Asia-Pacific Forum on Science Learning and Teaching, Volume 19, Issue 1, Article 4 (Jun., 2018)
Bowo SUGIHARTO, Aloysius Duran COREBIMA, Herawati SUSILO and IBROHIM
A comparison of types of knowledge of cognition of pre-service biology teachers

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Results of Research

Metacognitive knowledge (declarative knowledge, procedural knowledge, and conditional knowledge) present differences in their means and standard deviations. The data description for declarative knowledge (DK), procedural knowledge (PK), and conditional knowledge (CK) are shown in Table I.

Table I. Description of the values for knowledge of cognition

Knowledge of cognition - type
N
Mean
Std. deviation
Std. error
Minimum
Maximum
DK 122 72.85 8.93223 .80869 50.00 95.00
PK 122 73.98 10.92685 .98927 45.00 100.00
CK 122 76.72 9.14191 .82767 56.00 100.00
Total 366 74.52 9.19461 .51318 45.00 100.00

The summary of the results of the normality test of the distribution of the data related to the three types of knowledge is presented in Table II.

Table II. Summary of normality test results

Knowledge
Shapiro-Wilk test
Statistic
df
p
DK .988 122 .359
PK .980 122 .061
CK .979 122 .054

Furthermore, the summary of the results of the homogeneity test using Levene’s test are presented in Table III.

Table III. Summary of the results of the statistics test

Levene statistic

df1

df2

p

2.830

2

363

.060

The two assumption-test results show that hypothesis testing can be performed. The summary of the ANOVA test is presented in Table IV.

Table IV. Summary of the ANOVA test

 

Sum of squares
df
Mean square
F
p
Between groups 968.272 2 484.136 5.137 .006
Within groups 34213.395 363 94.252    
Total 35181.667 365      

The results of the ANOVA test presented in Table IV show that there are significant differences between the three types of metacognitive knowledge, namely DK, PK, and CK. To determine which knowledge of cognition is the most different, a post hoc analysis was performed. The summary of the post hoc test using LSD is presented in Table V.

Table V. Summary of LSD test results on the cognitive knowledge of biology students

Knowledge type
Average
LSD notation
DK 72.8484 a
PK 73.9754 a
CK 76.7213 b

Table V shows that there was no significant difference between DK and PK. The most striking difference was for CK, which had the highest average among the knowledge types, and significantly differed from DK and PK. It is the case that the three types of knowledge are interrelated with one another; declarative knowledge supports procedural knowledge and conditional knowledge.

 


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