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Faisal Rafi; Abyan Ibnu Fauzan; Muhammad Hafidh Al Manaf; Enny Diah Astuti

Jurnal Mahasiswa Kreatif 2026 International Forum of Researchers and Lecturers

Language is an important part of human life. Through language, humans can communicate with each other. In addition, language is used to convey ideas, thoughts, opinions, feelings, and thoughts to others. Language also serves as a tool for self-development and interaction with others. A language must have clear meaning so that when communication occurs, there is no misunderstanding in its delivery. Currently, there are several variations of language styles used in society. The existence of these variations is triggered by the rapid development of communication technology. This development has led to different language styles being used by each generation. Each generation has its own used by each generation. Each generation has its own distinctive language style. The use of proper and correct Indonesian is currently shifting and being replaced by slang, so that many people are now accustomed to using slang. This research employs a descriptive analysis and literature review method to examine this linguistic shift. The findings indicate that the high intensity of social media usage accelerates the spread of slang, which potentially diminishes teenagers' formal language skills. Consequently, effective strategies are needed to balance the use of slang as a social dynamic while preserving the Indonesian language as a vital national identity.

Fitriah Fitriah; Yanto Nius Gulo

Jurnal Pengabdian dan Keberlanjutan Masyarakat 2026 Lembaga Pengembangan Kinerja Dosen

The transformation of payment systems from cash to digital through the Quick Response Code Indonesian Standard (QRIS) is part of financial transaction modernization in Indonesia. This transformation has begun among Micro, Small, and Medium Enterprises (MSMEs) in the Baduy community, particularly in Baduy Luar, which has higher interaction with external communities. However, the adoption of digital payment systems has not been fully supported by adequate financial management capabilities. This community service activity aims to identify the transformation process of payment systems and describe the financial literacy conditions of Baduy MSMEs. The method used is a descriptive qualitative approach through in-depth interviews and field observations. The results show that some MSMEs have adopted QRIS through Bank BRI as an alternative payment method alongside cash and have utilized social media such as TikTok Live and Instagram for product marketing. The main sources of income include handicrafts, traditional clothing, accessories, and food products. However, financial management practices remain simple and lack systematic recording. This indicates improved financial inclusion but not yet accompanied by adequate financial behavior. Therefore, strengthening financial literacy is essential to support sustainable financial modernization in the Baduy community.

Nadia Kumari; Melyana Pinem; Riscitta Ogilvie Hubertus Sinaga; Jessica Hotnida Nainggolan; Meisuri Meisuri

Publikasi Para ahli Bahasa dan Sastra Inggris 2026 Asosiasi Periset Bahasa Sastra Indonesia

This study analyzes visual signs in the Charlie Chaplin animations Safari at The Park and The King in The Ring using Charles Sanders Peirce’s semiotic framework, focusing on icons, indexes, and symbols. Film and animation communicate meaning through visual elements such as gestures, facial expressions, movements, and character interactions, making them rich for semiotic analysis. Using a descriptive qualitative method, the research identified and categorized visual signs in both animations. Results show that icons, which resemble real-world objects, dominate by establishing story settings natural safari environments in one animation and competitive boxing arenas in the other. Indexes reveal cause-and-effect relationships, demonstrating how gestures, expressions, and actions convey danger, fatigue, or emotional shifts. Symbols convey conventional or cultural meanings, such as Charlie Chaplin’s bowler hat and cane representing his comedic identity, a championship belt symbolizing victory, or a rose indicating affection. While both animations use the same types of signs, the intensity and focus vary with the narrative context: Safari at The Park emphasizes situational and natural elements, whereas The King in The Ring highlights competition and emotional reactions. This study confirms that Peirce’s triadic model effectively explains how meaning is constructed in animation through dynamic visual communication.

Faradiba Azzahra; Roni Lukum; Fidya Ramadhani Abdullah Dede; Nurinda Ibrahim; Eka Haspy Mulbiyanti

Jurnal Riset Rumpun Ilmu Pendidikan 2026 Lembaga Pengembangan Kinerja Dosen

This article discusses strengthening civic identity through multicultural education based on local wisdom in Gorontalo Regency. The main problem raised is how local culture, although recognized as a symbol of regional identity, has not been fully translated into an inclusive and reflective pedagogical design to shape students' civic awareness. This study uses a qualitative case study design based on document analysis, with data sources in the form of indexed journal articles, regional official publications, and educational documents published in 2021–2026. The focus of the study is directed at educational practices in Limboto and Dungaliyo. The data was selected purposively based on relevance, credibility, and thematic proximity, then analyzed through the stages of data reduction, data presentation, and conclusion drawn. The results of the study show three main findings: first, huyula local wisdom as the value of mutual cooperation, solidarity, and collective responsibility functions as a cultural bridge that connects social diversity with civic disposition. Second, multicultural education is more effective when local values are explicitly integrated into classroom interactions, school habituation, collaborative work, and reflective discussions. Third, challenges arise because many local values are still implicitly practiced so that they have not yet formed a reflective citizenship consciousness. This article concludes the need for a shift from symbolic recognition to structured pedagogical design through curriculum contextualization, teacher mediation, and school-to-community partnerships.

Sri Rahayu; Aida Safitri; Risma Anita Puriani

RISOMA : Jurnal Riset Sosial Humaniora dan Pendidikan 2026 Asosiasi Ilmuwan Pendidikan, Sosial, dan Humaniora Indonesia

This research explores hedonistic lifestyle patterns as a social reality that grows within peer interactions, both in adolescence and adulthood. The investigation applies a qualitative descriptive literature review by examining national scholarly publications issued from 2016 to 2026. The findings indicate that hedonistic tendencies should not be interpreted merely as individual choices to seek enjoyment. Instead, they emerge from social processes shaped by interaction, peer influence, and shared norms that develop within a group. In this context, peer circles function as influential socialization agents, encouraging conformity so individuals can be accepted and avoid social exclusion. The study also identifies differences in underlying motivations across life stages. Among adolescents, hedonistic behavior is closely linked to identity exploration and self-definition. For adults, however, it is more associated with maintaining self-image, signaling social standing, and displaying markers of achievement. Overall, environmental dynamics, the expansion of consumer-oriented culture, and intensive exposure to social media play significant roles in strengthening this phenomenon in Indonesia.

Raffa Shalsabila; Evy Nurmiati

WISSEN : Jurnal Ilmu Sosial dan Humaniora 2026 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

The dominance of digital technology in contemporary society has led to a shift in human values. Technology no longer serves merely as a tool but has evolved into a crucial system shaping interaction, communication, and behavior. This study uses qualitative methods to examine how digital technology influences human values in modern society. For this purpose, a literature review was carried out, incorporating thematic analysis of relevant sources. According to this study, the prevalence of digital technology has significantly transformed many aspects of social life. This includes the transition from a user-centered paradigm to a more automated system-centered paradigm; the conversion of human identity into data representation in digital systems; as well as the move from in-person to online communication within social exchanges. These effects undermine the quality of social relationships, reduce empathy and interpersonal interaction, increase dependence on technology, and lead to dehumanization. Furthermore, changes in information perception have the potential to improve digital literacy but simultaneously reduce the quality of critical public reflection. Nevertheless, digital technology continues to offer advantages such as easier access to information and productivity gains. Therefore, strategic efforts are needed to improve user-centered technology, digital skills, and adaptable regulations.

Skolastika Dinda Ayu Maharani; Monica Innanda Chiaralazzo; Intan Sakti Pius X

Berkat : Jurnal Pendidikan Agama dan Katolik 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This article examines the phenomenon of interfaith solidarity rapidly flourishing in Indonesia’s digital sphere during Ramadan, specifically through the viral "war takjil" trend involving active participation from non-Muslim communities. With national social media users reaching 180 million, digital platforms have transformed into crucial interaction spaces facilitating fluid and participatory interfaith communication. This research employs a qualitative approach using literature review, phenomenological analysis, and theological reflection within the Catholic tradition to understand the meaning behind this social behavior. Main findings indicate that this phenomenon is a concrete manifestation of bottom-up pluralism, emerging organically from daily social interactions. Based on the Contact Hypothesis, these digital interactions successfully reduce prejudice by achieving common goals and maintaining equal status in public spaces. Theologically, the phenomenon reflects the spirit of universal brotherhood and solidarity emphasized in the documents Fratelli Tutti and Nostra Aetate. The article concludes that healthy pluralism is the capacity to maintain one's own faith identity while actively building bridges of love with those of different beliefs. The implications emphasize the importance of media literacy for faith educators and catechists to guide the community in responding to digital social dynamics constructively without compromising theological truths. This study serves as a reference for developing inclusive, love-based interfaith communication strategies within Indonesia’s diverse digital society.

Elsa Pramudita; Cinta Aprilia Putri; Wiwin Luqna Hunaida

Jurnal Ilmu Sosial, Bahasa dan Pendidikan 2026 Pusat Riset dan Inovasi Nasional

Group-based learning in the classroom plays a vital role in enhancing social interaction, individual responsibility, as well as students' critical thinking and collaborative skills. However, its implementation often faces challenges such as the dominance of certain members, social loafing, low participation, and interpersonal conflicts that hinder group effectiveness. This study aims to comprehensively examine the dynamics of learning groups by integrating four key aspects: the concept of group dynamics based on the Tuckman model, the characteristics of effective groups in cooperative learning, group formation techniques, and conflict management strategies. The research utilizes a qualitative approach with a literature study method, analyzing 25 sources including nationally accredited journals, academic books, and theses published between 2020 and 2024. Data analysis was conducted through reduction, thematic classification, content analysis, and conceptual synthesis. The results indicate that effective group dynamics can be achieved through the Tuckman stages, the application of the five elements of cooperative learning, the selection of appropriate group formation techniques with risk mitigation, and the implementation of the Thomas-Kilmann conflict management styles.The scientific contribution of this research is the development of an integrative model based on these four aspects, which serves as a conceptual framework to strengthen collaborative learning practices in the classroom. Practical implications include the formation of ideal groups consisting of 4–5 students, the establishment of initial group contracts, the use of dual assessment rubrics (individual and group), and peer evaluation mechanisms to enhance accountability and reflection.

Helleri Sitinjak; Elka Anakotta; Eurene Lefta

Jurnal Ilmu Sosial, Bahasa dan Pendidikan 2026 Pusat Riset dan Inovasi Nasional

This study aims to analyze the novel Laskar Pelangi by Andrea Hirata using a critical hermeneutic approach developed by Jürgen Habermas. The focus of this research is to uncover the critical meaning contained in the novel as a reflection of social reality, especially in the field of education. The method used is descriptive qualitative research with data collection techniques through literature studies and text analysis in the form of excerpts in novels. The results of the study show that the novel Laskar Pelangi not only presents an inspiring story, but also contains criticism of the education system in Indonesia which is still colored by inequality and injustice. In the aspect of communicative action, it was found that there was a dialogical interaction between teachers and students as well as the value of solidarity and strong struggle. However, in the aspect of communication distortion, there is injustice in access to education and a lack of space for poor groups to voice their interests. In addition, the analysis also reveals the existence of ideology and domination, especially economic dominance over education and social systems that oppress the lower groups. On the other hand, the emancipatory interest in this novel is reflected through education as a tool of liberation and the struggle of its characters in fighting against limitations. Thus, this study concludes that the novel Laskar Pelangi has an important role as a social criticism medium that is able to build readers' critical awareness of the reality of education and social inequality that occurs in society.

Arief Fahmi Lubis

Jurnal Riset Rumpun Ilmu Sosial, Politik dan Humaniora 2026 Pusat Riset dan Inovasi Nasional

This article examines the complex interactions between the military and civil society in regions affected by conflict, approached from a sociological-legal perspective. The study seeks to understand how military power influences civil society, the ways in which legal and social legitimacy are established, and how local communities respond to military presence and control. Employing a qualitative case-study methodology, the research utilized in-depth interviews with community members and military personnel, extensive field observations, and detailed analysis of relevant legal documents. The findings reveal that military power structures significantly impact civil rights, security, and social dynamics, with interactions ranging from cooperative engagement to open conflict. Furthermore, the legitimacy of military actions is closely linked to factors such as operational performance, transparency, accountability, and social acceptance by local populations. Based on these insights, the article argues for the importance of improving communication channels between military forces and communities, integrating formal legal frameworks with local norms and practices, and actively involving community members in security and governance programs. These measures are proposed as strategies to enhance the legitimacy of military operations, reduce conflict, and promote long-term social stability. The study contributes to the broader understanding of civil-military relations by highlighting the sociological and legal dimensions of military influence in conflict-affected areas.

Mardian Idris Harahap; Alwi Murad Sofi Hasibuan; Febriani br Ginting; Alya Qais Tsabitah; Mora Nanda Tambak +5 more

Jurnal Riset Rumpun Ilmu Sosial, Politik dan Humaniora 2026 Pusat Riset dan Inovasi Nasional

This article examines the relationship between Islamic politics and democracy in contemporary Indonesia. As the country with the largest Muslim population in the world, Indonesia presents a distinctive dynamic in the interaction between Islamic values and modern democratic systems. This study aims to analyze how Islamic political actors, including political parties and religious organizations, interact with and adapt to democratic practices in the post-Reform era. The research employs a qualitative method through a literature review of Indonesian academic journals published within the last five years. The findings indicate that Islamic politics in Indonesia is plural and dynamic, showing an adaptive tendency toward democratic principles. Islamic values such as deliberation (shura), justice, and equality are considered compatible with democratic ideals. However, Islamic politics also faces contemporary challenges, including the politicization of religion, identity politics, and social polarization. The article concludes that the relationship between Islamic politics and democracy in Indonesia is dynamic and largely adaptive within the framework of the Pancasila state.

Mardian Idris Harahap; Muhammad Akbar Al Fikri Harahap; Almadani Almadani; Rizki Amanda Harahap; Alfi Rahmat +5 more

Jurnal Riset Rumpun Ilmu Sosial, Politik dan Humaniora 2026 Pusat Riset dan Inovasi Nasional

This article examines three major streams of Islamic political thought in Indonesia through a comparative analysis of the ideas of Mohammad Natsir, Abu Bakar Ba’asyir, and Abdurrahman Wahid (Gus Dur). Mohammad Natsir embodies the constitutional–integralist perspective, which seeks to formalize Islam as the foundation of the state by utilizing democratic mechanisms and constitutional political processes. In contrast, Abu Bakar Ba’asyir reflects a radical–ideological orientation that firmly rejects democracy and advocates the full implementation of Islamic Sharia through extra-constitutional and non-parliamentary movements. Meanwhile, Abdurrahman Wahid represents a substantive–cultural approach, opposing the formal institutionalization of Islam within the state while promoting Islamic values as ethical guidance for building a tolerant and pluralistic nation. The contrasting viewpoints of these three figures highlight the diversity of Islamic political discourse in Indonesia and illustrate the evolving interaction between religion and state. Overall, this study demonstrates how Islamic thought continues to adapt and remain relevant within Indonesia’s multicultural and democratic context.

Rismanda Aurylia Raspati; Putri Ekaresty Haes; Jonathan Jacob Paul Latupeirissa; Ni Luh Yulyana Dewi

Jurnal Riset Rumpun Ilmu Sosial, Politik dan Humaniora 2026 Pusat Riset dan Inovasi Nasional

Bali, as an international tourism destination, serves as a space for cross-cultural interactions that require effective communication skills, particularly in the hospitality sector. Hotel Masa Inn serves predominantly international guests, requiring front office staff to adapt to cross-cultural communication. This study aims to analyze the process of cross-cultural communication adaptation between Hotel Masainn employees and international guests through the perspective of Willingness to Communicate (WTC). A descriptive qualitative approach was employed using observation, structured interviews, and document analysis. Informants were selected purposively from front office staff. The findings indicate that communication adaptation is carried out through basic English proficiency, the use of nonverbal communication, active interaction, and intrinsic motivation to improve language skills. However, this process also faces challenges in the form of communication anxiety and situational pressure, particularly when dealing with repeater guests. Within the WTC framework, employees’ willingness to communicate is influenced by self-confidence, motivation, anxiety, and interactional context, which collectively contribute to service quality and international guest satisfaction.  

Riza Nur Laila; Melinda Cahyani; Habibah Nurul Azizah

Jurnal Ilmu Pendidikan, Bahasa, Sastra dan Budaya 2026 Asosiasi Periset Bahasa Sastra Indonesia

Learning media is a tool used to convey messages so that it can stimulate students' thoughts, feelings, attention, and willingness in the learning process. This study aims to determine the effectiveness of using KoKaMi media, a three-dimensional media combined with language games, in improving Arabic vocabulary mastery of eighth-grade female students of SMPIT An Nur Sragen. This study uses a quantitative approach with an experimental method and a pre-experimental design of one group pretest–posttest type. The study population consisted of 22 female students and all were sampled through a total sampling technique. Data collection was carried out through tests, interviews, observations, and documentation, while data analysis used descriptive statistics, prerequisite tests, and hypothesis testing with the help of SPSS. The results of the analysis showed that the data were not normally distributed so the Wilcoxon Signed Rank Test was used. The test results showed a significance value of 0.000 smaller than 0.05, which means H0 is rejected and Ha is accepted. These findings prove that KoKaMi media is effective in improving Arabic vocabulary mastery. Therefore, KoKaMi media can be used as an alternative innovative learning media that helps students understand vocabulary more actively, enjoyably, and meaningfully. The implications of this research indicate that the use of game-based media can increase learning motivation, class participation, and learning interactions, so teachers are advised to utilize similar creative media as an effective and student-centered language learning strategy in learning practices at school consistently and sustainably.

Riza Nur Laila; Melinda Cahyani; Habibah Nurul Azizah

Jurnal Ilmu Pendidikan, Bahasa, Sastra dan Budaya 2026 Asosiasi Periset Bahasa Sastra Indonesia

Learning media is a tool used to convey messages so that it can stimulate students' thoughts, feelings, attention, and willingness in the learning process. This study aims to determine the effectiveness of using KoKaMi media, a three-dimensional media combined with language games, in improving Arabic vocabulary mastery of eighth-grade female students of SMPIT An Nur Sragen. This study uses a quantitative approach with an experimental method and a pre-experimental design of one group pretest–posttest type. The study population consisted of 22 female students and all were sampled through a total sampling technique. Data collection was carried out through tests, interviews, observations, and documentation, while data analysis used descriptive statistics, prerequisite tests, and hypothesis testing with the help of SPSS. The results of the analysis showed that the data were not normally distributed so the Wilcoxon Signed Rank Test was used. The test results showed a significance value of 0.000 smaller than 0.05, which means H0 is rejected and Ha is accepted. These findings prove that KoKaMi media is effective in improving Arabic vocabulary mastery. Therefore, KoKaMi media can be used as an alternative innovative learning media that helps students understand vocabulary more actively, enjoyably, and meaningfully. The implications of this research indicate that the use of game-based media can increase learning motivation, class participation, and learning interactions, so teachers are advised to utilize similar creative media as an effective and student-centered language learning strategy in learning practices at school consistently and sustainably.

Iin Himatul Islamiah

Jurnal Manajemen dan Pendidikan Agama Islam 2026 Asosiasi Riset Pendidikan Agama dan Filsafat Indonesia

This study aims to analyze the phenomenon of slang usage on the TikTok social media platform as a form of linguistic adaptation in digital communication. Using a qualitative descriptive approach, this research examines how users modify language structures to create more effective, expressive, and socially meaningful interactions. Data were collected through participatory observation of content appearing on the For Your Page (FYP) feature and analyzed using textual and contextual methods. The findings reveal that slang formation on TikTok occurs within three main domains: phonological transformation through sound reduction to produce linguistic aesthetics, morphological modification through the creation of efficient acronyms, and cognitive-semantic shifts that redefine the meanings of existing vocabulary. These findings demonstrate that slang is not merely a temporary communication trend, but also functions as an important sociolinguistic instrument for constructing group identity, strengthening emotional connections, and reflecting the cognitive and cultural dynamics of contemporary digital society amid the rapid development of information technology.

Fahira Intan Ukhrowi; Ikrimatul Uyun; Ilman Derajat; Mu’allimin Mu’allimin

Jurnal Manajemen dan Pendidikan Agama Islam 2026 Asosiasi Riset Pendidikan Agama dan Filsafat Indonesia

This research is based on the reality that classroom management often tests teachers' emotional stability, especially when dealing with highly active students. This study focuses on how teachers use emotional intelligence to control themselves when facing challenging learning situations. The purpose of this study is to describe the forms of emotional regulation carried out by teachers and their influence on the effectiveness of classroom management. The research was conducted using a qualitative descriptive approach through observations and interviews with teachers. The results show that effective emotional management is carried out through several methods, such as increasing self-awareness to recognize stress triggers, pausing before responding to student behavior, and trying to understand the background of student activity through empathy. Teachers with good emotional intelligence tend to be able to direct student activity into more positive learning participation, rather than responding to it with reactive or authoritarian responses. This study emphasizes the importance of strengthening psychological aspects and emotional management skills in teacher professional development programs. Emotional maturity not only helps create a more harmonious classroom atmosphere but also forms the basis for inclusive learning interactions and supports the continuous development of student character.

Indah Permata Poetri; Vini Nur Rindah Arifin; Ayu Nurmallah Sigit Handani; Khansa Safina Ardianti; Mahela Chika Yulia Pangestu

Jurnal Publikasi Ilmu Psikologi. 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

The digital era has fundamentally revolutionized human interaction and information processing, particularly for Generation Z as digital natives. This research aims to identify the characteristics of digital information consumed by Generation Z and evaluate their long-term memory (LTM) capacity in the digital age. Using a Systematic Literature Review (SLR) method with a qualitative approach, 15 relevant studies published between 2021 and 2026 were analyzed from databases such as Scopus, Google Scholar, and ScienceDirect. The findings indicate that digital information characteristics—which are often "bite-sized," visual, and rapidly consumed—tend to encourage shallow encoding and digital amnesia. However, the study also found a dual impact: while high cognitive load and constant multitasking can hinder memory consolidation, structured digital use and interactive learning modules can significantly enhance memory retention. These results imply that optimal cognitive function in the digital era highly depends on digital literacy and effective information management strategies to balance technological use with natural cognitive sharpness.

Peni Hutami; Rina Oktaviana

Jurnal Publikasi Ilmu Psikologi. 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

This study aims to explore the role of pet attachment among cat owners in Palembang, focusing on how emotional bonds are formed, interpreted, and influence psychological well-being. A qualitative approach was employed using purposive sampling to select two main participants who had high interaction intensity with their cats, along with additional informants from family members and neighbors. Data were collected through in-depth interviews, observations, and documentation, then analyzed thematically with source triangulation to ensure validity. The findings reveal that pet attachment develops through daily interactions such as feeding, cleaning, playing, and monitoring the cat’s health. Cats are perceived not only as domestic animals but also as companions that provide psychological comfort, emotional support, and stress reduction. Factors shaping attachment include emotional needs, intensity of daily interaction, empathy toward the pet’s condition, long-term caregiving commitment, and the perception of cats as significant companions. The duration of ownership strengthens attachment quality, while the loss of a pet triggers profound grief comparable to losing a family member. Moreover, pet attachment influences family dynamics and social identity, portraying owners as caring and empathetic individuals. In conclusion, pet attachment among cat owners in Palembang is a complex psychological phenomenon involving emotional, social, and behavioral dimensions. The relationship between humans and cats extends beyond utilitarian functions, evolving into deep affective bonds that serve as coping mechanisms and psychosocial support in urban life. These findings enrich the literature on human-animal relationships and highlight the therapeutic and emotional value of pets in modern society.

Satrio Nugroho; Dwi Jatmoko; Mike Elly Anitasari; Widiyatmoko Widiyatmoko; Muklis Muklis

Jurnal Riset Rumpun Ilmu Teknik 2026 Pusat riset dan Inovasi Nasional

This study aims to analyze the effect of direct learning on engine components toward students' vehicle diagnostic abilities in vocational education. Employing a quantitative approach with an ex post facto design, the sample consisted of 80 students selected using simple random sampling from a population of 100 students. Data were collected using validated and reliable questionnaires. The data analysis techniques included descriptive statistics, classical assumption tests, and simple linear regression analysis. The results show that direct learning has a positive and significant effect on students’ vehicle diagnostic abilities, with a significance value of 0.000 < 0.05 and a coefficient of determination (R²) of 0.264. This indicates that direct learning contributes 26.4% to the improvement of students' diagnostic abilities. The findings emphasize the importance of practical, hands-on learning approaches in vocational education. These approaches not only enhance students' understanding of automotive theory but also improve their diagnostic skills. The study highlights that systematic learning and direct interaction with engine components are key factors in developing students' competencies, making them more effective in real-world vehicle diagnostics.