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The effect of learning styles on the academic achievement of nursing students: a cross-sectional study
BMC Research Notes volume 17, Article number: 294 (2024)
Abstract
Background
Learning in the academic setting is influenced by the dynamic interaction between students and teachers. Recognizing and adapting to diverse learning styles is essential for improving instruction, gaining knowledge, and drawing informed conclusions. Therefore, this study investigated learning styles and their effects on students’ academic achievement.
Methods
In a cross-sectional study in Iran’s Mazandaran province, 238 nursing students were surveyed between October and December 2021 using random sampling. The questionnaire included socio-demographic data, Kolb’s Experiential Learning Model, and students’ academic performance (EPT). Statistical analysis with SPSS version 22 involved descriptive statistics, one-way ANOVA, chi-square tests, and linear regression with statistical significance set at p < 0.05.
Results
The mean age of the nursing students was 20.95 ± 1.71 years. The most common student learning styles were convergent (75.2%) and accommodator (12.2%). According to the results, convergent (148.62 ± 16.28) and accommodator learning styles (147.72 ± 8.79) with the highest average played a role in students’ academic achievement. The mean score of EPT was 147. 13 ± 15.48 (out of 240). A significant difference between the academic performance and different dimensions of learning style was found (p = 0.002).
Conclusion
Findings indicated that adopting a convergent and accommodator learning style can affect students’ academic achievement. Therefore, learning environments appropriate to this style, such as simulation and laboratory activities, are suggested to emphasize practical work and make students think an scrutinize.
Introduction
Learning is influenced by the interaction between students and teachers in an academic setting [1]. Understanding and utilizing different learning styles is important for effective instruction, knowledge acquisition, and drawing conclusions [2, 3]. Learning styles are personal approaches to receiving and processing information, influenced by an individual’s genetics, experiences, and expectations [4]. Creating a learning environment that aligns with students’ preferred learning styles is crucial for supporting their learning journey. Tailoring teaching methods to their needs can greatly enhance their ability to learn and achieve academic success [5]. The teacher plays a critical role in recognizing each student’s potential and planning for their balanced personal development [6]. This allows for the development of students’ ability to manage their learning styles and provides them with more effective feedback on their needs.
Understanding and utilizing different learning styles is crucial for effective instruction and academic success. They provide insight into student learning and allow educators to tailor instruction to their needs [7]. Research has shown a significant relationship between critical thinking and academic performance. Professional competence can be enhanced by incorporating critical thinking into learning styles [8]. In addition, incorporating learning styles can greatly impact curricula design and ultimately lead to better academic performance [9].
Researchers have conducted many studies and created various assessment tools to identify learning styles. The Kolb Learning Style Inventory (LSI) is widely used in the medical field and is considered one of the most popular measurement tools for determining learning styles [10]. According to Kolb, adult learning is a procedure of knowledge creation through transforming experiences [11, 12]. Kolb’s Learning Style Inventory identifies four primary learning styles: Divergent (characterized by creativity and observation), Convergent (focused on problem-solving and practical application), Assimilative (logical thinking and abstract concepts), and Accomodative (hands on experience and adaptability). These styles reflect the ways individuals approach learning and processing information. Additionally, the Kolb Learning Style Inventory identifies four stages of experience: (i) concrete experience, (ii) reflective observation, (iii) abstract conceptualization, and (iv) active experimentation (Fig. 1). These stages build upon each other, with concrete experiences leading to reflection and observation, forming abstract concepts tested through active experimentation [4, 10].
When considering nursing students as self-learners in medical education, it is important to understand their learning styles [10]. This includes knowing why students prefer certain styles, how well those styles align with teaching methods, and the impact of learning styles on academic achievement [10]. This information is crucial for instructors to plan instruction effectively and provide appropriate educational materials. Without knowledge of individual learning styles, it becomes difficult to provide the right resources [13, 14]. Studies have been conducted on the success and satisfaction of various instructional methods, such as problem-based learning [15,16,17,18]. However, few studies have explored the relationship between learning styles and academic achievement. For example, a study in Oman examined self-directed learning readiness and its connection to socio-demographics and learning styles in nursing students. The study found significant relationships between learning styles such as solitary, competitive, imaginative, perceptive, and self-directed learning. On the other hand, the analytical learning style showed a negative association with self-directed learning [19]. Another study looked at the effects of the Covid-19 pandemic, including remote instruction styles and learning styles, on academic and professional confidence [20]. The present study examined the connection between learning style and academic achievement in an Iranian nursing sample. The research aims to address this knowledge gap and offer valuable insights on supporting nursing students. By understanding nursing students’ individual learning styles and requirements, instructors can establish a more conducive learning environment, resulting in enhanced academic achievement and satisfaction for both students and teachers.
Main text
Methods
Study hypotheses
We sought to answer the following hypotheses:
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1.
There exists a notable correlation between learning style and academic performance among students at Mazandaran University of Medical Sciences.
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2.
There is a significant association between learning style and academic performance, and demographic factors (i.e., age, gender, and GPA) among students at Mazandaran University of Medical Sciences.
Study design
The present cross-sectional survey was conducted between October and December 2023 among nursing students at Mazandaran University of Medical Sciences. The total population of nursing students at the university during the time of study was 620. Participants were selected through a simple random sampling method. We included students from the second to eighth term to represent various stages of their academic journey. The students had not yet completed their training or obtained professional nursing licences (i.e., non-licensed students). This selection aimed to capture a wide range of perspectives without focusing on temporal changes between periods. The survey questionnaire has been attached in the supplementary material.
Data collection procedure and sample size estimation
The sample size was estimated based on a previous study. Using the following formula, samples were selected by random sampling method among students, where α = 0.05, 1-β = 0.95, and r = 0.3. Considering 20% of the possible loss, the minimum sample size was calculated to be 174
Then, each participant was informed about the study goals, and an informed written consent was sent to them for signing. After returning the informed written consent form to the researchers through e-mail, the questionnaire was anonymously sent to the participants via the online survey for their completion. However, 2 incomplete responses were removed from the study. Thus, 238 responses remained for the final analysis.
Socio-demographic information
Participants’ socio-demographic information related to age, gender, and grade point average (GPA) were collected in the study.
Learning style inventory
A 12-item Kolb’s Learning Style Inventory was employed to evaluate the study participants’ learning styles [21,22,23,24]. Each item had four components: reflective observation, concrete experience, active experimentation, and abstract conceptualization. The four scores derived from these four parts indicate four distinct learning styles. Two scores are obtained by subtracting two styles from one another, specifically by subtracting abstract conceptualization from concrete experience and active experimentation from reflective observation. These two scores are plotted on a coordinate axis, forming the four quadrants of a square, which are identified as diverging, converging, assimilating, and accommodating [23]. The reliability of Kolb’s questionnaire has been established in various studies around the world, with a Cronbach’s coefficient ranging from 0.73 to 0.78 [25]. In the Iranian version, Emamipour et al. found that the alpha coefficients of abstract conceptualization, concrete experience, active experimentation, and reflective observation were 0.49, 0.51, 0.47, and 0.53, respectively [26]. In this study Cronbach’s alpha was 0.81, 0.83, 0.84, and 0.86 for abstract conceptualization, concrete experience, active experimentation, and reflective observation, respectively.
Educational performance test
The Educational Performance Test was employed to evaluate the participants’ academic performance. This questionnaire has been used in various studies. The number of questions in this questionnaire is 48 [27], and it consists of 5 areas: self-efficacy (15 items), emotional effects (8 items), planning (10 items), lack of consequence control (5 items), and motivation (10 items) related to academic performance. Items are responded to on a five-point Likert scale (1 = none to 5 = very high) with a minimum score of 48 and a maximum of 240 [28]. In the Iranian version, Goltash et al. confirmed the validity of the questionnaire and its reliability by Cronbach’s alpha of 0.84 [29]. Cronbach’s alpha coefficient was 0.86 in the present study.
Data analysis
In this study, the variables were described using mean, standard deviation, median, frequency, and percentage statistics. The normality hypothesis was checked using the Kolmogorov-Smirnov test (p = 0.369), and the results indicated that this hypothesis is valid for the academic performance score. To assess significant differences, a one-way analysis of variance (ANOVA) and chi-square test were employed. Linear regression was conducted to identify significant predictors of academic performance. The analysis was conducted using the Statistical Package for Social Science (SPSS) version 22 software, and a significance level of less than 0.05 was used.
Ethical considerations
The study followed human participating ethical guidelines as suggested by the Helsinki Declaration, and formal ethical approval was obtained from the Mazandaran University of Medical Sciences. While collecting the data, participants were informed about the study objectives and other ethical issues associated with the study. They were also assured of their right to withdraw from the survey at any stage. A written Informed consent was required to participate in this study. The study was approved by the Ethics Committee of Mazandaran University of Medical Sciences (Approval No. IR.MAZUMS.REC.1399.9075).
Results
A total of 238 nurse students participated in the study, 134 of whom were female (56.3%). The mean age of the participants was 20.95 (± 1.71) years, where 55.9% belonged to the age group of < 17 years.
In terms of learning style, 75.2% were converging, 12.2% accommodating, 6.3% diverging, and 5.9% assimilating. Figure 2 shows the number of persons in each style.
In Table 1, descriptive information about learning styles according to demographic variables was reported and compared. The results showed that male and female nurse students learning styles are not different (χ2 = 5.31, p = 0.151). Also, the student’s grade point average was not significantly related to the learning style (χ2 = 0.85, p = 0.837). Learning style significantly differed with the mean age of the participants (F = 3.15, p = 0.026), with the assimilator having the highest mean score (21.50 ± 0.52) and the accommodator having the lowest (20.14 ± 1.06) (Table 1).
The average score of students’ academic performance was 147.13 ± 15.48, and according to the range of the academic performance questionnaire (48 to 240), the average is almost in the center of this range and indicates the average performance of students. Table 2 provides descriptive information about the dimensions of the Academic Performance Questionnaire (Table 2).
Table 3 shows the average academic performance, and dimensions were reported and compared on a style basis. There were significant differences in the total score of the entire questionnaire and all dimensions except self-efficacy in terms of different academic performance styles (p < 0.05). The converging style significantly obtained the highest score in terms of planning (F = 4.58, p = 0.004) and total score of academic performance (F = 5.28, p = 0.002). The divergent style had significantly the highest score in terms of lack of consequence control (F = 3.47, p = 0.017), and the accommodative style had the highest score in terms of motivation (F = 2.82, p = 0.040) and emotional effects (F = 3.26, p = 0.022). Students with converging and accommodating learning styles have better academic performance than participants with divergent and assimilative styles (Table 3).
In Table 4, the linear regression information of academic performance was reported. None of the variables and learning styles had a significant relationship with the academic performance score. The academic performance score in accommodator and convergent styles was higher than the divergent and assimilator styles, which got the lowest score (Table 4).
Discussion
The educational learning style has been linked to academic achievement and professional satisfaction. The present study found that most nursing students utilized a convergent learning style, which was associated with better academic performance. This aligns with previous research indicating that students with converging learning styles outperformed other groups [8, 30,31,32,33]. Nursing students are required to apply their knowledge and deliver appropriate services to patients in clinical settings, which may explain the preference for convergent learning. However, other studies have reported divergent learning styles as the most common among students [22, 34, 35]. This difference could be attributed to varying educational settings and methods. It is important to note that nursing students often exhibit a combination of divergent, convergent, and assimilative learning styles, rather than a single dominant style. Individuals who prefer a distinct learning method often possess introverted and emotional traits, and are drawn to artistic and social service roles. These characteristics make them well-suited for professions like nursing. Kolb suggests that learners should be able to adapt their learning styles based on the situation, as each style has its own strengths and weaknesses. If a language learner relies solely on one style, they may become limited in their abilities [21].
Previous research demonstrated a significant relationship between learning styles and academic performance among participants [36, 37]. Similar findings have been reported in studies conducted in Iran, highlighting the importance of learning styles in relation to academic achievement [8, 22, 38]. The positive relationship between learners’ academic success and learning styles suggests that the more exposed learners are, the higher their academic achievement is. Therefore, these styles must be strengthened to ensure that learners achieve laudable success. Nursing students understand their unique learning styles and can actively participate in the learning process. Therefore, teachers can contribute to their success by providing helpful and accurate advice to students in adopting a learning style. However, opposite findings have been reported, saying that learning styles and teaching methods do not affect academic progress and that learning styles are not a good predictor of academic performance [39, 40], which is consistent with the present study results.
As nursing curricula evolve, educators should consider employing a mix of teaching strategies that accommodate different learning styles, thereby promoting a more inclusive learning environment. This may include incorporating technology, such as e-learning platforms and face-to-face instruction, can influence the adoption of different learning styles. E-learning environments, for example, often promote self-directed learning styles, while face-to-face learning may facilitate more collaborative and auditory learning styles [41, 42].
In addition, further research is warranted to explore the impacts of contextual factors, such as cultural influences and institutional support systems, on learning styles and academic success. A deeper understanding of these dynamics could inform the development of targeted interventions that enhance nursing education and foster the academic success of nursing students.
Limitations
The study is limited by the online data collection technique, which reduced the number of questionnaire completions. Additionally, the cross-sectional nature of the study cannot establish a cause-effect relationship. The study population was limited to nursing students, which limits the generalizability of the findings to other population groups, such as medical students.
Conclusion
According to the results of this study and the predominance of students with convergent and assimilator learning styles, it is suggested that learning environments suitable for these styles, such as simulation, laboratory activities, practical work emphasis, and encouraging students to think and scrutinize, should be used in teaching and learning. This will facilitate better learning and help students acquire the necessary capabilities in educational environments.
Data availability
Data sets generated during the current study are available from the corresponding author on reasonable request.
References
Bankert EG, Kozel VV. Transforming pedagogy in nursing education: a caring learning environment for adult students. Nurs Educ Perspect. 2005;26:227–9.
Childress MD, Overbaugh RC. The relationship between learning style and achievement in a one-way video, two-way audio preservice teacher education computer literacy course. Int J Educ Telecommun. 2001;7:57–71. https://www.learntechlib.org/primary/p/8462/.
Li Y-S, Yu W-P, Liu C-F, Shieh S-H, Yang B-H. An exploratory study of the relationship between learning styles and academic performance among students in different nursing programs. Contemp Nurse. 2014;48:229–39. https://doi.org/10.5172/conu.2014.48.2.229.
Kolb DA. Experiential learning: experience as the source of learning and development. FT; 2014.
McAllister M. Solution focused nursing: a fitting model for mental health nurses working in a public health paradigm. Contemp Nurse. 2010;34:149–57. https://doi.org/10.5172/conu.2010.34.2.149.
Stellwagen JB. A challenge to the learning style advocates. Clear House J Educ Strateg Issues Ideas. 2001;74:265–8. https://doi.org/10.1080/00098650109599205.
Yazici HJ. Role of learning style preferences and interactive response systems on student learning outcomes. Int J Inf Oper Manag Educ. 2016;6:109–34. https://doi.org/10.1504/IJIOME.2016.076046.
Ghazivakili Z, Norouzi Nia R, Panahi F, Karimi M, Gholsorkhi H, Ahmadi Z. The role of critical thinking skills and learning styles of university students in their academic performance. J Adv Med Educ Prof. 2014;2:95–102.
İlçin N, Tomruk M, Yeşilyaprak SS, Karadibak D, Savcı S. The relationship between learning styles and academic performance in TURKISH physiotherapy students. BMC Med Educ. 2018;18:291. https://doi.org/10.1186/s12909-018-1400-2.
Gurpinar E, Alimoglu MK, Mamakli S, Aktekin M. Can learning style predict student satisfaction with different instruction methods and academic achievement in medical education? Adv Physiol Educ. 2010;34:192–6. https://doi.org/10.1152/advan.00075.2010.
Healey M, Jenkins A. Kolb’s Experiential Learning Theory and its application in geography in higher education. J Geog. 2000;99:185–95. https://doi.org/10.1080/00221340008978967.
Burke D. How doctors think and learn. Springer; 2020. https://doi.org/10.1007/978-3-030-46279-6.
McLean M. A comparison of students who chose a traditional or a problem-based learning curriculum after failing year 2 in the traditional curriculum: a unique case study at the Nelson R. Mandela School of Medicine. Teach Learn Med. 2004;16:301–3. https://doi.org/10.1207/s15328015tlm1603_15.
O’Neill PA, Morris J, Baxter CM. Evaluation of an integrated curriculum using problem-based learning in a clinical environment: the Manchester experience. Med Educ. 2000;34:222–30. https://doi.org/10.1046/j.1365-2923.2000.00514.x.
Gurpinar E, Kulac E, Tetik C, Akdogan I, Mamakli S. Do learning approaches of medical students affect their satisfaction with problem-based learning? Adv Physiol Educ. 2013;37:85–8. https://doi.org/10.1152/advan.00119.2012.
Peterson TO. So you’re thinking of trying problem based learning? Three critical success factors for implementation. J Manag Educ. 2004;28:630–47. https://doi.org/10.1177/1052562904267543.
Sattarova U, Groot W, Arsenijevic J. Student and tutor satisfaction with problem-based learning in Azerbaijan. Educ Sci. 2021. https://doi.org/10.3390/educsci11060288.
Trullàs JC, Blay C, Sarri E, Pujol R. Effectiveness of problem-based learning methodology in undergraduate medical education: a scoping review. BMC Med Educ. 2022;22:104. https://doi.org/10.1186/s12909-022-03154-8.
Ballad CAC, Labrague LJ, Cayaban ARR, Turingan OM, Al Balushi SM. Self-directed learning readiness and learning styles among Omani nursing students: implications for online learning during the COVID-19 pandemic. Nurs Forum. 2022;57:94–103. https://doi.org/10.1111/nuf.12664.
Gaffney MK, Chargualaf KA, Ghosh S. COVID-19 disruption of nursing education and the effects on students’ academic and professional confidence. Nurse Educ. 2021;46:76–81. https://doi.org/10.1097/NNE.0000000000000986.
Vizeshfar F, Torabizadeh C. The effect of teaching based on dominant learning style on nursing students’ academic achievement. Nurse Educ Pract. 2018;28:103–8. https://doi.org/10.1016/j.nepr.2017.10.013.
Shirazi F, Heidari S. The relationship between critical thinking skills and learning styles and academic achievement of nursing students. J Nurs Res. 2019;27:e38. https://doi.org/10.1097/jnr.0000000000000307.
Reynolds QJ, Gilliland KO, Smith K, Walker JA, Beck Dallaghan GL. Differences in medical student performance on examinations: exploring score variance between Kolb’s Learning Style Inventory classifications. BMC Med Educ. 2020;20:423. https://doi.org/10.1186/s12909-020-02353-5.
Ata R, Cevik M. Exploring relationships between Kolb’s learning styles and mobile learning readiness of pre-service teachers: a mixed study. Educ Inf Technol. 2019;24:1351–77. https://doi.org/10.1007/s10639-018-9835-y.
Metallidou P, Platsidou M. Kolb’s learning style Inventory-1985: validity issues and relations with metacognitive knowledge about problem-solving strategies. Learn Individ Differ. 2008;18:114–9. https://doi.org/10.1016/j.lindif.2007.11.001.
Emamipour S, Shams Esfandabad H. Learning and cognitive styles: theories and tests. Tehran Samt Publ. 2007; 453–72.
Ghorbani AT, Zarifsanaiey N, Negahban MB. Comparing the impacts of e-learning and conventional education on students’ academic motivation and performance: a descriptive study. Interdiscip J Virtual Learn Med Sci. 2020;11:170–9. https://doi.org/10.30476/ijvlms.2020.86756.1039.
Sarafraz MR, Chavoshi H, Alinaghi M. Social networks and students: Educational performance, psychological well-Being, and mental health. Int J Sch Heal. 2019;6:1–6. https://doi.org/10.5812/intjsh.82609.
Gholtash A, Oujinezhad AR, Barzegar M. An investigation of the impact of meta cognitive training on the educational performance and creativity of the fifth-grade primary school students. J Educ Psychol. 2011;1:119–35.
Shamsuddin N, Kaur J. Students’ learning style and its effect on blended learning, does it matter? Int J Eval Res Educ. 2020;9:195–202. https://doi.org/10.11591/ijere.v9i1.20422.
El-Gilany A-H, Abusaad FES. Self-directed learning readiness and learning styles among Saudi undergraduate nursing students. Nurse Educ Today. 2013;33:1040–4. https://doi.org/10.1016/j.nedt.2012.05.003.
Orhun N. The relationship between learning styles and achievement in calculus course for engineering students. Procedia - Soc Behav Sci. 2012;47:638–42. https://doi.org/10.1016/j.sbspro.2012.06.710.
Li Y-S, Chen H-M, Yang B-H, Liu C-F. An exploratory study of the relationship between age and learning styles among students in different nursing programs in Taiwan. Nurse Educ Today. 2011;31:18–23. https://doi.org/10.1016/j.nedt.2010.03.014.
Suliman WA. Critical thinking and learning styles of students in conventional and accelerated programmes. Int Nurs Rev. 2006;53:73–9. https://doi.org/10.1111/j.1466-7657.2006.00445.x.
D’Amore A, James S, Mitchell EKL. Learning styles of first-year undergraduate nursing and midwifery students: a cross-sectional survey utilising the Kolb Learning Style Inventory. Nurse Educ Today. 2012;32:506–15. https://doi.org/10.1016/j.nedt.2011.08.001.
Pentang J, Muhat JP, Bentor GD. COVID-19 and New Normal Education: modular learning styles, Study Hab-its, and performance of Grade I learners. Int J Multidiscip Appl Bus Educ Res. 2022;3:1274–83. https://doi.org/10.11594/ijmaber.03.07.07.
Abidin MJZ, Rezaee AA, Abdullah HN, Singh KKB. Learning styles and overall academic achievement in a specific educational system. Int J Humanit Soc Sci. 2011;1:143–52.
Ahadi F, Abedsaidi J, Arshadi F, Ghorbani R. Learning styles of nursing and allied health students in Semnan university of medical sciences. Koomesh. 2010;11:141–6.
Cimermanová I. The effect of learning styles on academic achievement in different forms of teaching. Int J Instr. 2018;11:219–32. https://doi.org/10.12973/iji.2018.11316a.
Fleming S, Mckee G, Huntley-Moore S. Undergraduate nursing students’ learning styles: a longitudinal study. Nurse Educ Today. 2011;31:444–9. https://doi.org/10.1016/j.nedt.2010.08.005.
Cant R, Cooper S, Ryan C. Using virtual simulation to teach evidence-based practice in nursing curricula: a rapid review. Worldviews Evidence‐Based Nurs. 2022;19(5):415–22. https://doi.org/10.1111/wvn.12572.
Stanley MJ, et al. Integrating video simulation scenarios into online nursing instruction. J Nurs Educ. 2018;57(4):245–9. https://doi.org/10.3928/01484834-20180322-11.
Acknowledgements
The authors thank all the participants and team members involved in the project.
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(H.M) designed the study and prepared the manuscript. (S.M) collected the data. (A.H) analyzed the data with the guidance from FAM. (M.M and F.AM) prepared the final manuscript. HM and FAM revised the manuscript. All authors approved the final version for submission.
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The study was approved by the Ethics Committee of Mazandaran University of Medical Sciences, IRAN (Approval No. IR.MAZUMS.REC.1399.9075). Informed written consent to participate in the study was obtained.
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Mohsenipouya, H., Monsefi, S.F., Hosseinnataj, A. et al. The effect of learning styles on the academic achievement of nursing students: a cross-sectional study. BMC Res Notes 17, 294 (2024). https://doi.org/10.1186/s13104-024-06949-8
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DOI: https://doi.org/10.1186/s13104-024-06949-8