IJCER
doi: 10.20885/ijcer.vol7.iss1.art3
p-ISSN 2549-9947
e-ISSN 2614-1426
Ollero, J.C.
The Analysis of the Grade 10 Students’ Retention Level
of Basic Biology Concepts and Terminologies in
Relation to their Learning Styles
James C. Ollero a, *
a Saint
Mary’s University, Bayombong, Nueva Vizcaya, 3700, Philippines – School of Graduate
Studies
*Corresponding
author: jamescapollero14@gmail.com
Received: December 01, 2022; Accepted: December 26, 2022; Published: April 15, 2023
ABSTRACT: Science subjects, or specifically biology, contain many concepts and terminologies that
require extensive effort in memorizing. As a result, students are employing their own learning styles to
learn things in the best possible way. Thus, this study aimed to investigate the possible relationship
between the students’ retention level in biology and learning styles in the course. A descriptivecorrelational research design was utilized to determine the relationship between the retention level
and learning styles of Grade 10 students in biology. A retention test was conducted that seeks to
evaluate the retention level of the respondents in their biology subjects. Respondents were asked to
select the best way on how they are learning biology effectively, as part of the retention test. Each of
the ways indicated corresponds to a specific learning style category following the Visual, Auditory,
Read, and Kinesthetic (VARK) Learning styles Model. Findings revealed that the majority of the
respondents were Visual Learners comprised of 51.61% of the population and a portion of 38.71% of
the respondents have an Outstanding Level of Retention in basic biology concepts and terminologies.
In addition, the overall retention level category of the population is with Satisfactory Level of
Retention, which was based on their mean percentage score. Furthermore, it has been proven that
there is none to very weak relationship between the retention level and learning styles of the
respondents where it gained a correlation level of 0.151, on which correlation is significant at 0.01
level, which strength of the linear relationship is categorized under none to the extremely weak
relationship. It has been concluded that many factors, aside from learning styles, may affect the
students’ retention of learning biology.
Keywords: retention level, learning styles, biology education, terminologies, remembering
INTRODUCTION
Biology, as an academic discipline, is filled with numerous terminologies and concepts. As such,
some high school students tend to dislike biology of subjects because of its comprehensive
terminologies and concepts and a number of other related factors. These terminologies are essential
to unlock difficulties without which, students cannot understand and comprehend the concurrent and
succeeding topics related to it. It is also the nature of the discipline to require memorization of terms
and concepts, thus the difficulty of reviewing and mastering these terms is encountered by many
students studying biology. In Bloom’s Taxonomy of learning objectives, remembering is the
fundamental step toward reaching higher levels of cognitive thinking. Declarative knowledge is a
prerequisite for procedural knowledge. As such, without mastery of key terminologies and concepts in
a learning discipline, a further and higher form of learning cannot occur. Retention of learned
knowledge is described as having the information stored in long-term memory in a way that allows it
to be retrieved quickly, such as in response to standard prompts. Retention is having the knowledge
stored in long-term memory in such a way that it may be retrieved quickly, such as in response to
regular prompts [1]. The process by which knowledge gained in one context is utilized to solve a
problem or make sense of a situation in another is known as a transfer. Learning retention is the
capacity to retain additional knowledge in long-term memory and remember it later. When undergoing
11
International Journal of Chemistry Education Research – Vol. 7, lss. 1, April 2023
IJCER
Ollero, J.C.
a course, this is vital [2]. Retention level is important to measure because it is the sole purpose of the
academe, to produce lifelong learners.
Memorization is the foundational level of knowledge that is needed to be taught correctly and
mastered by the students before they can be taught higher-order thinking skills in using the same
concept or discipline [3]. Learning at the higher level of taxonomies is dependent on how lower levels
of prerequisite knowledge and skills are attained. Furthermore, recent studies show and argue that
understanding and memorization are necessary for learning concepts in biology [4]. In connection to
this, a set clear for choosing content, teaching, and determining students’ progress are all involved in
mastery learning [5]. The effectiveness of students’ span of retention of information is based on the
instruction used to teach a specific subject if it caters to their learning needs and styles of learning a
subject. It is a fact that learners have their own learning styles, methods, and techniques to retain
information better and longer.
There are four major types of learners, according to the VARK model: visual, auditory,
reading/writing, and kinesthetic [6]. Students learn best, which includes retaining information when
they use their individual learning methods or styles. Learning preferences refer to a learner's
preference for particular educational modalities over others, such as online video versus in-person
instruction. They differ from learning styles in that they do not rely on a learner's ability to learn best
when all teaching is presented through one sense—visual, aural, or kinesthetic. Written and spoken
explanations provide more value to verbal learners. When knowledge is given both visually and
vocally, everyone learns more. Learning style is an individual's inclination or predisposition to receive
and process information in a certain way or combination of ways. Learning style is a complicated
manner in which, and situations under which, learners most efficiently and effectively perceive,
process, store, and recall what they are attempting to learn, James and Gardner, write in their
definition of learning style [7]. Most learning style assessments ask people to evaluate what type of
information presentation they prefer (e.g., words versus pictures versus speech), although
assessment instruments are extremely diverse, and/or what type of mental activity they find most
engaging or congenial (e.g., analysis versus listening) [8]. Naturally, the best educational approach
will vary from person to person in various ways. Differences in educational backgrounds, in particular,
can be a crucial factor in optimizing instruction. For example, because new learning builds on
previous learning, an individual student's prior knowledge is bound to affect the degree and type of
instructional activities that are most appropriate for that student.
The Philippines scored the lowest in science and mathematics among 58 nations in the most
current worldwide evaluation by The Trends in International Mathematics and Science Study. The
Trends in International Mathematics and Science Study (TIMSS) defined four international
benchmarks along a scale to measure students' competency in science and mathematics such as the
Advanced International Benchmark (625), High International Benchmark (550), Intermediate
International Benchmark (475) and Low International Benchmark (400). The Philippines' science
marks of 297 and 249 are "substantially lower" than those of any other participating nations. Even
though students in Grades 4 and 8 take the TIMMS exam, the Philippines has only administered the
Grade 4 exam for this cycle. The low math criteria, which indicates that learners possess "some basic
mathematical knowledge," was only satisfied by 19% of Filipino students, and 81% of them did not
even come remotely close. However, the science standard found that just 13% of Filipino students
achieved the low criterion, indicating that they displayed "limited knowledge of scientific ideas and
inadequate mastery of key science facts," while 87% of students did not even reach this level. This is
a warning sign that the educational system in our nation is suffering, particularly in the subjects of
science and mathematics. The results of this assessment generally reveal that “retention” of science
and mathematics among Filipino students is not effectively retained and restored.
Therefore, this study aimed to analyze the correlation between the Grade 10 students’ retention
level in basic biology concepts and terminologies and their learning styles as a baseline study and
diagnostic to ponder what may significantly affect the retention of concepts and terminologies of
students in science, specifically in biology.
The study aimed to analyze the relationship between Grade 10 students’ retention level of basic
biology concepts and terminologies and their learning styles. Specifically, it aimed to investigate the
following problems:
1. What are the learning styles and retention levels of the respondents in the context of
learning biology?
2. What is the overall retention level of the class in basic biology concepts and
terminologies?
3. What is the relationship or correlation between the students’ retention level of Biology
concepts and terminology to their Learning styles?
International Journal of Chemistry Education Research – Vol. 7, lss. 1, April 2023
12
IJCER
Ollero, J.C.
METHOD
Research Design
This research activity employed a descriptive-correlational research design whereby it aims to
describe the retention level of basic biology concepts and terminologies among Grade 10 students
using their raw scores in the retention test. The retention test questionnaire was used to gather and
examine the retention level of Grade 10 students in terms of basic biology concepts and
terminologies. The construction of the test was based on the Department of Education’s Curriculum
Guide in Science and was crafted through Table of Specifications (TOS), thus, the constructed
retention test covers the biology subjects that the respondents have learned from Grade 7 until their
current Grade level. A frequency count of the learning styles of the respondents was made and the
raw scores of the respondents were obtained. Through the data gathered from the respondents using
the teacher-made retention test questionnaire, the retention level and its relationship to the
respondents’ learning styles were attested using the Spearman rho correlation test.
Research Environment
The study was conducted virtually at La Salette of Quezon located at Barangay Samonte, Quezon,
Isabela, Philippines. The said school is a Private Catholic institution comprised of approximately 300
students currently enrolled for the school year 2021-2022. Due to the pandemic, the school has opted
to adopt Online Distance Learning as their mode of instruction. The school is also adhering to the
Most Essential Learning Competencies (MELCs) provided by the Department of Education, as their
basis of instruction.
Respondents of the Study
The whole population of Grade 10 students in the school was chosen to be the respondents of this
study. The respondents were selected from the students belonging to the class Grade 10 level of La
Salette of Quezon who are currently enrolled for the School Year 2021-2022.
The Grade 10 level of the school consisted only of one section with a total population of 36
students. In addition, the homogeneity of students from the Grade 10 class is not pertinent to the
study since it will deal with the retention level of students from the same Grade level. Considering the
present health crisis we are experiencing, the number of respondents is indeed limited to what is
available as such; this study opted to make use of convenient sampling as the technique in choosing
the respondents. The respondents were requested to complete a retention test comprised of 50-item
questions, in relation to biology, using Google Forms.
Research Instrument
Curriculum Guide. The curriculum guide outlines the K-12 program goals as well as grade-level
and course goals that discourse the key cognitive, psychomotor, and affective anticipation of the
content for the program. In this study, the constructed retention test was tailored from the learning
competencies in the K-12 curriculum, specifically Grade 7 to Grade 10 biology quarters.
Retention Test. The retention test aims to measure how much a learner can remember and retain
information. The prepared and constructed retention test undertook pilot testing in the Grade 12 level
of the same institution since there is only one section for all Grade levels. The fallouts of the pilot
testing underwent an inter-item reliability test through which Cronbach’s alpha selected out the items
with negative reliability. All the items constructed were proven and tested to be reliable after pilot
testing with an overall reliability of 93.3% which is categorized as an “excellent” level of reliability.
Data Gathering Procedure
The researcher seeks for the permission of the School Principal of La Salette of Quezon, Inc.
Quezon, Isabela to conduct the study in their institution. It has been communicated through a formal
letter, which includes the study’s objective, title, respondents, and everything related to the research.
Thereafter, the researcher conducted a pilot testing of the questionnaire to a separate group of
respondents, based on the agreed schedule.
After collecting the responses from the respondents for pilot testing through Google forms, the
data gathered underwent a reliability test to assure the instrument’s internal consistency. Once the
items from the questionnaire were statistically proven reliable, the researcher then proceed to the
collection of data for the study. The respondents of the study were selected using convenience
sampling since it will just rely on who is available as respondents, considering the number of the
population of the chosen school.
The questionnaires were sent to the students virtually, using Google Forms. Before the
questionnaire was sent to the respondents, the researcher met the respondents to duly instruct them
on what and how to answer the given set of questions. The respondents were requested to complete
the retention test within the set time limit of 1 hour and 30 minutes and this is to prevent the
respondents to have the leisure time to research answers online. After this, the questionnaires were
13
International Journal of Chemistry Education Research – Vol. 7, lss. 1, April 2023
IJCER
Ollero, J.C.
collected in order to obtain the numerical data needed for statistical analysis on which the result was
used as the primary indicator of the students’ retention level and its relation to their learning styles.
RETENTION TEST
A retention test in the
formof multiple choices
questions were given to
the selected group of
respondents belonging
tothe Grade 10 students
ofLa Salette of Quezon,
Inc.(A teacher-made
test thatunderwent Pilot
testingand inter item
reliability test)
STATISTICAL
ANALYSIS
Numerical data obtained
from the respondents
were computed using
the appropriate
statistical analysis.
OUTPUT
Identification and
analysis of the
correlation of students’
retention level of basic
biology concepts and
terminologies and its
their learning styles.
FIGURE 1. Flowchart of the Research Procedure
Treatment of Data
1. Frequency count was used in the first problem to determine the proportion of the learning styles
and retention levels of Grade 10 students.
2. Mean was used to obtain the average retention level of all the students in the class. Then, a scale
was used to define the retention level of the Grade 10 students of La Salette of Quezon, Inc. in basic
biology concepts and terminologies. The scale was adopted from DepEd Order No. 8 s. 2015. The
scores validate the retention level of students in several biology subjects.
TABLE 1. The basis for the Level of Proficiency of Student as Retention Level
Level
Raw Score
Grading Scale
Remarks
Outstanding
84.00 – 100
90 – 100
Passed
Very Satisfactory
76.00 – 83.99
85 – 89
Passed
Satisfactory
68.00 – 75.99
80 – 84
Passed
Fairly Satisfactory
60.00 – 67.99
75 – 79
Passed
Did Not Meet
0.00 – 59.99
Below 75
Failed
Expectations
Source: DepEd Order No. 8 Series 2015
3. Correlational Analysis using the Spearman rho correlation test was used to determine the
correlation of the students’ retention level to that of their learning styles. If the value is positive, it
indicates a direct correlation. Whereas, if the value is negative it shows an inverse correlation. Then,
a scale was used to identify the strength of the linear relationship between variables.
TABLE 2. The basis for the interpretation of the strength of the linear relationship
Correlation
Strength of the Linear Relationship
1
Perfect
0.8-1.0
Very Strong
0.60-0.80
Strong
0.40-0.60
Moderate
0.20-0.40
Weak
0.00-0.20
None to extremely weak
RESULTS AND DISCUSSION
Respondents’ Learning Styles and Retention Levels
Table 3 shows the Grade 10 students’ Learning styles and Retention levels. In terms of the
respondents’ learning styles, the category with the greatest number of learners was Visual Learners
with 16 responses or 51.61% of the total population. It shows that the majority of the respondents are
visual learners, in terms of learning biology, where they learn best through seeing videos, pictures, or
diagrams when studying. According to studies, 65 percent of the general public are visual learners,
which means they need to see information to remember it. Visuals provide a dimension to
communication that is missing from textual and verbal methods: speed. The brain can comprehend
International Journal of Chemistry Education Research – Vol. 7, lss. 1, April 2023
14
IJCER
Ollero, J.C.
images and videos 60,000 times faster than text, according to studies, making image-based
communication extremely important [9].
For the respondents’ retention level, basing it from their retention scores obtained from the
retention test, there are 12 learners categorized with “Outstanding level of retention” comprised of
38.71% of the total respondents. In addition, since the majority of the respondents are visual learners,
this may be a logical reason why there are 12 respondents of the population categorized with
“Outstanding Level of Retention”.
There are researchers that provided implications in their notable studies that the use of visual
learning mechanisms, rather than auditory learning mechanisms, produces greater learning and
memory recall [10] Thus, this indicates that utilizing visual stimuli, rather than auditory stimuli, in the
classroom setting will produce better recall performance on exams and quizzes. Learners have
distinct learning styles, which can have a significant impact on the learning process and, as a result,
on their academic progress and outcomes. Furthermore, studies also show that learners absorb
information in a variety of ways, including seeing and hearing, reflecting and acting, reasoning
rationally and intuitively, memorizing, and picturing [11].
Variables
TABLE 3. Grade 10 students’ Learning Styles and Retention Levels
Categories
Frequency
Percentage
Learning Styles
Retention Level
Visual Learners
Auditory Learners
Reading/writing Learners
Kinesthetic Learners
TOTAL
Outstanding
Very Satisfactory
Satisfactory
Fairly Satisfactory
Did Not Meet Expectations
TOTAL
16
5
9
1
31
12
5
4
2
8
31
51.61%
16.13%
29.03%
3.23%
100%
38.71%
16.13%
12.90%
6.45%
25.81%
100%
Overall Retention Level of Respondents
TABLE 4 depicts the average or overall retention level of all the respondents in a class based from
their obtained retention scores on the given retention test. The retention test assessed the
respondents’ retention of basic biology concepts and terminologies from Grade 7 to preset Grade
level.
From the table above, the obtained and computed Mean Percentage Score of the respondents is
69.88. Based on the DepEd Order No. 8, s. 2015, 69.88 is transmuted to a Grading scale of 80-84
and is categorized under “Satisfactory Level of Retention” with “Passed” remarks. Generally, it is
evident that the retention level of the respondents is average and satisfactory in terms of basic biology
concepts and terminologies.
Learning styles refer to how people gather, sift through, assess, organize, make conclusions from,
and "store" information for later use [12]. However, some studies conducted before argue that the
usage of the best educational approach would vary from person to person in various ways. As such,
even if students are using their learning styles, if it is not catered according to how the teacher
delivered the lessons, the effectiveness of storing information will still be greatly affected [13]. This is
one of the possible factors that affect the respondents’ retention level categorized with “Satisfactory
Level of Retention”, rather than having a higher level of retention compared to what is obtained.
For instance, pictures, diagrams, flow charts, timelines, films, and demonstrations help visual
learners recall what they see. Written and spoken explanations provide more value to verbal learners.
When knowledge is given both visually and vocally, everyone learns more. Visual learners process
information best with their eyes; auditory learners learn best with their ears; and kinesthetic/tactile
learners learn best with their hands. As such, providing multiple modalities will be most effective
for learning retention [11].
In order for learning to occur, a process of information should happen. As psychologists agreed in
the Information processing Theory, there are three necessary stages involved in learning and in the
memory process: encoding, storage, and retrieval [14]. In addition, the schema theory of Frederic
Barlett (1932), as cited by Board (2013), stresses the significance of overall knowledge and concepts
that help make the schemata which are the building blocks of knowledge and which show the
15
International Journal of Chemistry Education Research – Vol. 7, lss. 1, April 2023
IJCER
Ollero, J.C.
perception of an individual of reality based on experiences and prior knowledge. These enable an
individual to remember, focus attention on cues of details and foretell future events [15].
Mean
TABLE 4. Overall Retention Level of Grade 10 – Students
Mean Percentage Score
Grading Scale
Retention Level
34.94
69.88
80-84
Satisfactory
Remarks
Passed
Correlation of Students’ Retention Level to their Learning Styles
Based on Table 5 on the Correlation matrix of the students’ retention level and learning styles, it
gained a correlation level of 0.151, on which correlation is significant at 0.01 level, which strength of
the linear relationship is categorized under none to extremely weak relationship following the
Spearman rho correlation test. Thus, it can be said that there is no significant relationship between
the students’ retention level to their learning styles.
Even though some studies prove that learning styles affect the learners’ way of organizing,
processing, and storing there are other related factors that might affect the students’ retention level.
Studies have shown that the best conditions for education vary depending on the students' prior
knowledge [12]. The best educational approach will vary from person to person in various ways. The
students’ retention level is also affected by the effectiveness of the instructional approach of the
teacher in delivering a lesson. This may be an evident reason why there has been no significant
relationship between the students’ retention level and their learning styles since it should be studied
considering all the factors that might affect the students’ way of retaining learned information.
Furthermore, there is insufficient evidence that Learning Styles alone give a complete basis for
remembering knowledge [16]. This is further affirmed by Miller (2021) whom he stated that even
though the VARK learning model is well known and used even in corporate learning, there is little
evidence that identifying and adapting learners' learning styles will help them grasp and retain
information. However, when learners are accommodated to their preferred style, net retention and
understanding increase [17].
Learning Styles
Retention Score
Retention Level
TABLE 5. Correlation Matrix
Learning Styles
Retention Score
1
- 0.122
- 0.122
1
0.151
- 0.961
Retention Level
0.151
- 0.961
1
**. Correlation is significant at the 0.01 level (2-tailed).
CONCLUSION
Based on the salient findings of this study, the following conclusions are derived:
1. Majority of the Grade 10 students of La Salette of Quezon, Inc. Quezon, Isabela are Visual
Learners on which they learn best, in biology when they see pictures, videos, and diagrams.
Moreover, most of the respondents were categorized as having an “Outstanding Level
Retention” based on their scores on the retention test.
2. According to the Mean Percentage Score of the Grade 10 students of La Salette of Quezon,
Inc., the said population is categorized with “Satisfactory Level of Retention” which means
and indicates that the group has an average level of retention in terms of basic biology
concepts and terminologies.
3. There is none to an extremely weak relationship between the Grade 10 students’ retention
level and their learning styles. This result indicates that these variables do not affect each
other. Thus, the learning styles of the students in learning biology do not have a significant
effect on their retention level and vice versa.
Implications
The study arrived at the following findings and implications:
1. Grade 10 students’ Learning styles and Retention Levels in biology Based on the obtained result of
the frequency count, the findings showed that the majority of the respondents are visual learners
comprising 16 out of the 31 respondents or 51.61% of the population. Moreover, the majority of the
group (12 out of 31 respondents or 38.71% of the population) have obtained a Grading scale of 90100 categorized under “Outstanding Level of Retention” with passing remarks.
16
International Journal of Chemistry Education Research – Vol. 7, lss. 1, April 2023
IJCER
Ollero, J.C.
2. Overall Retention Level of the Respondents The mean percentage score of the respondents was
obtained to generalize and categorize the retention level of the population. The result showed that the
mean percentage score of the respondents is 69.88, which is categorized under “Satisfactory Level of
Retention”.
3. Correlation of Students’ Retention Level to their Learning Styles Based on the results of the
Spearman rho Correlation, the finding revealed that there is none to extremely weak relationship, with
a 0.151 level of correlation, between the retention level of the students and their learning styles in
biology.
Recommendations
From the results, the researcher recommends the following for the improvement and innovation of
the study and the field where it belongs.
School Administration. The school administration should provide a simplified form of the learning
modules to the students where it applies some devices or techniques like mnemonic devices that
would help the students to better retain the information they are reading and to avoid overload of
information and words on the part of the students.
Teachers. The teacher should venture into more ways how to improve the retention of the students
with the use of some intervention in instruction. Moreover, the teachers should be mindful and must
be solution-oriented to problems concerning the learning of the students. Teachers should be more
sensitive and should be able to sense any difficulties that the learners are encountering with the
learning materials provided to them, especially in today’s context of the educational system.
Furthermore, the teachers should also be advised to provide multiple teaching methods and materials
that could cater to the diversity of learners in a classroom.
Students. Since science subject, specifically biology, is filled with a lot of terminologies and concepts
needed to be learned, students should also explore what ways or how they learn subjects in the best
manner. Moreover, the students should also tell the teachers if ever they are encountering any
difficulties in learning especially in this new era we are facing a health crisis.
Future Researchers. Future researchers may also consider evaluating other factors that may affect
the retention level of the students since education is a multifaceted topic to study and explore.
ACKNOWLEDGEMENTS
The author would like to express his profound gratitude towards the Department of Science and
Technology – Science Education Institute (DOST-SEI) for giving me the privilege and opportunity of
being a scholar under the Capacity Building Program for Science and Mathematics Education
(CBPSME) that made this study possible and feasible.
REFERENCES
1. A. G. Bennett, & N.S. Rebello, Retention and Learning. In: Seel N.M. (eds) Encyclopedia of the
Sciences of Learning. Springer, Boston, MA. https://doi.org/10.1007/978-1-4419-1428-6_664. (2012).
2. A. Haqie, What is Learning Retention? Retrieved from: https://www.lorman.com/blog/post/what-islearning-retention (2021).
3. K.
Castrillon,
Inclusion
strategies
for
secondary
classrooms.
Retrieved
from
http://slideplayer.com/slide/10647978/. (2016).
4. W. Huang, & T. Nusbaum, Biology survival guide: How to study and ace any biology course.
http://www.biologysurvival.com/pdf/TheBioGuide_Preview.pdf (2006)
5. H. C. Wilcox, S. G. Kellam, C.H. Brown, J.M. Poduska, N.S. Ialongo, W. Wang, & J.C. Anthony,
The impact of two universal randomized first- and second-grade classroom interventions on
young adult suicide ideation and attempts. Drug and Alcohol Dependence, 95(Suppl1), S60–
S73. https://doi.org/10.1016/j.drugalcdep.2008.01.005.
6. K.
Cherry,
Overview
of
the
VARK
Learning
Styles.
Retrieved
from:
https://www.verywellmind.com/vark-learning-styles-2795156. (2019).
7. B. Zajacova, Learning Styles: An Overview of Concepts and Research Tools and Introduction of
Our Research Design in Physics Education Field. WDS'13 Proceedings of Contributed Papers,
Part III, 91–96 (2013).
8. H. Pashler, M. McDaniel, D. Rohrer, & R. Bjork, Learning Styles: Concepts and Evidence. Sage
Journals Volume: 9 issue: 3, page(s): 105-119 (2009).
9. E. Spencer, How to best with the 4 different types of learners. Work-Life, Atlassian. Retrieved
online
from
https://www.atlassian.com/blog/teamwork/how-to-work-4-different-learning-types
(2018).
17
International Journal of Chemistry Education Research – Vol. 7, lss. 1, April 2023
IJCER
Ollero, J.C.
10. K. Lindner, G. Blosser,& K. Cunigan, Visual versus auditory learning and memory recall
performance on short-term versus long-term tests. Modern Psychological Studies: Vol. 15 : No. 1
, Article 6 (2009).
11. M. Gokalp, The Effect of Students’ Learning Styles to Their Academic Success. Creative
Education. 04. 627-632. 10.4236/ce.2013.410090. (2013).
12. N. Chick, Learning Styles. Vanderbilt University Center for Teaching. Retrieved October 29, 2021
from https://cft.vanderbilt.edu/guides-sub-pages/learning-styles-preferences/. (2010).
13. D. S. McNamara, E. Kintsch, N. B. Songer, & W. Kintsch, Are Good Texts Always Better?
Interactions of Text Coherence, Background Knowledge, and Levels of Understanding in Learning
from Text. Cognition and Instruction, 14(1), 1–43. http://www.jstor.org/stable/3233687. (1996).
14. A. W. Melton, Implications of short-term memory for a general theory of memory. Journal of verbal
Learning and verbal Behavior, 2(1), 1-21 (1963).
15. J. Board, Learning theory-schema theory.
http://teorijijeucenja.zesoi.fer.hr/doku.php?id=learning_theories: schema_theory. (2013).
16. G. Kratzig, & K. Arbuthnott, Perceptual Learning Style and Learning Proficie ncy: A
Test of the Hypothesis. Journal of Educational Psychology . 98. 238-246.
10.1037/0022-0663.98.1.238. (2006).
17. C. Miller, Why Learning Preferences Are More Important Than Learning Styles. Retrieved from
https://www.bizlibrary.com/blog/learning-methods/learning-preferences-versus-learning-styles/.
(2021).
International Journal of Chemistry Education Research – Vol. 7, lss. 1, April 2023
18