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CPS1883 Christina A. et al.
                  4.  Discussion and Conclusions
                      Since this is an elective course, every year approximately twelve students
                  participate in the course. This means that the sample is much too small to
                  evaluate the results with standard statistical methods. In the written evaluation
                  of the course, some of the students mentioned that it is more difficult to learn
                  independently  about  their  topic  during  the  out-of-class  activities,  than  it
                  would have been to listen to a conventional lecture about the same topic.
                  However,  the  students  also  mentioned  that  even  if  they  experienced  their
                  working load to be higher than in a traditionally face-to-face taught course,
                  they in the end felt more comfortable and confident in the use of the statistical
                  methods  than  after  completing  similar  traditionally  taught  courses.  A  few
                  students  commented  in  the  evaluation  that,  according  to  them,  it  was
                  appropriate to flip the classroom in an advanced course, since they already
                  had basic knowledge about statistics. The students meant that it would have
                  been more difficult in a  beginner’s course due to lack of basic knowledge
                  concerning the subject.
                      The course lecturers, who previous years also have taught the same course
                  in  a  traditional  way,  noticed  that  the  students,  in  general,  appeared  well
                  prepared to the in-class activities. During the web conferences, the students
                  discussed with each other and posed several questions to the presentations of
                  the different multivariate methods and their applications, i.e. an increased level
                  of  student  interaction  was  observed,  compared  to  the  traditionally  taught
                  courses previous years.
                      We conclude that the sample of students is too small to perform a strict
                  quantitative  evaluation  of  this  teaching  approach,  but  that  the  qualitative
                  results from the course evaluation and the positive observations of student
                  interactions  in  the  web  conferences,  encourage  us  to  continue  the
                  implementation of the flipped classroom in advanced statistics courses, taught
                  in an online setting.

                  References
                   1.   Gal, I., & Ginsburg, L. (1994). The role of beliefs and attitudes in
                        learning statistics: Towards an assessment framework. Journal of
                        Statistics Education, 2(2).
                   2.   Dillon, K. M. (1982). Statisticophobia. Teaching of Psychology, 9(2), 117.
                   3.   Forte, J. A. (1995). Teaching statistics without sadistics. Journal of Social
                        Work Education, 31(2), 204-218.
                   4.   Schutz, P. A., Drogosz, L. M., White, V. E., & Distefano, C. (1998). Prior
                        knowledge, attitude, and strategy use in an introduction to statistics
                        course. Learning and Individual Differences, 10(4), 291-308.

                   5.   Townsend, M. A., Moore, D. W., Tuck, B. F., & Wilton, K. M. (1998). Self‐
                        concept and anxiety in university students studying social science

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