
J. C. G. BERTOLIN, A. C. B. DE MARC HI
addition to factors that were relevant for the development of
distance education. The theoretical and methodological back-
ground drew upon the concept of quality in education repre-
sented by a set of indicators based on the General Systems
Theory (Estrada, 1999) which involve aspects of the learning
process and of the assessed educational object.
Evaluation Method and Tool
Given the expansion of and debate on school efficiency,
performance or learning of students, several research studies on
distance education quality have been undertaken. Among the
approaches used to assess this type of education, we have the
following: 1) comparison of distance education with face-to-
face classroom instruction using predefined quality indicators;
2) the use of tools to identify users’ perceptions through their
answers to questionnaires or devices that store and analyze the
duration and frequency of login or accessed pages; 3) the
comparison with an ideal hypothetical system that contains a
set of relevant requirements and functions; and 4) the use of
indicators to assess the online learning platform or environment
(Valcheva & Todorova, 2005).
In order to assess distance education through the blended ap-
proach, the present study drew upon the concept of quality in
education represented by a set of indicators based on the Gen-
eral Systems Theory that involve input, process and outcome
aspects and/or indicators of the assessed educational object.
According to Estrada (1999), quality of education assessment is
expressed by a value judgment about a set of attributes related
to “inputs”, “process” and “outcomes”, or about the relation-
ships between them. UNESCO’s Laboratorio Latinoamericano
de Evaluación de la Calidad de la Educación also mentions
systemic indicators, stating that “the level of quality in educa-
tion consists basically of the definition of a set of variables that
systema tically provide s a reliable and valid panorama of educa-
tional systems that can be used to guide and implement im-
provement strategies” (UNESCO, 1997).
According to García (2000), the systems of indicators seek to
go beyond the mere sum of data by grouping simple or compo-
site indicators as a function of factors and aspects that render
them meaningful and provide a significant insight into the sta-
tus of educational systems. Experiences with the assessment of
indicator systems demonstrate that quality in education is a
multiple concept that cannot be evaluated by a single aspect and
that should include all the key elements of the system or
process. Therefore, we may say that it is possible to assess the
quality of education by a value judgment based on a set of
attributes, aspects or indicators concerning inputs, process and
educational outcomes, or the relationships between them.
Hence, in view of the goals of the evaluation study, we as-
sumed that the quality assessment of courses in the blended
education model is closely related to the analysis of perfor-
mance of a set of input, process and outcome indicators. More
specifically, to compare students’ learning between the face-to-
face and distance education models, we used three questions
about this aspect, as proposed by Bertolin & De Marchi (2010)
as evaluation tool for courses in a blended education environ-
ment based on systemic indicators (Table 1). Likewise, ques-
tions on the process of the same tool were compared with those
about learning outcomes in order to identify more relevant fac-
tors and improve students’ learning in distance education.
The questionnaires were applied to students of 46 courses
Table 1.
Questions on input, process and outcomes of courses taught in the
blended mode.
) How do you rate the distance education infrastructure
(computer learning center, etc.) available for the course?
) How do you rate the Moodle platform used in the course?
) How do you rate the professor’s skills and competencies in
)
How do you rate your computer literacy before the beginning
of the course?
) How do you rate the distribution of classes in t he distanc e
education environment organized by the professor in the
Moodle platform?
) How do you rate the teaching material (support material,
activitie s and media) prepared by the professor?
) How do you rate the interaction between professor
and student during the course?
) How do you rate the follow-up (feedback concerning the
the professor during the course?
) How do you rate the technical support provide d by the UPF
Virtual platform during the course?
) How do you rate the alternating rounds and adequacy of
-to-face and distance education methods
er of hours) in the course?
) How do you rate the professor’s teaching/pedagogical
-to-face classroom environment?
) How do you rate your dedication and commitment
to distance education classes?
) How do you rate the level of demand of dist ance educ ation
activities proposed by the professor for the course?
) How do you rate your learning as far as the syllabus
-to-face course is concerned?
) How do you rate your learning as far as the syllabus of the
distance education course is concerned?
) How do you rate the developme nt of your computer skills
) How do you r ate the development of your aut onomy and
-organization during the course?
Note: Source: Bertolin & De Marchi (2010).
taught in the blended education environment during the second
half of year 2011 at a nonprofit university located in southern
Brazil. A total of 618 students from different undergraduate
programs answered the questionnaire. Class hours accounted
for 20%, 50% and 80% of 358, 137 and 123 evaluated courses,
respectively. In each question, the students had to check one of
the following options: “very poor” (value 1); “poor” (value 2);
“fair” (value 3); “good” (value 4); and “excellent” (value 5).
For the comparison of learning between face-to-face and
distance education, we performed some calculations: 1) for the
total amount of students taking up courses in the blended mode
who considered learning in the face-to-face environment to be
better than, equal to or worse than distance education; and 2)
for the arithmetic means of the 47 courses in the blended me-
thod, which refer to students’ perception about learning in the
face-to-face and distance education environments (questions 14
and 15).
After that, in order to investigate the most relevant factors for
improvement of students’ learning in the distance education
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