2. Methodologies used in this research
4.7 Data analysis of the main study
4.7.3 Perspectives on the application experience and ubiquitous learning process
There were a total of 54% learners who had a previous experience of using mobile
pedagogy (as seen in appendix A question 20) prior to the research. Evidently the
urban school (school A) had the highest number of learners who had previous
experience of using mobile educational applications or games with more than half of
these only available in English.
The next step was to identify how many learners found that the application allowed
them to spend more time on their studies (through appendix A question 35). 89% of
learners felt that having education material on their mobile phones motivated them
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When considering additional usability concerns of mobile learning devices (through
appendix A question 28 and question 29), only 11% of learners had trouble inputting
through a mobile phone keypad, while only 25% of the learners were uncomfortable
with reading content on a mobile screen. These learners did however feel that the
font could have been increased giving better visual content.
Even though learners expressed differences during the interview process, the
majority of the learners were open to bilingual content. All of the learners felt that
mobile content allowed them to read beyond the classroom. All learners were also
able to use the application despite their lack of technology experiences.
The learners in school A which is the well-resourced school, had many views about
their application learning experience. Learner S felt that, ‘The application was easy to use and helpful. But I would suggest having audio content available as learning
while listening is often easier than having to read the content.’ The learner’s views depicted their firm background and experience in technology. All learners were keen
on using the application at home even though the use of the system was meant for
formal classroom or school based learning. Some of the learners felt that it would be
even more useful if all the offered subjects in the school had a similar supportive
application as M-Thuto. They suggested that M-Thuto should include other subjects
in it. Learner E suggested that, ‘It would have been nice if you had created a chatroom where learners can interact and talk about maths and other subjects’. The learners supported collaborative learning and felt it would also improve their
learning process. All learners found the application to be a tool that would be helpful
in not just having access to learning material but would help them in preparing for
exams. Learner F felt that, ‘The application was very involving because you would answer questions and get the step by step solution after attempting the question. I
would suggest that we could have more illustrated ways of getting to the answers of
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correct yourself afterwards.’ The learners also felt that they wanted to use the M- Thuto at home on their own mobile phones.
Some learners during the interview process felt that mobile phones would cause a
distraction to their learning process.
However when questioned (in appendix A question 36) about their motivation
towards mobile learning in the questionnaires, 94% of learners felt that having
mobile material motivates them to learn regularly on their mobile phones.
The quiz test results
In this study not all participating learners managed to complete the quiz. The results
of the quiz carried an average test result of 52% with a sample of 40 learners. As
this was a short study, the purpose of the test was not to measure their performance
but instead to hear their opinion on being able to learn through mobile phones using
all aspects of learning including the assessment part of learning. Furthermore this
study was not a longitudinal intervention study, as a result of limited resources. The
test monitoring was instead an approach of viewing the interaction between learners
and multilingual learning content as the data collection process occurred in a short
space of time which made it difficult to monitor the learner’s performance before and after the introduction of the tool. With a longitudinal study results can be observed
that can measure the performance of learners through an intervention process
following an action research method as oppose to an interpretive method.
4.7.4 Perspectives on the availability of ubiquitous bilingual learning
in mainstream education
All of the participating learners felt that having ubiquitous content would help them
improve their performance by giving them the opportunity to learn as and when they
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to ask their teachers questions in real time through the mobile learning application
even though this system did not provide the platform to do so. Throughout the study
students also verbally interacted with their teachers asking them questions related
to the tasks.
The amount of times a learner would alternate between the same content viewing it
in English and then in Setswana was also monitored. The result mentioned in the
study will only evaluate the notes pages as they hold the significant amount of
bilingual learning content. When evaluating the average learner’s interaction with the mobile application the following results were observed:
The average observations for one learner:
There were 10 pages of notes in English and equally 10 pages of notes in
Setswana. Over one week on average one learner spent 46 views on the English
pages and only 38 views on the Setswana pages.
The pattern of viewership differs per school. The rural based schools (school C and
D) had the highest percentages of views on their Setswana pages per day followed
by the township school (school B) and the urban based school (school A).