chosen by researchers to obtain data for research on attitude and  related learning factors. Meanwhile document, survey and discussion were employed as well, even
though only in a small number of occurrence.
9. Data Analysis Technique
In  terms  of  data  analysis  technique,  quantitative  and  qualitative  are  two common types of analysis researchers usually employ. But, some researchers were
found  to  combine  both  quantitative  and  qualitative  which  is  termed  as  mixed analysis. Furthermore, the use of quantitative analysis leads to the implementation
of  statistical  techniques  such  as  descriptive  statistics,  ANOVA,  regression, correlation and so on. The results of data analysis techniques used in the studied
research reports are presented in the following figure.
Figure 4.7: Data Analysis Techniques
33.6 3.5
2.7 2.7
0.9 0.9
0.9 6.2
1.8 1.8
0.9 31.9
12.4
Descriptive Statistics ANOVA
Tukey Cronbachs Alpha
Regression T-Test
Rasch Correlation
Mann-Whitney Factor Analysis
U-Test Qualitative
Mixed
The  results  presented  in  the  figure  above  demonstrate  that  quantitative analysis is the most frequently used technique with 55.9 of occurrence in total.
To be more specific, descriptive quantitative was found in 38 researches or 33.6 of  occurrence,  while  inferential  quantitative  was  employed  in  25  researches  or
22.3  of  occurrence.  Among  ten  statistical  techniques  used  in  the  studied research reports, correlation was found as the most common one as it has 6.2 of
occurrence. ANOVA is in the second place with 3.5 of occurrence. Both Tukey and  Cronbach’s  Alpha  have  the  same  result  with  2.7  of  occurrence.  Mann-
Whitney and Factor Analysis are following with 1.8 of occurrence. Meanwhile the rest statistical techniques have only 0.9 of occurrence.
As  much  as  31.9  or  36  researches  were  found  to  apply  qualitative analysis. Mixed analysis is also common within the studied research reports as it
has 12.4 of occurrence.  It  can be inferred that  English educational  research on attitude and related learning factors are flexible as they can be conducted in both
quantitative and qualitative and even mixed technique.
10. Sampling Technique
Considering  the  large  number  of  participant  and  some  limitations  in conducting research, sampling technique is commonly used in a research. The use
of  sampling  technique  is  expected  to  represent  the  whole  population.  Thus, researchers are able to examine smaller scale of data which is considered to have
represented the whole research subjects.  In general,  there are two  broad types of sampling technique. Those are probability and non-probability samplings. Each of
them has several types of sampling techniques. PLAGIAT MERUPAKAN TINDAKAN TIDAK TERPUJI
In  regard  to  this  research,  there  are  only  34  out  of  100  research  reports which  used  sampling  technique.  These  34  research  reports  have  yielded  six
sampling  techniques  from  both  probability  and  non-probability  types.  The findings are presented through Figure 4.8.
Figure 4.8: Sampling Techniques
Figure  4.8  reveals  that  random  sampling  and  purposive  sampling  are  the most  frequently  used  sampling  technique  within  the  studied  research  reports  as
they  receive  high  percentage  of  occurrence.  Random  sampling  was  employed  in 12  researches  or  35.3  of  occurrence.  Meanwhile  purposive  sampling  was  used
in  11  researches  or  32.4  of  occurrence.  Cluster  sampling  is  the  next  sampling technique  which  becomes  the  researchers
’  preference  as  it  was  used  in  four
35.3
8.8 11.8
32.4
8.8
2.9
Random Stratified
Cluster Purposive
Convenience Quota