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Pakistan Journal of Science (Vol. 68 No.2June, 2016)
164
A TECHNIQUE TO INCREASE THE USABILITY OF E-
LEARNING WEBSITES
Q. Ain, M. Aslam
*
, S. Muhammad
**
, S. Awan
**
, M. T. Pervez
**
, N. Naveed
**
and A. Basit
**
S. Qadri
***
Department of Computer Science, School Education
Department, Govt. of Punjab
*
Department of Computer Science and Engineering, University
of Engineering & Technology, Lahore, Pakistan.
**
Department of Computer Science, Virtual University of
Pakistan, Lahore, Pakistan.
***
Department of Computer Science, The Islamia University of
Bahawalpur
Corresponding Author: [email protected]
ABSTRACT: Distance learning is an ancient idea to impart
education to the learners who were
unable to join the regular educational institutes. Revolution in
information technology has changed this
mode of learning to e-learning. E-learning is the mode of
education in which the learners in remote
areas were educated through the use of technology. Many
institutes have developed dedicated websites
and learning management systems such as open courseware, to
introduce e- learning method. These
learning management systems are very efficient, have vast
learning material and communication
channels without assistive support for physically disabled users.
Lack of assistive technology support
in these websites stimulated negative user experiences. In this
research work an e-learning usability
evaluation model based on user’s mental model, had been
developed. Objective of this research work
was to reduce the gap between user’s mental model and
designer’s perception. The major problem
while improving usability was a communication gap between
user and designer.
Keywords:Usability, Accessibility, User Experience, Cognitive
Burden, Learning Adaptive, Usability Evaluation
Model.
(Received 19-02-2015 Accepted 02-06-2016).
INTRODUCTION
Just making things easy to visualize may not be
a parameter to address the usability. Usability is a well-
defined unit of product adoption level of user with
contentment, competence and worth. User experience,
cognition and learning ability are important factors for
website surfing (ISO-9241-11, 1998). Usability of
websites is measured by its user adaptive level, screen
reading level, satisfaction and learnability. The above-
mentioned factors affect accessibility of a website design,
user adaptation and display of contents with ease of use
and navigation. Massachusetts institute of technology
(MIT) launched its open courseware in 2002 for the first
time in the history which gave the concept of e-learning.
A lot of irrelevant images or textures on the websites lead
to cognitive burden which disturbs the users. A
combination of intrinsic burden, germane burden and
extraneous burden is known as cognitive burden (Hasan,
2012).
The purpose of developing e-learning usability
evaluation model is to reduce the gap between mental
model of the user and designer’s perception. User’s
interaction with system is mental model of the user. One
of the major drawback is the gap between the mental
model and designer’s perception, which leads to less
usability (Norman, 2004).
The concept for enhancing quality of teaching
and learningvia technology using virtual learning
environment(s) (VLEs) in medical education is given by
Asarbakhsh and Sandar (2013). They reported that 85% of
the problems can be identified by questionnaire/survey
and testing techniques which help to improve e-learning
system. Think aloud technique, applied to let the learner
to observe the system and to give feedback. They chose
attributes like navigation; learning ability, visual design
and consistency, which have been used to improve e-
learning systems/websites.
It is important to achieve sufficient level of
competence in an effective and efficient manner. User’s
experience is a major challenge, which leads to cognitive
burden (Jayakumar and Mukhopadhyay, 2013).
In a study, Buchner et al. (2012) demonstrated
usefulness of robots by experimental methodology while
considering user experience as important issue. User
Experience increases gradually and changes periodically.
It is not static at all, and introduced their concept by
introducing two kinds of robots i-e one working cell and
one robotic arm. Robotic arm is feasible and is free to
interact. UX measured by the following scales i-e
perceived usability, general user experience, emotion and
stress.
The accessibility issues regarding disability that
affect the users in educational context. Physically disabled
persons using websites have a great significant influence
by the use of assistive technology. Developers of the
websites must have knowledge about the distinguished
features of assistive technology to work appropriately in
Pakistan Journal of Science (Vol. 68 No.2June, 2016)
165
order to develop websites Freire et al. (2013).
The standards for evaluating usability of online
learning management systems with a combination of ease
in navigation structure were introduced by Hasan (2012).
They used two online automated tools, html toolbox and
web page analyzer along with a questionnaire directed
towards users of Jordan University website. Each category
deals with one usability aspect.
A weighted measurement evaluation for user
accessibility while using e-learning systems has been
developed. They proposed solution using semi-automatic
tool. They tested two online learning management
systems, as case studies (VULMS and efront) by
conducting online survey to measure their usability.
Satisfaction of user depends upon the level of usability,
which originated from e-learning system Aslam et al.
(2011).
A model for adaptive learn-ability, usability and
user effectiveness of educational content management
systems had been developed by Jooet al. (2011). Their
research work intended to develop usability evaluation
models and a survey tool for measuring the learn ability,
usability and efficiency for academic library websites.
A model that affects the efficiency and
performance of young users while performing search
operations on the web has been presented by Dinet and
Kitajima (2011). They identified six mental model styles
in their method: technical view, connection view,
functional view, process view, technical functional view
and functional-connection view. Browsing sites and
defining the search processes involves the following three
main steps: state the problem, choose the best solution and
evaluate the answer.
A task analysis model for groupware to perform
a task more precisely was developed by Pinelle and
Gutwin (2008). Major components of task model were
scenarios, tasks, individual, collaborative subtasks and
actions.
A launch of new technology in market comes
with lots of risks as time, failure and effort (Norman,
2004). New feature in the product enables user to adopt
that product. Designer’s objective is to meet the user
satisfaction level. User Experience (UX) leads to usability.
Usability of a website depends upon the satisfaction level
of user (Hassenzahl and Tractinsky, 2011). It is observed
in many scenarios that there is no communication between
user and designer.
The section 2 focuses on developed model. In
section 3, results and discussions for the developed model
has been documented. In section 4, conclusion with
future research section presented. References cited in
section 5.
MATERIALS AND METHODS
The proposed web based learning usability
evaluation model (WBLUEM) is shown in Fig-1. The
objective behind the research was to reduce the gap
between user’s mental model and designer’s perception.
The discussed factors were the designer’s perception, the
conceptual model based on user’s perception, the user’s
mental model and the learning system evaluation
parameters.
The conceptual model expressed basic
functionality, vital standard of systems, websites
including internal and external issues. It successfully
implemented the fundamental objectives of the developed
system. Mental model explicated the feelings of users
about the working of these websites in the real world. It
was a psychological representation of imaginary,
hypothetical and reality.
What user believed about the system was mental
model. The user’s mental model was based on belief, not
facts. The user interface should communicate the basic
nature of system well. This was a prime goal of
designers. Understanding the concept of mental models
can help you to make sense of usability problems in
design. When users have erroneous mental models they
make mistakes on websites. Designers develop websites
according to their mental level, vast knowledge and
experience. They have no idea about the categories of
different users. A designer cannot understand the
accessibility and usability issues of naive users. This bad
impression leads to negative user experience towards
website. Cognitive science helps to explore mental
models. Designers perception is basically guide of user
experience that how much user is comfortable. Every
user has its own thinking, perception and action, which
results in different usability needs. This variation in the
usability requirements leads to a gap between the mental
model of user and the designer’s perception.
Due to lack of communication between
designers and users, the designers to develop websites
without understanding the usability needs of the users.
Users who interact with the system have different mental
model and abilities (Al-Khalifa et al., 2014). WBLUEM
model is developed to reduce this communication gap.
This may only be possible by conducting surveys,
interviews and getting feedback. Based on user
perception, the designer changes interface, perform some
iterations and validations. The learning system
evaluations parameters given in table 1 are used to
conduct these kind of surveys. The five parameters
usability, accessibility, cognitive burden, learnability and
user experience are used for evaluation of a website. Lack
of communication between user and designer causes the
issues related to usability and accessibility. This leads to
cognitive burden, which has influence on behavior
towards user experience. All these factors directly or
indirectly affect the learning adaptive-ness of the users.
This model has practically implemented use of an online
Pakistan Journal of Science (Vol. 68 No.2June, 2016)
166
questionnaire. User experience is a major challenge, which
leads to cognitive burden.
Fig 1: Web Based Learning Usability Evaluation Model
RESULTS AND DISCUSSION
The proposed approach used in current research
work was based on an approach of a simple model to
define the relationship between system, user and designer
(Norman, 2004). The model developed in this research
was an enhanced approach of same model. Also this
model was based on earlier developed cognition model
(Thielschet al., 2013). Researchers added the conceptual
model, which was a main element of WBLUEM. The gap
between users’ mental model and designers’ perception
may be reduced by conducting surveys, interviews and
feedback from users time to time. The proposed model is
shown in figure 1. When different kinds of users interact
with a website their perception about that website
isdeveloped. Conceptual model was used by different
kind of users. When they have some accessibility or
usability issues they will suggest in the form interviews.
In this way, designers know what user want in the
website. The interaction tools used to fill the gap between
designer and user are survey, feedback and interview. In
a study, Jooet al. (2011) developed model for adaptive
learn-ability, usability and user effectiveness of
educational content management systems. Designer again
updates interface, performs iterations and validations.
Then user’s mental model and designer perception gets
equal. Hasan (2012) introduced new standards for
evaluating usability of online learning management
systems with a combination of ease in navigation and
structure.
Table 1. Usability Evaluation Parameters Based Questionnaire
VULMS and Coursera were tested using virtual
testing tool. The researchers tested the test bed VULMS
and Coursera using Virtual-testing tool. The testing tool
was used to measure the usability and accessibility of the
educational as well as other website. Any of the website
can be checked by giving its URL or by uploading an
HTML file. The complete description of errors is shown
in table 2.
Usability Evaluation Parameters
Parameters Sub Parameters
Usability Browser Compatibility,Collaboration
Support,Security, Ease of Use, Ease of Navigation,
Completeness, Reliability and Efficiency, Multilanguage
Support, Universality, Load Time,
Accuracy
Accessibility Hardware And Software Support, Controllability,
Readability, Navigability, Display Space,
Helpfulness
Cognitive Burden Satisfaction, Display of Content, Readability,
Use of Aesthetics, Design Consistency
User Experience Satisfaction, User Friendly interface, Error
Handling and Support, Attractiveness
Learning Adaptive Remember ability, Pedagogy, Learner
Facilitation, Curriculum Management
Pakistan Journal of Science (Vol. 68 No.2June, 2016)
167
The results obtained from proposed model were
compared with the previous exiting approaches to
validate this research. The comprehensive comparison is
shown in table 3 and 4.
Table 2. Results obtained Using Proposed Model/Tool.
Description Coursera VULMS
XML Issues 8 errors 18 errors
XHTML issue 195 errors 7 errors
Accessibility 216 accessibility issues 5 pages with accessibility
problems
Standards 1 page that violates W3C standards 5 pages that
violates W3C standards
Usability 1 page with usability issues 5 pages with usability
issues
Table 3.Comparison of Testing Tools with Proposed Tool.
Tool Name W3C Validator Virtual Testing tool
Capacity Single webpage (main page) Complete website
Criteria HTML code, HTML 4.01 without repairing Usability,
Accessibility, HTML 5.0 with Repaired code
Base W3C compliance WCAG 1.0, 2.0, 3.0 , W3C compliance
In this section the researchers had discussed the
validity of this research by comparing it with the results
of already existing studies and validated the research.
Aslam et al. (2011) used the questionnaire based
technique for the comparison of two different leaning
management systems of different institutes. Shrivastavaet
al. (2012) used the questionnaire as a tool. Mentes (2012)
conducted a survey based on hypothesis. Asarbakhsh
and Sandar (2013) used questionnaire based on learner
observation and scenario. Jayakumar and Mukhopadhyay
(2013) used a survey based on user feedback. Now in this
proposed approach for enhancing the usability, an online
survey questionnaire based on think-aloud and review of
task analysis is used. No one of all above researchers
used think-aloud and review of task analysis in combined
fashion. So this technique has enabled us to get a proper
user feedback about the usability of learning websites and
hence concluded towards a more effective solution.
As far as the support for tool is concerned, again
the existing techniques were either manual or semi-
automatic. Only Aslam et al. (2011) introduces a semi-
automatic support of tool in their research. All others, in
our considerations, Shrivastavaet al. (2012), Mentes
(2012), Asarbakhsh and Sandar (2013) and Jayakumar
and Mukhopadhyay (2013) used the manual ways and
had no support of automatic tools. The tool proposed in
this research is fully automatic. Hence, this proposed
solution is far better than manual and semi-automatic
toolsused by the previous researchers.
The criteria used by Aslam et al. (2011) to
evaluate the usability of learning manage mental systems
was based on feedback and interactivity, learning
material, assessment, visibility, learner facilitation and
support, error handling and prevention, collaboration
support. Shrivastavaet al. (2012) used the functionality,
reliability and efficiency to observe the usability of
different learning management systems. Mentes, 2012
made the attractiveness, controllability, helpfulness,
efficiency and learn ability as criteria to formulize the
usability of learning management systems. Asarbakhsh
and Sandar (2013) based their research for usability of
learning management systems on the external quality
attributes. Jayakumar and Mukhopadhyay (2013) used
accuracy, feasibility, utility and propriety for evaluation.
All above parameters and criteria used cover some of the
aspects of evaluation. A complete set of all parameters
was not used by previous researchers. In this proposed
model, the researchers had used usability, accessibility,
cognitive burden, user experience, and learning adaptive
(all with their sub -parameters).Therefore, it is concluded
that this research covers all parameters which were
required for the evaluation of learning management
systems. Cognitive burden, user experience, and learning
adaptive were not taken under consideration by any of
already existing studies. So this proposed model has
comprehensively taken into account the vast spectrum of
criteria to evaluate the usability.
Aslam et al. (2011) used EFront LMS, VULMS
as a test bed in their research. Shrivastavaet al. (2012)
used Stanford University website and Georgia Institute
website in their research. Mentes (2012) used the Namık
Kemal University (NKU) website to perform his
research. Asarbakhsh and Sandar (2013) used
comparative study to conduct their research. Jayakumar
and Mukhopadhyay (2013) showed their results only on
theoretical basis. In this research, VULMS and Coursera
learning management systems were used as test beds to
evaluate the usability. These were more efficient and
widely used than other used by previous researchers. The
others were only simple websites or some of them had
used either VULMS or Coursera. None of them used both
of these LMS as test bed. Both VULMS and Coursera are
Pakistan Journal of Science (Vol. 68 No.2June, 2016)
168
based on very complex and comprehensive LMS, so
more options to be explored for the usability.
Aslam et al. (2011) adopted online data
collection module to conduct their research work.
Shrivastavaet al. (2012) used Logical Scoring
Preferences to propose their solution. Mentes (2012)
implemented Website Analysis and Measurement
Inventory methodology in their research. Asarbakhsh and
Sandar (2013) adopted think aloud to conduct the
research. Jayakumar and Mukhopadhyay (2013) used
Website Quality Assessment Model. In this research,
online data collection survey and task analysis, Think
aloud and Virtual Testing Tool are used to propose and
implement this model.
The researchers had developed usability
evaluation model for e-learning websites, by elaborating
some important factors in a comprehensiveas compared
to previous approaches. The researchers had defined
some tasks in an online activity where the researcher had
collected users feedback based on think-aloud technique.
The researchershad also developed criteria of usability
evaluation based on some parameters as usability,
accessibility, cognitive burden, and learning adaptive all
with their sub-parameters. In the proposed conceptual
model, the researchers had elaborated some important
factors to measure the usability and accessibility. This
model performed better than the precious models as
shown in table 3. The deficiencies in the previous models
had been addressed in this model.
The results obtained by the implementation this
proposed model is shown in table 2. The researcher had
selected VULMS and global learning management
system of Coursera as case study. The improvement in
the accessibility of website directly and indirectly,
increases the usability of websites.
Conclusion and future work: Websites play important
role in e-learning as instructors and virtual classrooms are
located at remote distance where everyone learns on
equal level. Their testing and evaluation is an important
aspect. User surveys are always best for evaluation of
websites/learning management systems. The focus during
this research was to increase usability of learning
websites by the development of usability evaluation
model. Designer’s perception must match to user’s
mental model, which was only possible by taking user
feedback and suggestions. The results shown in table 3,
VULMS got 8 points for task analysis review and
Coursera got 6 points for the same activity. Use of
assistive technology support was suggested in findings
and outcomes section, which is helpful for physically
disabled users. Web based learning is a strong tool in
developing countries. For a healthy interaction of the user
to the websites, continuous feedback is necessary from
users for learning websites. To improve the usability of
the websites/LMS designers may be deploy a site
intercept survey.
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  • 1. Pakistan Journal of Science (Vol. 68 No.2June, 2016) 164 A TECHNIQUE TO INCREASE THE USABILITY OF E- LEARNING WEBSITES Q. Ain, M. Aslam * , S. Muhammad ** , S. Awan ** , M. T. Pervez ** , N. Naveed ** and A. Basit ** S. Qadri *** Department of Computer Science, School Education Department, Govt. of Punjab *
  • 2. Department of Computer Science and Engineering, University of Engineering & Technology, Lahore, Pakistan. ** Department of Computer Science, Virtual University of Pakistan, Lahore, Pakistan. *** Department of Computer Science, The Islamia University of Bahawalpur Corresponding Author: [email protected] ABSTRACT: Distance learning is an ancient idea to impart education to the learners who were unable to join the regular educational institutes. Revolution in information technology has changed this mode of learning to e-learning. E-learning is the mode of education in which the learners in remote areas were educated through the use of technology. Many institutes have developed dedicated websites and learning management systems such as open courseware, to introduce e- learning method. These learning management systems are very efficient, have vast learning material and communication channels without assistive support for physically disabled users. Lack of assistive technology support in these websites stimulated negative user experiences. In this research work an e-learning usability evaluation model based on user’s mental model, had been
  • 3. developed. Objective of this research work was to reduce the gap between user’s mental model and designer’s perception. The major problem while improving usability was a communication gap between user and designer. Keywords:Usability, Accessibility, User Experience, Cognitive Burden, Learning Adaptive, Usability Evaluation Model. (Received 19-02-2015 Accepted 02-06-2016). INTRODUCTION Just making things easy to visualize may not be a parameter to address the usability. Usability is a well- defined unit of product adoption level of user with contentment, competence and worth. User experience, cognition and learning ability are important factors for website surfing (ISO-9241-11, 1998). Usability of websites is measured by its user adaptive level, screen reading level, satisfaction and learnability. The above- mentioned factors affect accessibility of a website design,
  • 4. user adaptation and display of contents with ease of use and navigation. Massachusetts institute of technology (MIT) launched its open courseware in 2002 for the first time in the history which gave the concept of e-learning. A lot of irrelevant images or textures on the websites lead to cognitive burden which disturbs the users. A combination of intrinsic burden, germane burden and extraneous burden is known as cognitive burden (Hasan, 2012). The purpose of developing e-learning usability evaluation model is to reduce the gap between mental model of the user and designer’s perception. User’s interaction with system is mental model of the user. One of the major drawback is the gap between the mental model and designer’s perception, which leads to less usability (Norman, 2004). The concept for enhancing quality of teaching and learningvia technology using virtual learning
  • 5. environment(s) (VLEs) in medical education is given by Asarbakhsh and Sandar (2013). They reported that 85% of the problems can be identified by questionnaire/survey and testing techniques which help to improve e-learning system. Think aloud technique, applied to let the learner to observe the system and to give feedback. They chose attributes like navigation; learning ability, visual design and consistency, which have been used to improve e- learning systems/websites. It is important to achieve sufficient level of competence in an effective and efficient manner. User’s experience is a major challenge, which leads to cognitive burden (Jayakumar and Mukhopadhyay, 2013). In a study, Buchner et al. (2012) demonstrated usefulness of robots by experimental methodology while considering user experience as important issue. User Experience increases gradually and changes periodically. It is not static at all, and introduced their concept by
  • 6. introducing two kinds of robots i-e one working cell and one robotic arm. Robotic arm is feasible and is free to interact. UX measured by the following scales i-e perceived usability, general user experience, emotion and stress. The accessibility issues regarding disability that affect the users in educational context. Physically disabled persons using websites have a great significant influence by the use of assistive technology. Developers of the websites must have knowledge about the distinguished features of assistive technology to work appropriately in Pakistan Journal of Science (Vol. 68 No.2June, 2016) 165 order to develop websites Freire et al. (2013). The standards for evaluating usability of online learning management systems with a combination of ease in navigation structure were introduced by Hasan (2012).
  • 7. They used two online automated tools, html toolbox and web page analyzer along with a questionnaire directed towards users of Jordan University website. Each category deals with one usability aspect. A weighted measurement evaluation for user accessibility while using e-learning systems has been developed. They proposed solution using semi-automatic tool. They tested two online learning management systems, as case studies (VULMS and efront) by conducting online survey to measure their usability. Satisfaction of user depends upon the level of usability, which originated from e-learning system Aslam et al. (2011). A model for adaptive learn-ability, usability and user effectiveness of educational content management systems had been developed by Jooet al. (2011). Their research work intended to develop usability evaluation models and a survey tool for measuring the learn ability,
  • 8. usability and efficiency for academic library websites. A model that affects the efficiency and performance of young users while performing search operations on the web has been presented by Dinet and Kitajima (2011). They identified six mental model styles in their method: technical view, connection view, functional view, process view, technical functional view and functional-connection view. Browsing sites and defining the search processes involves the following three main steps: state the problem, choose the best solution and evaluate the answer. A task analysis model for groupware to perform a task more precisely was developed by Pinelle and Gutwin (2008). Major components of task model were scenarios, tasks, individual, collaborative subtasks and actions. A launch of new technology in market comes with lots of risks as time, failure and effort (Norman,
  • 9. 2004). New feature in the product enables user to adopt that product. Designer’s objective is to meet the user satisfaction level. User Experience (UX) leads to usability. Usability of a website depends upon the satisfaction level of user (Hassenzahl and Tractinsky, 2011). It is observed in many scenarios that there is no communication between user and designer. The section 2 focuses on developed model. In section 3, results and discussions for the developed model has been documented. In section 4, conclusion with future research section presented. References cited in section 5. MATERIALS AND METHODS The proposed web based learning usability evaluation model (WBLUEM) is shown in Fig-1. The objective behind the research was to reduce the gap between user’s mental model and designer’s perception. The discussed factors were the designer’s perception, the
  • 10. conceptual model based on user’s perception, the user’s mental model and the learning system evaluation parameters. The conceptual model expressed basic functionality, vital standard of systems, websites including internal and external issues. It successfully implemented the fundamental objectives of the developed system. Mental model explicated the feelings of users about the working of these websites in the real world. It was a psychological representation of imaginary, hypothetical and reality. What user believed about the system was mental model. The user’s mental model was based on belief, not facts. The user interface should communicate the basic nature of system well. This was a prime goal of designers. Understanding the concept of mental models can help you to make sense of usability problems in design. When users have erroneous mental models they
  • 11. make mistakes on websites. Designers develop websites according to their mental level, vast knowledge and experience. They have no idea about the categories of different users. A designer cannot understand the accessibility and usability issues of naive users. This bad impression leads to negative user experience towards website. Cognitive science helps to explore mental models. Designers perception is basically guide of user experience that how much user is comfortable. Every user has its own thinking, perception and action, which results in different usability needs. This variation in the usability requirements leads to a gap between the mental model of user and the designer’s perception. Due to lack of communication between designers and users, the designers to develop websites without understanding the usability needs of the users. Users who interact with the system have different mental model and abilities (Al-Khalifa et al., 2014). WBLUEM
  • 12. model is developed to reduce this communication gap. This may only be possible by conducting surveys, interviews and getting feedback. Based on user perception, the designer changes interface, perform some iterations and validations. The learning system evaluations parameters given in table 1 are used to conduct these kind of surveys. The five parameters usability, accessibility, cognitive burden, learnability and user experience are used for evaluation of a website. Lack of communication between user and designer causes the issues related to usability and accessibility. This leads to cognitive burden, which has influence on behavior towards user experience. All these factors directly or indirectly affect the learning adaptive-ness of the users. This model has practically implemented use of an online Pakistan Journal of Science (Vol. 68 No.2June, 2016) 166
  • 13. questionnaire. User experience is a major challenge, which leads to cognitive burden. Fig 1: Web Based Learning Usability Evaluation Model RESULTS AND DISCUSSION The proposed approach used in current research work was based on an approach of a simple model to define the relationship between system, user and designer (Norman, 2004). The model developed in this research was an enhanced approach of same model. Also this model was based on earlier developed cognition model (Thielschet al., 2013). Researchers added the conceptual model, which was a main element of WBLUEM. The gap between users’ mental model and designers’ perception may be reduced by conducting surveys, interviews and feedback from users time to time. The proposed model is shown in figure 1. When different kinds of users interact with a website their perception about that website isdeveloped. Conceptual model was used by different
  • 14. kind of users. When they have some accessibility or usability issues they will suggest in the form interviews. In this way, designers know what user want in the website. The interaction tools used to fill the gap between designer and user are survey, feedback and interview. In a study, Jooet al. (2011) developed model for adaptive learn-ability, usability and user effectiveness of educational content management systems. Designer again updates interface, performs iterations and validations. Then user’s mental model and designer perception gets equal. Hasan (2012) introduced new standards for evaluating usability of online learning management systems with a combination of ease in navigation and structure. Table 1. Usability Evaluation Parameters Based Questionnaire VULMS and Coursera were tested using virtual testing tool. The researchers tested the test bed VULMS
  • 15. and Coursera using Virtual-testing tool. The testing tool was used to measure the usability and accessibility of the educational as well as other website. Any of the website can be checked by giving its URL or by uploading an HTML file. The complete description of errors is shown in table 2. Usability Evaluation Parameters Parameters Sub Parameters Usability Browser Compatibility,Collaboration Support,Security, Ease of Use, Ease of Navigation, Completeness, Reliability and Efficiency, Multilanguage Support, Universality, Load Time, Accuracy Accessibility Hardware And Software Support, Controllability, Readability, Navigability, Display Space, Helpfulness Cognitive Burden Satisfaction, Display of Content, Readability, Use of Aesthetics, Design Consistency User Experience Satisfaction, User Friendly interface, Error Handling and Support, Attractiveness
  • 16. Learning Adaptive Remember ability, Pedagogy, Learner Facilitation, Curriculum Management Pakistan Journal of Science (Vol. 68 No.2June, 2016) 167 The results obtained from proposed model were compared with the previous exiting approaches to validate this research. The comprehensive comparison is shown in table 3 and 4. Table 2. Results obtained Using Proposed Model/Tool. Description Coursera VULMS XML Issues 8 errors 18 errors XHTML issue 195 errors 7 errors Accessibility 216 accessibility issues 5 pages with accessibility problems Standards 1 page that violates W3C standards 5 pages that violates W3C standards Usability 1 page with usability issues 5 pages with usability issues
  • 17. Table 3.Comparison of Testing Tools with Proposed Tool. Tool Name W3C Validator Virtual Testing tool Capacity Single webpage (main page) Complete website Criteria HTML code, HTML 4.01 without repairing Usability, Accessibility, HTML 5.0 with Repaired code Base W3C compliance WCAG 1.0, 2.0, 3.0 , W3C compliance In this section the researchers had discussed the validity of this research by comparing it with the results of already existing studies and validated the research. Aslam et al. (2011) used the questionnaire based technique for the comparison of two different leaning management systems of different institutes. Shrivastavaet al. (2012) used the questionnaire as a tool. Mentes (2012) conducted a survey based on hypothesis. Asarbakhsh and Sandar (2013) used questionnaire based on learner observation and scenario. Jayakumar and Mukhopadhyay (2013) used a survey based on user feedback. Now in this proposed approach for enhancing the usability, an online
  • 18. survey questionnaire based on think-aloud and review of task analysis is used. No one of all above researchers used think-aloud and review of task analysis in combined fashion. So this technique has enabled us to get a proper user feedback about the usability of learning websites and hence concluded towards a more effective solution. As far as the support for tool is concerned, again the existing techniques were either manual or semi- automatic. Only Aslam et al. (2011) introduces a semi- automatic support of tool in their research. All others, in our considerations, Shrivastavaet al. (2012), Mentes (2012), Asarbakhsh and Sandar (2013) and Jayakumar and Mukhopadhyay (2013) used the manual ways and had no support of automatic tools. The tool proposed in this research is fully automatic. Hence, this proposed solution is far better than manual and semi-automatic toolsused by the previous researchers. The criteria used by Aslam et al. (2011) to
  • 19. evaluate the usability of learning manage mental systems was based on feedback and interactivity, learning material, assessment, visibility, learner facilitation and support, error handling and prevention, collaboration support. Shrivastavaet al. (2012) used the functionality, reliability and efficiency to observe the usability of different learning management systems. Mentes, 2012 made the attractiveness, controllability, helpfulness, efficiency and learn ability as criteria to formulize the usability of learning management systems. Asarbakhsh and Sandar (2013) based their research for usability of learning management systems on the external quality attributes. Jayakumar and Mukhopadhyay (2013) used accuracy, feasibility, utility and propriety for evaluation. All above parameters and criteria used cover some of the aspects of evaluation. A complete set of all parameters was not used by previous researchers. In this proposed model, the researchers had used usability, accessibility,
  • 20. cognitive burden, user experience, and learning adaptive (all with their sub -parameters).Therefore, it is concluded that this research covers all parameters which were required for the evaluation of learning management systems. Cognitive burden, user experience, and learning adaptive were not taken under consideration by any of already existing studies. So this proposed model has comprehensively taken into account the vast spectrum of criteria to evaluate the usability. Aslam et al. (2011) used EFront LMS, VULMS as a test bed in their research. Shrivastavaet al. (2012) used Stanford University website and Georgia Institute website in their research. Mentes (2012) used the Namık Kemal University (NKU) website to perform his research. Asarbakhsh and Sandar (2013) used comparative study to conduct their research. Jayakumar and Mukhopadhyay (2013) showed their results only on theoretical basis. In this research, VULMS and Coursera
  • 21. learning management systems were used as test beds to evaluate the usability. These were more efficient and widely used than other used by previous researchers. The others were only simple websites or some of them had used either VULMS or Coursera. None of them used both of these LMS as test bed. Both VULMS and Coursera are Pakistan Journal of Science (Vol. 68 No.2June, 2016) 168 based on very complex and comprehensive LMS, so more options to be explored for the usability. Aslam et al. (2011) adopted online data collection module to conduct their research work. Shrivastavaet al. (2012) used Logical Scoring Preferences to propose their solution. Mentes (2012) implemented Website Analysis and Measurement Inventory methodology in their research. Asarbakhsh and Sandar (2013) adopted think aloud to conduct the
  • 22. research. Jayakumar and Mukhopadhyay (2013) used Website Quality Assessment Model. In this research, online data collection survey and task analysis, Think aloud and Virtual Testing Tool are used to propose and implement this model. The researchers had developed usability evaluation model for e-learning websites, by elaborating some important factors in a comprehensiveas compared to previous approaches. The researchers had defined some tasks in an online activity where the researcher had collected users feedback based on think-aloud technique. The researchershad also developed criteria of usability evaluation based on some parameters as usability, accessibility, cognitive burden, and learning adaptive all with their sub-parameters. In the proposed conceptual model, the researchers had elaborated some important factors to measure the usability and accessibility. This model performed better than the precious models as
  • 23. shown in table 3. The deficiencies in the previous models had been addressed in this model. The results obtained by the implementation this proposed model is shown in table 2. The researcher had selected VULMS and global learning management system of Coursera as case study. The improvement in the accessibility of website directly and indirectly, increases the usability of websites. Conclusion and future work: Websites play important role in e-learning as instructors and virtual classrooms are located at remote distance where everyone learns on equal level. Their testing and evaluation is an important aspect. User surveys are always best for evaluation of websites/learning management systems. The focus during this research was to increase usability of learning websites by the development of usability evaluation model. Designer’s perception must match to user’s mental model, which was only possible by taking user
  • 24. feedback and suggestions. The results shown in table 3, VULMS got 8 points for task analysis review and Coursera got 6 points for the same activity. Use of assistive technology support was suggested in findings and outcomes section, which is helpful for physically disabled users. Web based learning is a strong tool in developing countries. For a healthy interaction of the user to the websites, continuous feedback is necessary from users for learning websites. To improve the usability of the websites/LMS designers may be deploy a site intercept survey. REFERENCES Al-Khalifa, H. S., and Garcia, R. A. (2014). Website Design Based on Cultures: An Investigation of Saudis, Filipinos and Indians Government Websites’ Attributes. In Design, User Experience and Usability.User Experience Design for Diverse Interaction Platforms and
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