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CPS1883 Christina A. et al.
                  3.  Application of the Flipped Classroom Approach
                      For  many  years,  the  course  Multivariate  Data  Analysis  was  taught  as  a
                  traditional classroom course, consisting of a mixture of theory lectures and
                  computer-based exercise sessions. In order to facilitate for the students to
                  combine studies with work and family life, i.e. a usually busy schedule, the
                  course has in later years been taught as an online course. The first time the
                  course was taught online, this was done as a blended learning approach, i.e.
                  the course contained mostly online components, but also on-site meetings at
                  the campus. However, the students didn’t show much interest in attending the
                  voluntary  on-site  meetings  and  therefore  the  course  now  takes  place
                  completely online.
                      The first attempt to strengthen the student-centered activities was done
                  in this online-taught course by the use of the cooperative learning technique
                  jigsaw  (Andersson  and  Logofatu,  2016).  The  application  of  the  jigsaw
                  technique to the multivariate data analysis course was successful in the sense
                  that the student activity increased in the course and the resulting feedback
                  from the students was mostly positive to the approach. A drawback with the
                  jigsaw  technique,  applied  to  this  course,  was  that  the  students  suffered
                  severely when group members dropped out and decided not to complete the
                  course.
                      Therefore,  we  now  consider  the  inverted  classroom  as  an  alternative
                  method to activate the students. The online implementation of the course is
                  based on the learning management system Moodle (Moodle, 2015). There are
                  mainly two reasons for this choice of e-learning platform: Firstly, this platform
                  is  the  most  frequently  used  e-learning  platform  at  FRA-UAS.  Secondly,
                  mathematical formulas can easily be constructed in Latex in Moodle.
                      In  accordance  with  the  traditional  flipped  classroom  approach  (Wilson,
                  2013; Touchton , 2015; Cilli-Turner, 2015; Winquist and Carlson, 2014; Chen et
                  al., 2015, Phillips and Phillips, 2016; Vidic and Clark,  2016),  we divided the
                  learning activities in the course Multivariate Data Analysis into out-of-class
                  and in-class activities. In our case, both kind of activities take place completely
                  online  in  order  to  facilitate  time  and  location  independent  studies  for  the
                  students. The tuition components of the course can be described as follows:
                  Description of the out-of-class activities
                   •   The students were partitioned into groups with three or four students in
                      each group.
                   •   Each  group  received  a  specific  multivariate  method  (PCA,  PLS,  cluster
                      analysis, discriminant analysis etc.)  to learn about, i.e. the members of
                      each  group  should  become  experts  concerning  their  topic  during  the
                      semester.  This  learning  process  should  take  place  as  a  more  or  less
                      completely  student-centered  activity,  where  the  lecturers  only  act  as
                      guides if explicitly needed.

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