Journal of Physics: Conference Series
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PAPER • OPEN ACCESS
Confirmatory factor analysis of critical thinking
disposition test in university biology
To cite this article: J Syahfitri et al 2019 J. Phys.: Conf. Ser. 1280 032001
View the article online for updates and enhancements.
- Evaluation of multiple-flows exhaled nitric
oxide in idiopathic and non-idiopathic
interstitial lung disease
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Bergantini et al.
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SARS-CoV-2 spike protein: a
computational study
Pankaj Attri, Kazunori Koga and Masaharu
Shiratani
- Performance study of a new epoxy resin
IR-3 in HTS-based high-field magnet
application
Huanli Yao, Zhen Zhang, Chengtao Wang
et al.
This content was downloaded from IP address 54.164.3.218 on 02/10/2022 at 04:48
MSCEIS 2018
Journal of Physics: Conference Series
1280 (2019) 032001
IOP Publishing
doi:10.1088/1742-6596/1280/3/032001
Confirmatory factor analysis of critical thinking disposition
test in university biology
J Syahfitri1,2*, H Firman2, S Redjeki2 and S Sriyati2
1
Department of Biology Education, Universitas Muhammadiyah Bengkulu, Kota
Bengkulu, Bengkulu, Indonesia
2
Sekolah Pascasarjana, Universitas Pendidikan Indonesia, Bandung, Indonesia
*Corresponding author’s e-mail: jayanti_syahfitri@student.upi.edu
Abstract. The purpose of this study was to look at the construct validity of the Critical Thinking
Disposition (CTD) Test in Biology. Referring to Facione theory, there are seven indicators of
CTD: truth-seeking, open mind, analyticity, systematicity, self-confidence, inquisitiveness, and
maturity. The instrument used is ten groups of questions consisting of 7 questions that lead to
the CTD. The test is presented in the form of cases relating to biological content and have been
validated by experts. The study involved 526 respondents who are biology education students
from two universities in Bengkulu with study level (year1, 2, 3 and 4). After confirming with
CFA, the results show that the CTD test has suitable construct validity. This result is supported
by the value received from Convergent Validity which includes the factor loading value of more
than 0.5, while the Composite Reliability (CR) and Average Variance Extract (AVE) values for
seven indicators of CTD are truth-seeking (CR=0.96, AVE=0.72), open mind (CR=0.94,
AVE=0.61), analyticity (CR=0.97, AVE=0.76), systematicity (CR=0.96, AVE=0.69), self
confidence (CR=0.98, AVE=0.83), inquisitiveness (CR=0.93, AVE=0.56) and maturity
(CR=0.97, AVE=0.75). From the results can be concluded that the test has construct validity and
high composite reliability to measure the CTD in biology.
1. Introduction
The ability to analyze and evaluate is part of critical thinking skills that are needed in the face of the
evolving conditions of the world [1]. Critical thinking is the main target developed in the educational
environment. Critical thinking is considered one way to address the global challenges that are being
faced. And in fact, critical thinking has been set as the main goal in the academic field, especially
education in college [2]. This is also confirmed by the statement that critical thinking is the characteristic
of a college graduate [3].
Critical thinking skills allow someone to select, organize, analyze, and use the information they need
[3]. Disposition and skills are part of critical thinking that cannot be separated from its role. Disposition
is considered a specific component while skill is called as common component [4]. Critical thinking
skills lead to a person’s ability to carry out interpretation, analysis, conclusions, evaluation, explanation,
and self-regulation. While critical thinking disposition is the attitude that has an important role in
determining one’s critical thinking skills [5]. In addition, critical thinking dispositions also involve
attitudes, motivations, and thinking habits are considered a factor in determining whether a person is
able to use his thinking skills well [5].
Content from this work may be used under the terms of the Creative Commons Attribution 3.0 licence. Any further distribution
of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI.
Published under licence by IOP Publishing Ltd
1
MSCEIS 2018
Journal of Physics: Conference Series
1280 (2019) 032001
IOP Publishing
doi:10.1088/1742-6596/1280/3/032001
Furthermore, before developing the critical thinking ability of a person should first look at how
critical thinking dispositions are as a pre-requisite for having critical thinking skills [6]. Thus, the critical
thinking disposition is a pre-requisite to the development of effective critical thinking [7] and the attitude
that someone needs in using critical thinking skills [8]. Referring to Facione theory, critical thinking
dispositions consists of truth-seeking, open-mindedness, analyticity, systematicity, self-confident,
inquisitiveness and maturity [9].
Many studies have been conducted both inside and outside the country related to the development
effort of the critical thinking disposition of students in college. So far the research is looking at the
critical thinking disposition with a general nature that is using inventory scale, there is no research that
focuses on specific areas such as biological materials. Given the critical thinking of being a demand in
the college curriculum in preparation for the 21st century, it means the need to insert a cognitive domain
in critical thinking disposition instruments. Thus, the need for the development of critical thinking
disposition instruments is in the form of tests. The instrument test is considered to be more objective
than the measurement through the inventory scale. However, inventory scale measurements provide a
great opportunity for deceptive answers from respondent [10], [11], [12]. And the fact that a trick
answers can cause low validity of an instrument used in measuring a variable [13], [14]. This study
shows how the results of the construct validity of the test to measure critical thinking disposition in the
biology of higher education. The critical thinking disposition test developed includes biological content
that is broadly divided into 4 groups of materials: 1) the diversity of living things and ecology, 2) the
structure and function of living things, 3) biotechnology, 4) genetics and evolution. The questions for
each group of material are presented in case form consisting of seven questions leading to the critical
thinking disposition.
This research aims to validate the draft of Critical Thinking Disposition Test in Biology. Therefore
Confirmatory Factor Analysis is very necessary to confirm and validate the construct items from the test
developed. The results of Confirmatory Factor Analysis describes which construct items can represent
indicators of critical thinking disposition. Thus, the Critical Thinking Disposition Test in Biology is
valid and have a good instrument criterion for measuring one’s disposition.
2. Methods
This study used the Confirmatory Factor Analysis method to test the construct validity that consisting
of three analytical procedures (convergent validity), namely: factor loading, composite reliability, and
average variance extract [15]. The relationship between construct items on question developed with
critical thinking disposition indicators can be analyzed through the factor loading value. The factor
loading value was acceptable when the constructed object has a value of more than 0.5. Composite
Reliability was used for the reliability test with value criteria more than 0.7. Average Variance Extract
was confirmatory test by looking at the average variance extract between indicators of a latent variable.
The last method used the number of the correlation between the construct with its indicators, and the
acceptable value of Average Variance Extract is more than 0.5 [16]. The respondents in this research
involved 526 students of biology education with the level of study (year 1, year 2, year 3, and year 4).
This research was conducted in two Universities in Bengkulu.
Ten question groups were consisting of seven multiple choice questions that lead to critical thinking
disposition. The instrument used in this research had been validated by validators that have taken from
lecturers who are considered as the experts in biology content and assessment. The experts involved 6
(six) lecturers from Universitas Pendidikan Indonesia and University of Muhammadiyah Bengkulu. The
questions form in the Critical Thinking Disposition Test in Biology were presented through cases
relating to biological content, in which each case was developed from four main groups of biological
aspects.
In this research, there were two procedures performed in analyzing the data. The methods include:
1) Demographic information of respondents (namely: gender, age, grade of study and institution)
analyzed by descriptive with using SPSS Software version 20, 2) the construct validity on Critical
Thinking Disposition Test in Biology confirmed by Confirmatory Factor Analysis method using AMOS
version 20. To assist in the process of analyzing data through Confirmatory Factor Analysis, each
2
MSCEIS 2018
Journal of Physics: Conference Series
1280 (2019) 032001
IOP Publishing
doi:10.1088/1742-6596/1280/3/032001
indicator of critical thinking disposition is given a code namely TS for Truth Seeking, OM for Open
Mind, AN for Analyticity, SIS for Systematicity, SC for Self Confidence, IN for Inquisitiveness, and
MA for Maturity. Furthermore, respondents' answers that have been grouped by code for each indicator
are inputted into the AMOS application based on each indicator of critical thinking disposition which is
the first step in the Confirmatory Factor Analysis.
3. Result and Discussion
The first step in describing the outcome of Confirmatory Factor Analysis analyzed the feasibility of the
overall model fit. There were some methods to identify model fit, namely: Chi Squares test, Goodness
of Fit indices, Adjusted Goodness of Fit Indices and Root Mean Squares Residual. From some methods
of model fittest, the model could be said as suitable if it has at least one of the methods. However, the
model of Critical Thinking Disposition Test in Biology considered would be better if it has more than
one of the criteria [17]. Model fit test for critical thinking disposition model could be seen in Table 1:
Table 1. Feasibility criteria of the critical thinking disposition test in biology model
Criteria of Feasibility
Criteria Value
[16]
Critical Thinking
Disposition Test Model
CMIN/df
≤3
2.272
RMSEA
GFI
≤ 0.08
≥ 0.90
0.049
0.760
RMR
TLI
CFI
PNFI
˂ 0.50
≥ 0.90
≥ 0.90
The higher is better
0.008
0.927
0.930
0.848
Based on Table 1 shows that the critical thinking disposition model with the number of respondents
of 526 student's biology education is considered feasible, which it has the CMIN/df is 2.272. The result
of the model fit test of critical thinking disposition test after confirmed by Confirmatory Factor Analysis
was as shown in Table 1 shows that several of the indicators are fit, among others: RMSEA=0.049,
RMR=0.008, PNFI=0.848, TLI =0.927, and CFI =0.930. Only on the Good Fit Index criteria does not
meet the value of feasibility is 0.76. But, it is number that is still close to number one, so that the value
can even be said to meet the standard of test value. Also, the results show that the model of critical
thinking disposition test has more than one value of feasibility criteria. Thus, it can be concluded that
the measurement critical thinking disposition model is feasible to use. Furthermore, in Figure 1 can be
seen based on Confirmatory Factor Analysis result indicates that the value of 10 question groups for
seven indicators of critical thinking disposition is said to be acceptable that has a factor loading more
than 0.5.
3
MSCEIS 2018
Journal of Physics: Conference Series
1280 (2019) 032001
IOP Publishing
doi:10.1088/1742-6596/1280/3/032001
Figure 1. Confirmed model of critical thinking disposition test in biology
After obtaining the factor loading for seven indicators of critical thinking disposition, the next step
in convergent validity test is analyzing the value of Average Variance Extract and the Composite
Reliability which can be seen in Table 2.
Table 2. Convergent Validity
Constructs
Convergent Validity
1
2
3
Truthseeking
AVE
0.72
CR
0.96
1
0.946
2
0.852
3
0.903
4
0.817
Factor
5
0.823
Loading 6
0.797
7
0.855
8
0.795
9
0.839
10 0.836
Open Analyticity
mind
0.62
0.76
0.94
0.97
0.869
0.799
0.798
0.769
0.740
0.905
0.718
0.887
0.801
0.931
0.786
0.943
0.750
0.919
0.796
0.947
0.733
0.787
0.753
0.823
4
Systema
ticity
0.69
0.96
0.895
0.882
0.869
0.740
0.782
0.778
0.877
0.834
0.867
0.787
Selfconfident
0.83
0.98
0.912
0.976
0.958
0.973
0.933
0.934
0.898
0.921
0.835
0.760
Inquisiti Maturity
veness
0.56
0.75
0.93
0.97
0.732
0.857
0.740
0.876
0.750
0.851
0.742
0.747
0.832
0.937
0.766
0.908
0.809
0.955
0.634
0.839
0.792
0.849
0.674
0.812
MSCEIS 2018
Journal of Physics: Conference Series
1280 (2019) 032001
IOP Publishing
doi:10.1088/1742-6596/1280/3/032001
From Table 2 the Average Variance Extract and the Composite Reliability value of the seven critical
thinking disposition indicators are acceptable. The analysis of Average Variance Extract is the last step
in looking at convergent validity. The Average Variance Extract value is as follows: truth-seeking 0.72,
open mind 0.62, analyticity 0.76, systematicity 0.69, self-confidence 0.83, inquisitiveness 0.56, and
maturity 0.75. Furthermore, the reliability value of Critical Thinking Disposition Tests in Biology was
analyzed through Composite Reliability. Composite Reliability can be used as another alternative in
looking at the reliability of an instrument [18]. The analysis found that all indicators have good reliability
value (more than 0.7) that is truth-seeking 0.96, open mind 0.94, analyticity 0.97, systematicity 0.96,
self-confidence 0.98, inquisitiveness 0.93, and maturity 0.97.
Based on the findings can be concluded that the Critical Thinking Disposition Tests in Biology has
good convergent validity. It describes that Critical Thinking Disposition Tests in Biology have met the
criteria of good instruments. The questions on the test have been considered to represent each biology
material and indicators of critical thinking disposition, so that can measure one's disposition in biology.
The use of Critical Thinking Disposition Test in Biology can provide a significant contribution in
realizing curriculum objectives in higher education, namely creating graduates who have critical
thinking skills. The existence of this test can help educators determine what efforts will be made in
improving one's critical thinking both disposition and ability.
4. Conclusion
Based on Confirmatory Factor Analysis it can be concluded that the Critical Thinking Disposition Test
in Biology in higher education has acceptable construct validity. The result of construct validity test
shows that 10 question groups for all critical thinking disposition indicators are valid. The questions
also indicate the high Composite Reliability. Thus, this instrument can be used to measure critical
thinking disposition of students in the biological context. For further researcher can use this instrument
in the learning process for students of biology education. It is used to predict the extent to which the
disposition of students to have the ability to think critically. Critical thinking disposition is fundamental
in determining the success of one's academic field, besides that it is one of the efforts in facing the 21st
century.
5. References
[1] Kirmizi F, Saygi C and Yurdakal I 2015 Determine the relationship between the disposition of
critical thinking and the perception about problem solving skills Procedia – Social and
Behavioral Sciences 191 657-661
[2] Bok D 2006 Our Underachieving Colleges: A Candid Look At How Much College Students Learn
And Why They Should Be Learning More (Princeton NJ: Princeton University Press)
[3]
Demirhan E, Besoluk S, and Ismail O 2011 The change in academic achievement and critical
thinking disposition scores of pre-service science teachers over time Western Anatolia Journal
of Educational Sciences (WAJES) 1308-8971
[4] Facione P A 1990 Critical thinking: A statement of expert consensus for purposes of educational
assessment and instruction (Millbrae, CA: The California Academic Press)
[5] Ghadi I, Alwi N H, Bakar K A and Talib O 2012 Construct validity examination of critical
thinking dispositions for undergraduate students in University Putra Malaysia Journal Higher
Education Studies 2 138-144
[6] Facione P A 2000 The disposition toward critical thinking: its character, measurement, and
relation to critical thinking skill Informal Logic 20 61-84
[7] Foluso O 2014 Critical thinking dispositions of nursing faculty in Southwestern Nigeria
International Journal of Research in Applied, Natural and Social Sciences
(IMPACT:IJRANSS) 2 127-134
[8] Foluso O and Caserina T 2014 Assessment of critical thinking dispositions of nursing students in
Southwestern Nigeria International Journal of Research in Applied, Natural and Social
Sciences (IMPACT:IJRANSS) 2 7-16
5
MSCEIS 2018
Journal of Physics: Conference Series
1280 (2019) 032001
IOP Publishing
doi:10.1088/1742-6596/1280/3/032001
[9]
Facione P A, Giancarlo and Joanne G 1995 The disposition toward critical thinking Journal of
General Education 44 1-25
[10] Widhiarso W 2010 Kecenderungan Subjek Memberikan Respon Menipu Terhadap Skala
Psikologi (Universitas Gajah Mada)
[11] Widhiarso W 2011 Orientasi Kepatutan Social dan Respon Tipuan Pada Alat Ukur Dalam
Konteks Seleksi Kerja BENEFIT Jurnal Manajemen dan Bisnis 15 79-90
[12] Marcus B 2009 ‘Faking’ from the applicant perspective: A theory of self-presentation in personnel
selection settings International Journal of Selection and Assessment 17 417-430
[13] Nederhof A J 1985 Methods of coping with social desirability bias: A review European Journal
of Social Psychology 15 263-280
[14] Furnham A 1986 Response bias, social desirability and dissimulation Personality and Individual
Differences 7 385-400
[15] Fornell C and Lacker D F 1981 Evaluating structural equation models with unobservable variables
and measurement error Journal of Marketing Research 18 39-50
[16] Hair J F, Black W C, Balin B J and Anderson R E 2010 Multivariate data analysis (Maxwell
Macmillan International Editions)
[17] Widarjono A 2015 Analisis multivariate terapan (Yogyakarta: UPP STIM YKPN)
[18] Bollen K A and Long J S 1993 Testing Structural equation models (Bury Park, CA: Sage)
Acknowledgments
I want to give gratitude to KEMENRISTEK-DIKTI that funded the BPPDN scholarship and author wish
to thank to all of the biology education faculty who participated in this research.
6
Journal of Physics: Conference Series
You may also like
PAPER • OPEN ACCESS
Confirmatory factor analysis of critical thinking
disposition test in university biology
To cite this article: J Syahfitri et al 2019 J. Phys.: Conf. Ser. 1280 032001
View the article online for updates and enhancements.
- Evaluation of multiple-flows exhaled nitric
oxide in idiopathic and non-idiopathic
interstitial lung disease
Paolo Cameli, Elena Bargagli, Laura
Bergantini et al.
- Possible impact of plasma oxidation on the
structure of the C-terminal domain of
SARS-CoV-2 spike protein: a
computational study
Pankaj Attri, Kazunori Koga and Masaharu
Shiratani
- Performance study of a new epoxy resin
IR-3 in HTS-based high-field magnet
application
Huanli Yao, Zhen Zhang, Chengtao Wang
et al.
This content was downloaded from IP address 3.93.64.66 on 02/10/2022 at 04:48
MSCEIS 2018
Journal of Physics: Conference Series
1280 (2019) 032001
IOP Publishing
doi:10.1088/1742-6596/1280/3/032001
Confirmatory factor analysis of critical thinking disposition
test in university biology
J Syahfitri1,2*, H Firman2, S Redjeki2 and S Sriyati2
1
Department of Biology Education, Universitas Muhammadiyah Bengkulu, Kota
Bengkulu, Bengkulu, Indonesia
2
Sekolah Pascasarjana, Universitas Pendidikan Indonesia, Bandung, Indonesia
*Corresponding author’s e-mail: jayanti_syahfitri@student.upi.edu
Abstract. The purpose of this study was to look at the construct validity of the Critical Thinking
Disposition (CTD) Test in Biology. Referring to Facione theory, there are seven indicators of
CTD: truth-seeking, open mind, analyticity, systematicity, self-confidence, inquisitiveness, and
maturity. The instrument used is ten groups of questions consisting of 7 questions that lead to
the CTD. The test is presented in the form of cases relating to biological content and have been
validated by experts. The study involved 526 respondents who are biology education students
from two universities in Bengkulu with study level (year1, 2, 3 and 4). After confirming with
CFA, the results show that the CTD test has suitable construct validity. This result is supported
by the value received from Convergent Validity which includes the factor loading value of more
than 0.5, while the Composite Reliability (CR) and Average Variance Extract (AVE) values for
seven indicators of CTD are truth-seeking (CR=0.96, AVE=0.72), open mind (CR=0.94,
AVE=0.61), analyticity (CR=0.97, AVE=0.76), systematicity (CR=0.96, AVE=0.69), self
confidence (CR=0.98, AVE=0.83), inquisitiveness (CR=0.93, AVE=0.56) and maturity
(CR=0.97, AVE=0.75). From the results can be concluded that the test has construct validity and
high composite reliability to measure the CTD in biology.
1. Introduction
The ability to analyze and evaluate is part of critical thinking skills that are needed in the face of the
evolving conditions of the world [1]. Critical thinking is the main target developed in the educational
environment. Critical thinking is considered one way to address the global challenges that are being
faced. And in fact, critical thinking has been set as the main goal in the academic field, especially
education in college [2]. This is also confirmed by the statement that critical thinking is the characteristic
of a college graduate [3].
Critical thinking skills allow someone to select, organize, analyze, and use the information they need
[3]. Disposition and skills are part of critical thinking that cannot be separated from its role. Disposition
is considered a specific component while skill is called as common component [4]. Critical thinking
skills lead to a person’s ability to carry out interpretation, analysis, conclusions, evaluation, explanation,
and self-regulation. While critical thinking disposition is the attitude that has an important role in
determining one’s critical thinking skills [5]. In addition, critical thinking dispositions also involve
attitudes, motivations, and thinking habits are considered a factor in determining whether a person is
able to use his thinking skills well [5].
Content from this work may be used under the terms of the Creative Commons Attribution 3.0 licence. Any further distribution
of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI.
Published under licence by IOP Publishing Ltd
1
MSCEIS 2018
Journal of Physics: Conference Series
1280 (2019) 032001
IOP Publishing
doi:10.1088/1742-6596/1280/3/032001
Furthermore, before developing the critical thinking ability of a person should first look at how
critical thinking dispositions are as a pre-requisite for having critical thinking skills [6]. Thus, the critical
thinking disposition is a pre-requisite to the development of effective critical thinking [7] and the attitude
that someone needs in using critical thinking skills [8]. Referring to Facione theory, critical thinking
dispositions consists of truth-seeking, open-mindedness, analyticity, systematicity, self-confident,
inquisitiveness and maturity [9].
Many studies have been conducted both inside and outside the country related to the development
effort of the critical thinking disposition of students in college. So far the research is looking at the
critical thinking disposition with a general nature that is using inventory scale, there is no research that
focuses on specific areas such as biological materials. Given the critical thinking of being a demand in
the college curriculum in preparation for the 21st century, it means the need to insert a cognitive domain
in critical thinking disposition instruments. Thus, the need for the development of critical thinking
disposition instruments is in the form of tests. The instrument test is considered to be more objective
than the measurement through the inventory scale. However, inventory scale measurements provide a
great opportunity for deceptive answers from respondent [10], [11], [12]. And the fact that a trick
answers can cause low validity of an instrument used in measuring a variable [13], [14]. This study
shows how the results of the construct validity of the test to measure critical thinking disposition in the
biology of higher education. The critical thinking disposition test developed includes biological content
that is broadly divided into 4 groups of materials: 1) the diversity of living things and ecology, 2) the
structure and function of living things, 3) biotechnology, 4) genetics and evolution. The questions for
each group of material are presented in case form consisting of seven questions leading to the critical
thinking disposition.
This research aims to validate the draft of Critical Thinking Disposition Test in Biology. Therefore
Confirmatory Factor Analysis is very necessary to confirm and validate the construct items from the test
developed. The results of Confirmatory Factor Analysis describes which construct items can represent
indicators of critical thinking disposition. Thus, the Critical Thinking Disposition Test in Biology is
valid and have a good instrument criterion for measuring one’s disposition.
2. Methods
This study used the Confirmatory Factor Analysis method to test the construct validity that consisting
of three analytical procedures (convergent validity), namely: factor loading, composite reliability, and
average variance extract [15]. The relationship between construct items on question developed with
critical thinking disposition indicators can be analyzed through the factor loading value. The factor
loading value was acceptable when the constructed object has a value of more than 0.5. Composite
Reliability was used for the reliability test with value criteria more than 0.7. Average Variance Extract
was confirmatory test by looking at the average variance extract between indicators of a latent variable.
The last method used the number of the correlation between the construct with its indicators, and the
acceptable value of Average Variance Extract is more than 0.5 [16]. The respondents in this research
involved 526 students of biology education with the level of study (year 1, year 2, year 3, and year 4).
This research was conducted in two Universities in Bengkulu.
Ten question groups were consisting of seven multiple choice questions that lead to critical thinking
disposition. The instrument used in this research had been validated by validators that have taken from
lecturers who are considered as the experts in biology content and assessment. The experts involved 6
(six) lecturers from Universitas Pendidikan Indonesia and University of Muhammadiyah Bengkulu. The
questions form in the Critical Thinking Disposition Test in Biology were presented through cases
relating to biological content, in which each case was developed from four main groups of biological
aspects.
In this research, there were two procedures performed in analyzing the data. The methods include:
1) Demographic information of respondents (namely: gender, age, grade of study and institution)
analyzed by descriptive with using SPSS Software version 20, 2) the construct validity on Critical
Thinking Disposition Test in Biology confirmed by Confirmatory Factor Analysis method using AMOS
version 20. To assist in the process of analyzing data through Confirmatory Factor Analysis, each
2
MSCEIS 2018
Journal of Physics: Conference Series
1280 (2019) 032001
IOP Publishing
doi:10.1088/1742-6596/1280/3/032001
indicator of critical thinking disposition is given a code namely TS for Truth Seeking, OM for Open
Mind, AN for Analyticity, SIS for Systematicity, SC for Self Confidence, IN for Inquisitiveness, and
MA for Maturity. Furthermore, respondents' answers that have been grouped by code for each indicator
are inputted into the AMOS application based on each indicator of critical thinking disposition which is
the first step in the Confirmatory Factor Analysis.
3. Result and Discussion
The first step in describing the outcome of Confirmatory Factor Analysis analyzed the feasibility of the
overall model fit. There were some methods to identify model fit, namely: Chi Squares test, Goodness
of Fit indices, Adjusted Goodness of Fit Indices and Root Mean Squares Residual. From some methods
of model fittest, the model could be said as suitable if it has at least one of the methods. However, the
model of Critical Thinking Disposition Test in Biology considered would be better if it has more than
one of the criteria [17]. Model fit test for critical thinking disposition model could be seen in Table 1:
Table 1. Feasibility criteria of the critical thinking disposition test in biology model
Criteria of Feasibility
Criteria Value
[16]
Critical Thinking
Disposition Test Model
CMIN/df
≤3
2.272
RMSEA
GFI
≤ 0.08
≥ 0.90
0.049
0.760
RMR
TLI
CFI
PNFI
˂ 0.50
≥ 0.90
≥ 0.90
The higher is better
0.008
0.927
0.930
0.848
Based on Table 1 shows that the critical thinking disposition model with the number of respondents
of 526 student's biology education is considered feasible, which it has the CMIN/df is 2.272. The result
of the model fit test of critical thinking disposition test after confirmed by Confirmatory Factor Analysis
was as shown in Table 1 shows that several of the indicators are fit, among others: RMSEA=0.049,
RMR=0.008, PNFI=0.848, TLI =0.927, and CFI =0.930. Only on the Good Fit Index criteria does not
meet the value of feasibility is 0.76. But, it is number that is still close to number one, so that the value
can even be said to meet the standard of test value. Also, the results show that the model of critical
thinking disposition test has more than one value of feasibility criteria. Thus, it can be concluded that
the measurement critical thinking disposition model is feasible to use. Furthermore, in Figure 1 can be
seen based on Confirmatory Factor Analysis result indicates that the value of 10 question groups for
seven indicators of critical thinking disposition is said to be acceptable that has a factor loading more
than 0.5.
3
MSCEIS 2018
Journal of Physics: Conference Series
1280 (2019) 032001
IOP Publishing
doi:10.1088/1742-6596/1280/3/032001
Figure 1. Confirmed model of critical thinking disposition test in biology
After obtaining the factor loading for seven indicators of critical thinking disposition, the next step
in convergent validity test is analyzing the value of Average Variance Extract and the Composite
Reliability which can be seen in Table 2.
Table 2. Convergent Validity
Constructs
Convergent Validity
1
2
3
Truthseeking
AVE
0.72
CR
0.96
1
0.946
2
0.852
3
0.903
4
0.817
Factor
5
0.823
Loading 6
0.797
7
0.855
8
0.795
9
0.839
10 0.836
Open Analyticity
mind
0.62
0.76
0.94
0.97
0.869
0.799
0.798
0.769
0.740
0.905
0.718
0.887
0.801
0.931
0.786
0.943
0.750
0.919
0.796
0.947
0.733
0.787
0.753
0.823
4
Systema
ticity
0.69
0.96
0.895
0.882
0.869
0.740
0.782
0.778
0.877
0.834
0.867
0.787
Selfconfident
0.83
0.98
0.912
0.976
0.958
0.973
0.933
0.934
0.898
0.921
0.835
0.760
Inquisiti Maturity
veness
0.56
0.75
0.93
0.97
0.732
0.857
0.740
0.876
0.750
0.851
0.742
0.747
0.832
0.937
0.766
0.908
0.809
0.955
0.634
0.839
0.792
0.849
0.674
0.812
MSCEIS 2018
Journal of Physics: Conference Series
1280 (2019) 032001
IOP Publishing
doi:10.1088/1742-6596/1280/3/032001
From Table 2 the Average Variance Extract and the Composite Reliability value of the seven critical
thinking disposition indicators are acceptable. The analysis of Average Variance Extract is the last step
in looking at convergent validity. The Average Variance Extract value is as follows: truth-seeking 0.72,
open mind 0.62, analyticity 0.76, systematicity 0.69, self-confidence 0.83, inquisitiveness 0.56, and
maturity 0.75. Furthermore, the reliability value of Critical Thinking Disposition Tests in Biology was
analyzed through Composite Reliability. Composite Reliability can be used as another alternative in
looking at the reliability of an instrument [18]. The analysis found that all indicators have good reliability
value (more than 0.7) that is truth-seeking 0.96, open mind 0.94, analyticity 0.97, systematicity 0.96,
self-confidence 0.98, inquisitiveness 0.93, and maturity 0.97.
Based on the findings can be concluded that the Critical Thinking Disposition Tests in Biology has
good convergent validity. It describes that Critical Thinking Disposition Tests in Biology have met the
criteria of good instruments. The questions on the test have been considered to represent each biology
material and indicators of critical thinking disposition, so that can measure one's disposition in biology.
The use of Critical Thinking Disposition Test in Biology can provide a significant contribution in
realizing curriculum objectives in higher education, namely creating graduates who have critical
thinking skills. The existence of this test can help educators determine what efforts will be made in
improving one's critical thinking both disposition and ability.
4. Conclusion
Based on Confirmatory Factor Analysis it can be concluded that the Critical Thinking Disposition Test
in Biology in higher education has acceptable construct validity. The result of construct validity test
shows that 10 question groups for all critical thinking disposition indicators are valid. The questions
also indicate the high Composite Reliability. Thus, this instrument can be used to measure critical
thinking disposition of students in the biological context. For further researcher can use this instrument
in the learning process for students of biology education. It is used to predict the extent to which the
disposition of students to have the ability to think critically. Critical thinking disposition is fundamental
in determining the success of one's academic field, besides that it is one of the efforts in facing the 21st
century.
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MSCEIS 2018
Journal of Physics: Conference Series
1280 (2019) 032001
IOP Publishing
doi:10.1088/1742-6596/1280/3/032001
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Acknowledgments
I want to give gratitude to KEMENRISTEK-DIKTI that funded the BPPDN scholarship and author wish
to thank to all of the biology education faculty who participated in this research.
6