
 
terms of male students. The Q value of the table at α 
= 0.05 is obtained at 3.15. Qh = 18.59> 3.15 (Qt), or 
there is a difference of influence between the learning 
media of the smartphone and the learning media of 
the book on the skills of playing soccer in terms of 
female students. The value of F table at α = 0.05 is 
obtained by 4.11. Value Fh = 9.91> 2.87 (Ft), or there 
is an interaction between learning media and gender 
to soccer playing skills: Description of soccer skills 
play data can see in table 1. 
Table 1: Description of Soccer Skills Play Data. 
Smartphones  are  an  exciting  technology  for 
classroom  use  and  sourcing  for  services,  and 
smartphones to motivate students to learn, as well as 
smartphones  as  a  tool  for  collaborative  learning, 
(Odom, 2016). 
In male students there is no difference of influence 
between learning media of smartphone and media of 
learning book to skill of playing soccer. Male group 
tends to spend less time to use a smartphone. Male 
group  can  only  spend  43  minutes  per  day,  while 
women spend 140 minutes a day (Nielsen On Device 
Meter  2014  in  Gifany  and  Kurnia,  2017).  Further 
research  results  show that  female  groups  are  more 
dependent on smartphones than men (Chóliz, 2012). 
The frequency and duration of smartphone usage is 
lower than female (Son, 2014). male students have 
smartphone  addiction  on  low  category  (Bernard, 
2016).  There  are  some  obstacles  in  using  a 
smartphone as a medium of learning such as a small 
screen (El-Hussein and Cronje, 2010). Hashemi et al. 
(2011) also stated that the software limits the type and 
amount of information displayed, and this triggers the 
redesign  of  old  text  presentations  (El-Hussein  and 
Cronje,  2010).  Another  obstacle  is  cost,  which 
Wilson and Bolliger (2013) point out that although 
mobile  device  costs  have  declined  in  recent  years, 
data service plans may still be too expensive for some 
students.  There  are  other  limitations  in  the  use  of 
mobile devices  in  teaching,  including short  battery 
life (Hashemi et al., 2011; Wang et al., 2009; Wilson 
and  Bollinger,  2013),  discrepancies  for  graphics 
(Hashemi  et  al.,  2011),  dependence  weight  on 
bandwidth  (Hashemi  et  al.,  2011),  possible 
transaction error (Wang et al., 2009), limited input 
capabilities (Wang et al., 2009), etc. In addition, the 
user's psychological perspective is also  a  factor, as 
some people prefer using mobile devices for casual 
activities such as texting friends and accessing social 
networking  services  rather  than  using  them  for 
academic work (Park, 2011; Wang et al., 2009) 
Furthermore, between learning media and gender 
on  soccer  playing skills  also  proved  significant,  as 
both  treatments  showed  different  improvements  in 
learning outcomes. In the group of male students, the 
book  approach  showed  better  results,  while  the 
female  student  group  who  used  smartphones  as  a 
learning media showed higher results than the book 
media learning. There is a picture of the interaction 
between  instructional  media  (learning  media  of 
smartphones  and  books)  with  gender  (male  and 
female). 
4  LIMITATION 
The  main  limitations  of  this  study  include  small 
sample sizes and  some male  students  doing soccer 
exercises beyond treatment activities for this study. 
5  CONCLUSIONS 
This study provides evidence that there is a difference 
in the  effect of learning on  smartphone  media and 
instructional  media  at  high  school  level  that 
determines  effective  ways  to  maximize  the  use  of 
smartphone learning media in female students. The 
focus of further research is on the barriers of learning 
media smartphone to male students. 
REFERENCES 
Al-emran,  M.,  Elsherif,  H.  M.,  Shaalan,  K.,  2015. 
Computers in Human Behavior Investigating attitudes 
towards the use of mobile learning in higher education. 
Computers  in  Human  Behavior.  56,  93–102. 
http://doi.org/10.1016/j.chb.2015.11.033. 
Bernard,  K.  S.,  2016.  Perbedaan  smartphone  addiction 
antara mahasiswa laki-laki dan perempuan di fakultas 
psikologi universitas kristen satya wacana, Universitas 
Kristen Satya Wacana Salatiga. 
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