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IPS215 David Y. et al.
                      These  approaches  can  be  used  to  provide  a  varied  and  integrated
                  assessment  experience  and  to  make  it  more  coherent  and  meaningful  for
                  learners. It can include learners being tasked to analyse a set of data using a
                  variety of techniques, to answer questions from non-statistical users, and to
                  present the analysis and conclusions in verbal or written form to address the
                  aim of the investigation.

                  4.  Discussion and Conclusion
                      The  SQA  Statistics  Award  introduces  pupils  in  Scotland  to  a  basic
                  knowledge of statistics. More significantly, it allows them to develop skills in
                  applying that knowledge to solve real life questions by interrogating data. The
                  use of propriety statistical software packages like Minitab and R Studio allows
                  candidates  from  an  early  age  to  start  developing  the  computer  literacy
                  required  to  analyse  and  make  sense  of  the  vast  amount  of  data  which  is
                  available across all aspects of life from health-care to retail. The approaches
                  to  learning  and  teaching  this  unit  promote  skills  in  decision  making,
                  communication and critical appraisal of information which are key skills for
                  learning,  life  and  work.  In  addition,  it  provides  a  formal  qualification  for
                  learners in these skills.
                      Presently the SQA are looking to incorporate the Statistics Award into a
                  higher  level  qualification  on  Applications  of  Mathematics  providing  an
                  important curricular pathway for young people. This would make the course
                  more accessible to students across the country and is likely to be a useful
                  mathematical qualification for students going on to further education in non-
                  STEM subjects. This brings Scotland in line with other countries where statistics
                  is taught at primary and secondary education level including New Zealand [13]
                  and the United States [14].

                  Acknowledgements
                  The authors would like to sincerely thank the Scottish Qualification Authority
                  for commissioning this work in an  effort to address the gap in the school
                  curriculum  for  education  in  data  science  and  for  funding  CPD  courses  for
                  Scottish  teachers  to  deliver  the  award.  We  would  also  like  to  thank  the
                  teaching  staff  and  pupils  who  provided  invaluable  feedback  during  the
                  development phase of this work and their assistance in the choice of statistical
                  software package. We are also grateful to Emmi de Vries and Kirsty English
                  who  were  funded  by  Q-Step  to  develop  the  online  teaching  videos  and
                  resources for R Studio.





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