persoalan n hipotesis
TRANSCRIPT
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7/28/2019 Persoalan n Hipotesis
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SOALAN 2 (a) (Independent Sample T-Test)
Menguji perbezaan min antara dua kumpulan.
Persoalan Kajian:
Adakah terdapat perbezaan yang signifikan bagi skor kebimbangan terhadap kursus GB6023
pada awal semester antara pelajar lelaki dan perempuan?
Hipotesis Kajian:
Ho : Tidak terdapat perbezaan min yang signifikan bagi skor kebimbangan terhadap kursus
GB6023 pada awal semester antara pelajar lelaki dan perempuan. ( 1 = 2 )
Ha : Terdapat perbezaan min yang signifikan bagi skor kebimbangan terhadap kursus GB6023
pada awal semester antara pelajar lelaki dan perempuan. ( 1 2 )
Group Statistics
Gender N Mean Std. Deviation Std. Error Mean
Perceived_Anxiety_class_Time1
Male 35 5.5643 1.53554 .25955
Female 123 5.5305 1.42561 .12854
By observing the means it can be seen that male participant produced more errors on the
perceived anxiety score in the early semester but this difference may not be significant. To
ascertain if this result is significant or due to chance the Independent Samples Test table must be
examined. The Std. Deviation shows that the male participant have a wider spread of scores than
the female group.
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Independent Samples Test
Levene's Test for
Equality of
Variances
t-test for Equality of Means
F Sig. t df Sig. (2-
tailed)
Mean
Difference
Std. Error
Difference
95% Confidence
Interval of the
Difference
Lower Upper
Perceived_Anxiety_class_Time1
Equal variances
assumed.505 .478 .122 156 .903 .03380 .27784
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.51501.58261
Equal variances
not assumed.117 51.854 .908 .03380 .28964
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.54745.61504
Levenes test has found that the two variances do not differ significantly where F= 0.505, p>0.05, therefore, as the variances are not significantly different, we can accept the equal variances
assumption and use the top line values. The result of two-tailed hypothesis shows that t(156) =
0.122, p>0.05 which we can accept our null hypothesis that there are not significantly meandifferences between the male and female participant in the perceived anxiety score in the early
semester.
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SOALAN 2 (b) (ANOVA 1 WAY)
Menguji perbezaan min antara lebih daripada dua kumpulan.
Persoalan Kajian:
Adakah terdapat perbezaan yang sinifikan antara skor kebimbangan terhadap kursus GB6023
pada awal semester antara pelajar berbangsa Melayu, Cina dan India?
Hipotesis Kajian:
Ho : Tidak terdapat perbezaan min yang signifikan antara skor kebimbangan terhadap kursus
GB6023 pada awal semester antara pelajar Melayu, Cina dan India. ( 1 = 2 = 3 )
Ha : Terdapat perbezaan min yang sinifikan antara skor kebimbangan terhadap kursus
GB6023 pada awal semester antara pelajar Melayu, Cina dan India. ( 1 2 3 )
Descriptives
Perceived_Anxiety_class_Time1
N Mean Std. Deviation Std. Error 95% Confidence Interval for Mean Minimum Maximum
Lower Bound Upper Bound
Malay 139 5.6565 1.45658 .12355 5.4122 5.9008 2.50 9.00
Chinese 7 4.8214 1.20515 .45550 3.7069 5.9360 3.50 6.75
Indian 7 4.3929 1.02933 .38905 3.4409 5.3448 2.25 5.50
Others 5 4.8500 .89443 .40000 3.7394 5.9606 4.00 6.00
Total 158 5.5380 1.44572 .11502 5.3108 5.7652 2.25 9.00
The table above displays the mean perceived anxiety score in the early semester in the four races
conditions. It can be seen that Malay student have higher anxiety level in the early semester
(mean perceived anxiety = 5.657). As for Indian student have the lowest anxiety level in theearly semester where their mean perceived anxiety is 4.393. Chinese students (4.821) and others
races student (4.850) have similar concerns in scores where the mean difference in their
perceived anxiety scores was 0.029. The Std. Deviation indicates the spread of score in the four
races. The largest spread of scores was found in Malay students (1.45658)
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Test of Homogeneity of Variances
Perceived_Anxiety_class_Time1
Levene Statistic df1 df2 Sig.
1.515 3 154 .213
From this above table, we see that the Sig. Value is 0.213, which is greater than 0.05. We cantherefore assume thatthe variances are approximately equal.
ANOVA
Perceived_Anxiety_class_Time1
Sum of Squares df Mean Square F Sig.
Between Groups 17.092 3 5.697 2.821 .041
Within Groups 311.056 154 2.020
Total 328.147 157
From the Anova table, we can see that F(3, 154) = 2.821; p < 0.05. As p < 0.05, this indicates
that there is a significant differences between the four groups. However, it does not state wherethe significance lies. As this result, we can reject our null hypothesis.
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Multiple Comparisons
Dependent Variable: Perceived_Anxiety_class_Time1
LSD
(I) Race (J) Race Mean Difference (I-
J)
Std. Error Sig. 95% Confidence Interval
Lower Bound Upper Bound
Malay
Chinese .83505 .55053 .131 -.2525 1.9226
Indian 1.26362*
.55053 .023 .1761 2.3512
Others .80647 .64692 .214 -.4715 2.0844
Chinese
Malay -.83505 .55053 .131 -1.9226 .2525
Indian .42857 .75967 .573 -1.0721 1.9293
Others -.02857 .83218 .973 -1.6725 1.6154
Indian
Malay -1.26362*
.55053 .023 -2.3512 -.1761
Chinese -.42857 .75967 .573 -1.9293 1.0721
Others -.45714 .83218 .584 -2.1011 1.1868
Others
Malay -.80647 .64692 .214 -2.0844 .4715
Chinese .02857 .83218 .973 -1.6154 1.6725
Indian .45714 .83218 .584 -1.1868 2.1011
*. The mean difference is significant at the 0.05 level.
The Multiple Comparisons table shows al the possible pairwise comparisons for our three groups
of participants. From this table we can see that the difference between Malay and Indian group is
significant, as is the difference between the Chinese and Malay group as the p values are small
and less than 0.05.
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SOALAN 2 (c) (PEARSON CORRELATION)
Menguji hubungan (data parametrik) - kolerasi
Persoalan Kajian:
Adakah terdapat hubungan antara skor persepsi kendiri pelajar dengan skor sikap pelajar
terhadap aktiviti kursus GB6023 pada awal semester?
Hipotesis Kajian:
Ho : Tidak terdapat hubungan antara skor persepsi kendiri pelajar dengan skor sikap pelajar
terhadap aktiviti kursus GB6023 pada awal semester. ( 1 = 2 )
Ha : Terdapat hubungan antara skor persepsi kendiri pelajar dengan skor sikap pelajar
terhadap aktiviti kursus GB6023 pada awal semester. ( 1 2 )
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From the graph above we can see that the student self perception score in the early semester have
weak correlation, r=.194 with the student attitude score in the early semester towards the
GB6023 course activity. This result agree with Cohen (1988) which state that r= .10 to .29 isconsidered as weak correlation.
Correlations
Attitude_towards_cla
ss_Time1
Self_Perception_Tim
e1
Attitude_towards_class_Time1
Pearson Correlation 1 .194*
Sig. (2-tailed) .018
N 155 149
Self_Perception_Time1
Pearson Correlation .194*
1
Sig. (2-tailed) .018
N 149 154
*. Correlation is significant at the 0.05 level (2-tailed).
The Pearson Correlation test statistic = 0.194. SPSS indicates with * that it is significant at the
0.05 level for a two-tailed prediction. The actual p value is shown to be 0.18 and we can
conclude the result as r= 0.194, N = 155, p < 0.05. These result indicate that as the studentattitude score in the early semester towards the GB6023 course activity increase, the student self
perception score in the early semester also increases, which is a positive correlation. As the r
value reported is positive and p < 0.05, we can state that we have a positive correlation betweenour two variables and our null hypothesis can be rejected.
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As the scatter plot diagram above shows that there a no correlation between the two variable.
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SOALAN 2 (e) (Mann-Whitney U Test)
Ujian statistik yang lain.
Persoalan Kajian:
Adakah terdapat perbezaan yang signifikan bagi pelajar yang masih bujang dengan yang sudah
berkahwin antara pelajar lelaki dan perempuan yang mengambil kursus GB6023?
Hipotesis Kajian:
Ho : Tidak terdapat perbezaan min yang signifikan bagi pelajar yang masih bujang dengan
yang sudah berkahwin antara pelajar lelaki dan perempuan yang mengambil kursus
GB6023. (1 = 2 )
Ha : Terdapat perbezaan min yang signifikan bagi pelajar yang masih bujang dengan yang
sudah berkahwin antara pelajar lelaki dan perempuan yang mengambil kursus GB6023.
(1 2 )
Ranks
Gender N Mean Rank Sum of Ranks
Marital Status
Male 35 93.56 3274.50
Female 122 74.82 9128.50
Total 157
Test Statisticsa
Marital Status
Mann-Whitney U 1625.500
Wilcoxon W 9128.500
Z -2.519
Asymp. Sig. (2-tailed) .012
a. Grouping Variable: Gender
The test statistic generally reported is the Mann-Whitney U which is 1625.500 in the above table.The probability value is ascertained by examining the Asymp. Sig (2-tailed). A figure of less
than 0.05 is considered to be indicative of significant differences. The result show that U =
1625.50; p=0.012, p < 0.05. Here we can conclude that there is a significant difference betweenthe marital status and the gender of the participant and null hypothesis can be rejected. Our
hypothesis is also supported by examining the mean ranks that shows male reports a higher mean
ranking of the marital status than female.