognitive Tool

Jonassen and Reeves (1996) proposed that cognitive

tools are best used as reflection tools that amplify,

extend, and even reorganize human mental powers in

order to help learners construct their own realities and

complete challenging tasks. Cognitive tools should

support cognitive processes, such as, memory and

meta-cognitive processes ([2] Lajoie, 1993).

We model our instructional design based on the

behaviorist-cognitivist-constructivist approach. We

believe that this combination of learning theories is the

most effective way of developing problem solving

skills since one need to have different types of skills

and knowledge to solve a problem.

• Behaviorism stresses the importance of presenting

knowledge in gradual steps.

• Cognitivism believes that learning results when

information is stored in memory in an organized,

meaningful way

• Constructivism emphasizes on students to construct

and externalize their mental models

The behaviorist-cognitivist- constructivist approach of

our model includes the following constructs:

Multimedia-based Information Visualization – .

Using animation, graphics, audio and text, students at

the comprehension level to visualize the word problem.

Exploratory – Students solve problems on their

own. They are free to select the support tools they need

to solve the problem.

Scaffolding – The usage of certain support tools

can be stopped once students have developed certain

skills.

Reflection – Students can reflect on the concepts

and procedures of fraction calculation.

Self –paced – Students control their own learning

and repetition of steps is allowed.

5. Conclusion

Solving word problems involving fractions is an

essential skill that certainly needs to be improved

among Malaysian students. Since problem solving

requires higher order thinking skills with different

types of knowledge, we believe that a carefully

designed cognitive tool for solving word problems

involving fractions can provide students the

opportunity to develop and enhance this skill.

6. References

[1] Jonassen, D.H. & Reeves, Thomas C. Learning with

Technology. Using computers as Cognitive Tools. Handbook

of Research for Educational Communications and

Technology. Bloomington, Indiana, Association for

Educational Communications and Technology, 2001.

[2] Lajoie, Susanne P. & Derry, Sharon J. Computers as

Cognitive Tools, New Jersey, Lawrence Erlbaum Associates,

Publishers, 1993

[3] Mayer, Richard E. (1983). Thinking, Problem Solving,

Cognition. New York. W.H. Freeman Co.

Reading and understanding given word problem

Identifying problem type

Identifying situational characteristics of problem

Listing down given information- variables and/ or keywords

Identifying what need to be solved

Forming the required equation/s

Check calculations

Selecting and applying appropriate algorithm

COMPREHENSION

EXTRACTION

CONSTRUCTION OF EQUATION/S

SOLVING OF EQUATION/S

ANSWER

PROBLEM REPRESENTATION

Proceedings of the Fifth IEEE International Conference on Advanced Learning Technologies (ICALT’05)

0-7695-2338-2/05 $20.00 © 2005 IEEE