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Hapni Laila Siregar; Ayla Zahra Adnan; Muhammad Fadhil Romadhon; Najla Mutia Nasution; Sarah Meutia

Jurnal Riset Rumpun Ilmu Bahasa 2026 Pusat riset dan Inovasi Nasional

This study examines the practice and meaning of hijab among Muslim female students in the Indonesian Language and Literature Department to determine whether the hijab is understood more as a religious obligation or as a form of identity choice. The purpose of this study is to describe the motivations, patterns of practice, social influences, and experiences of female students related to wearing the hijab in their daily lives, both on and off campus. The study employed a quantitative-descriptive design complemented by qualitative components. A structured questionnaire consisting of Likert-scale statements and open-ended questions was distributed to 70 Muslim female students, while essay responses were analyzed thematically to gain a deeper understanding of the respondents’ perspectives. Quantitative data were summarized using descriptive statistics in the form of percentage distributions to identify response tendencies, while qualitative data were coded to present representative experiences, views, and reasons underlying the decision to wear the hijab. The results showed that the majority of female students consistently wore the hijab primarily because of religious beliefs and personal awareness as Muslim women, although cultural identity, family environment, and social acceptance also influenced the practice. The implications of this study emphasize the importance of recognizing the hijab as both a manifestation of faith and a social identity, as well as the need for a campus environment that respects individual motivations, choices, and autonomy in wearing the hijab.

Rizqi Kartika Wardani; Rian Adi Pamungkas; Intan Silviana Mustikawati

International Journal of Economics, Commerce, and Management 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

Digitalization in the healthcare sector is a strategic step to enhance efficiency, accuracy, and service quality. One of the key innovations gaining significant attention is the use of Electronic Medical Records (EMR). Purpose: This study aims to analyze nurse competence, social influence, and usability on actual use electronic medical record with perceived ease of use as intervening variable at Satya Negara Hospital. Methods: The research method used a quantitative approach with a cross-sectional design, involving 108 nurses as respondents selected through a saturated sampling technique. Data were collected using a questionnaire and analyzed using a Structural Equation Model (SEM) based on Partial Least Squares (PLS). Findings: The results indicate that nurse competence, social influence, and usability significantly affect the actual use of EMR. Additionally, perceived ease of use mediates these relationships, enhancing the adoption and utilization of EMR systems. Implications: The managerial implications of this study include the need to enhance nurse competency training, strengthen social support in the workplace, and improve the usability of the Electronic Medical Records (EMR) system to encourage more optimal use. This study also contributes to the development of literature on health information technology implementation by integrating human, social, and technical factors into the analytical model.

Utami Pratiwi; Lestari Wuryanti; Ayu Nursari

International Journal of Economics and Management Sciences 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study examines the effects of word of mouth, peer influence, and promotion on exercise decisions at gymnasiums in Bandar Lampung City, with hedonic motivation as a mediating variable. Drawing on the Theory of Planned Behavior and consumer behavior perspectives, the research employed a quantitative causal-associative design. Data were collected through structured questionnaires from 100 active members of four gymnasiums and analyzed using Partial Least Squares - Structural Equation Modeling (PLS-SEM) with SmartPLS . The results indicate that word of mouth, peer influence, and promotion have positive and significant effects on hedonic motivation and on exercise decisions. Hedonic motivation also exerts a positive and significant effect on exercise decisions, suggesting that pleasurable and emotionally rewarding fitness experiences reinforce consumers' intention to engage in regular gym- based exercise. Mediation analysis further reveals that hedonic motivation significantly channels the effects of peer influence and promotion on exercise decisions, while the indirect effect of word of mouth is also significant, although its negative coefficient warrants careful interpretation. These findings demonstrate that exercise decisions are shaped not only by utilitarian health considerations but also by social influence, promotional exposure, and affective consumption experiences. The study provides practical insights for gym managers in designing service and marketing strategies that strengthen customer engagement and sustained participation.

Afina Fahru Miliana

Harmoni: Jurnal Ilmu Komunikasi dan Sosial 2026 International Forum of Researchers and Lecturers

Social media has brought significant changes in the way humans interact, construct meaning, and shape social identities. In Indonesia, TikTok is the most widely accessed social media platform, reaching 32% of users. TikTok is not only a medium of entertainment but also a space for the production and reproduction of values, tastes, and social standards. The TikTok algorithm presents personalized content according to user preferences, creating a continuous flow of information that is visually and repetitively consumed. From an anthropological perspective, this article aims to analyze how algorithms influence the formation of digital identity and generate new status symbols in virtual spaces. This research uses a qualitative approach with ethnographic methods and literature studies on TikTok usage practices. The results of the study show that indicators of popularity such as the number of views, followers, likes, and interaction rates become new forms of status symbols that represent users’ social influence in the digital world. From an anthropological perspective, TikTok can be understood as a new cultural space where algorithms act as structural agents that influence social practices, identity production, and symbolic hierarchies within digital society. This study emphasizes that algorithms function not only as technical technologies but also as cultural forces that shape how individuals understand themselves and their social positions within the social media ecosystem.

Dwi Puspitasari Anggita Anggraeni; Duta Liana; Ratna Indrawati

International Journal of Management Science and Business 2026 International Forum of Researchers and Lecturers

Digital transformation in healthcare services is a strategic approach to improve access, efficiency, and service quality, particularly within Indonesia’s National Health Insurance (JKN) system. BPJS Kesehatan has introduced an online queue feature through the Mobile JKN application to minimize manual queuing and reduce waiting times in outpatient services. However, despite the widespread ownership of the application, its actual utilization for online queuing remains relatively low, including in a regional public hospital (RSUD) in West Bandung. This condition reflects a gap between the availability of digital health technology and patients’ actual usage behavior, highlighting the need to examine factors influencing adoption.This study aims to analyze the effects of perceived ease of use, social influence, and facilitating conditions on the actual use of the Mobile JKN online queue, with behavioral intention as an intervening variable among outpatients. A quantitative cross-sectional design was applied, involving 255 JKN outpatient participants selected through purposive sampling. Data were collected using structured questionnaires and analyzed using Structural Equation Modeling (SEM) with AMOS version 24, based on the Technology Acceptance Model (TAM) and the Unified Theory of Acceptance and Use of Technology (UTAUT). Data analysis included descriptive statistics, validity and reliability testing, normality assessment, goodness-of-fit evaluation, Three Box Method, and hypothesis testing.

Rizal Akbar; Widya Hasian Situmeang; Edi Wiraguna

Hidroponik : Jurnal Ilmu Pertanian Dan Teknologi Dalam Ilmu Tanaman 2025 Asosiasi Riset Ilmu Tanaman Dan Hewani Indonesia

This research program aimed to improve farmers’ understanding of the Jajar Legowo rice planting system and to analyze the factors influencing their perceptions. The program was conducted with the Sukatani Farmer Group in Tukdana Village, Indramayu Regency, using a mixed-method approach that combined observation, interviews, and questionnaires with 30 farmers. The results showed that farmers’ knowledge of the Jajar Legowo system was relatively low (54.17%), while their attitude was in the moderate category (58.92%). Correlation analysis revealed a strong relationship between knowledge and attitude (r = 0.672), which together shaped farmers’ perceptions of the system. Further analysis indicated that only land area had a significant influence on farmers’ perceptions, while age and education level showed no significant effect. Qualitative findings also revealed that farmers’ perceptions were influenced by direct farming experience, agricultural extension activities, institutional support, and social influence from leading farmers. Based on these findings, efforts to increase the adoption of the Jajar Legowo planting system require participatory extension strategies, hands-on demonstrations, and strengthened farmer group involvement.

Laisyah Shava Zein Haryanto; Luqman Effendi

Jurnal Inovasi Riset Ilmu Kesehatan 2025 Pusat Riset dan Inovasi Nasional

Smoking behavior among adolescents in Indonesia remains a serious public health challenge with increasing prevalence. Adolescence is a vulnerable period where psychological factors and the social environment significantly influence the decision to smoke. This study aims to review the factors influencing smoking behavior among adolescents based on the Health Belief Model (HBM) theoretical framework. This study is a literature review that analyzes various research findings related to the determinants of smoking behavior using HBM components. The analysis shows that all dimensions of HBM play a role in shaping smoking behavior. Self-efficacy and perceived susceptibility were found to be the strongest predictors. Although adolescents have a good perceived severity of the dangers of smoking, they are often hindered by high perceived barriers, such as peer pressure and psychological dependence. Consistent cues to action and perceived benefits are proven to encourage prevention and smoking cessation efforts. Adolescent smoking behavior is strongly influenced by individual beliefs in self-ability and health risks. Health interventions should focus on strengthening self-control and managing social influences to reduce the number of adolescent smokers.

I Gst Agung Adi Tanaya; Nyoman Dwika Ayu Amrita; Ni Putu Eka Saraswati; Ni Luh Gede Vivin Apriliani

JURNAL EKONOMI MANAJEMEN AKUNTANSI 2025 sekolah Tinggi Ilmu Ekonomi Dharma Putra Semarang

The increasing public awareness of global environmental issues has encouraged the emergence of the green consumerism trend, or environmentally friendly consumption behavior, across various segments of society. This shift in consumption patterns occurs in response to growing environmental sustainability challenges and climate change, which demand consumers to be more responsible in selecting, using, and disposing of products. Consumers no longer consider only price and quality, but also the environmental impact of the products they consume. This study aims to analyze the concept of green consumers, identify the factors influencing green consumption behavior, and examine its implications for the modern business environment. The research method employed is a literature study (library research) using a qualitative descriptive approach, reviewing various sources such as scientific journals, books, research reports, and recent publications relevant to the topic of green consumerism. The results indicate that environmental awareness, sustainable lifestyle values, concern for ecological impacts, as well as social influence and digital media, are the main factors shaping green consumer behavior. Furthermore, the study finds that companies capable of adapting to the green consumption trend through eco-friendly product innovation, sustainable business practices, and the implementation of corporate social responsibility will gain a positive corporate image, increase consumer trust, and create competitive advantages in an increasingly environmentally conscious market.

Agung Yulianto; Abdul Rohman; Surya Rahardja

Proceeding of the International Conference on Management, Entrepreneurship, and Business 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

Islamic economic instruments in the Indonesian economic system play an important role, such as waqf which can provide many benefits to society. Waqf instruments continue to innovate, where previously they were limited to land or buildings, now there are waqf instruments in the form of money. However, cash waqf is considered to be still not optimal because the potential of existing waqf is very far from the waqf that can be collected. This study aims to determine whether there is an influence of attitudes, subjective norms, performance expectations and social influences on intentions to endow money. The population of this study is the Muslim community in the city of Semarang. By taking a sample of 150 respondents by purposive non-random sampling. The data collection used a Googleform questionnaire, the data analysis method used SEM (Structural Equation Model) based on the SmartPLS 3.0 application. The results showed that the research model used was valid and reliable so that it was used properly. Based on the hypothesis test, the result is that attitude has a positive and significant direct effect on the intention of cash waqf. Subjective norms have a positive and not significant direct effect on cash waqf intentions. Performance Expectation has a positive and significant effect on cash waqf intentions. Social influence has a positive and insignificant effect on cash waqf intentions. The conclusion from this study is that the higher the attitude factor in a person which comes from beliefs in behaviour, the higher the intention of cash waqf, and the higher the performance expectation factor which comes from the level of confidence in obtaining profits in behaviour, the higher the intention of cash waqf. Likewise, subjective norm factors originating from social pressure have no influence on cash waqf intentions and social influence factors originating from social pressure in perceiving the use of the system have no influence on cash waqf intentions.

Xiang Pi; Jacky Mong Kwan Watt

International Journal of Management and Digital Sciences 2025 International Forum of Researchers and Lecturers

The Impact of Development Trends and Policy Optimization of New Energy Vehicles (NEVs) on Consumer Usage Behavior in Guizhou explores the relationship between the evolving landscape of NEVs and consumer behavior in Guizhou, with a strong emphasis on environmental con-siderations. It argues that as consumers become more aware of environmental issues, their willingness to adopt NEVs increases, influenced by both government policies and social factors.   The study highlights how effective policy optimization—such as financial incentives and educational initiatives—can enhance the adoption of NEVs. Additionally, it underscores the role of social influence in shaping consumer at-titudes and behaviors toward sustainable transportation. By examining these dynamics within the context of Guizhou's natural environment, the research provides valuable insights into creating a more sustainable transportation framework that aligns with both consumer preferences and ecological goals, based on a sample of 390 consumers.

Febriyanti, Alvyana Putri; Annurudiya, Annurudiya; Windrayadi , Yosia Dian Purnama

Jurnal Ekonomi, Bisnis dan Manajemen (EBISMEN) 2025 FEB Universitas Maritim Semarang

This study aims to analyze the relationship between the intensity of playing the online game Mobile Legends and the consumptive behavior of university students at Universitas PGRI Ronggolawe Tuban. The research was motivated by the growing phenomenon of digital consumption among students, particularly through virtual item purchases via microtransactions. A quantitative correlational approach was employed, using purposive sampling involving 40 active student players of Mobile Legends. Research instruments consisted of Likert-scale questionnaires measuring two main variables: gaming intensity (frequency and duration) and consumptive behavior (impulsive buying, wastefulness, and non-rational consumption). Data were analyzed using Spearman’s rho correlation test, revealing a positive and significant relationship between gaming intensity and consumptive behavior (r = 0.558; p < 0.05). These findings indicate that higher gaming intensity increases students’ tendency toward hedonic and symbolic digital consumption. The study highlights that students’ consumptive behavior in the digital era is shaped not only by economic factors but also by social influence, self-control, and emotional gratification. The research implies the need for enhanced digital financial literacy and self-regulation awareness among students to mitigate excessive consumptive behavior.

Aderia Hanifa Ananda; Nova Mardiana

Jurnal Bisnis Kreatif dan Inovatif 2025 Asosiasi Riset Ilmu Manajemen dan Bisnis Indonesia

The study try to explain the influence of perceived ease of use, perceived security, and social influence on consumer interest in adopting the QRIS as a digital payment method in Bandar Lampung. The rapid growth of digital transactions and the shift toward non-cash payments highlight the importance of understanding the factors that encourage consumer adoption of QRIS. A quantitative approach was employed, collecting primary data from 222 respondents through structured questionnaires distributed in various retail and public settings. The data were measured with Pearson correlation, and simple linear regression to measure the strength and significance of the variable’s relationships. The findings indicate that all three factors significantly influence consumer interest, with social influence showing the strongest effect, followed by perceived security and perceived ease of use. The results suggest that social norms, trust in transaction security, and ease of interaction with the system are critical in motivating consumers to adopt QRIS. These insights provide practical implications for service providers, policymakers, and merchants to enhance digital payment adoption by focusing on user-friendly designs, robust security measures, and strategies that leverage social influence to encourage broader usage.

Elis Setiawati; Windri Gusnita; Annisah Kurniati; Suci Yuniati; Depriwana Rahmi

Bilangan : Jurnal Ilmiah Matematika, Kebumian dan Angkasa 2025 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

Real analysis is one of the main branches of mathematics that serves as a fundamental foundation for the development of science and technology. This study emphasizes the understanding of basic concepts such as real numbers, limits, continuity, the principle of mathematical induction, as well as deductive and axiomatic approaches as a strong framework for mathematical proofs. This research employs the Systematic Literature Review (SLR) method by examining articles and journals related to both the theoretical aspects and the implementation of real analysis in solving mathematical problems. The findings indicate that the application of Polya’s method, visualization through demonstration, and the use of modern technology such as augmented reality (AR) can enhance the effectiveness of real analysis learning. These approaches help students connect abstract concepts with real applications, thereby strengthening logical, systematic, critical, and rigorous thinking skills. However, several learning difficulties are also identified, including the complexity of the material, weak learning habits, social influences, and inappropriate teaching strategies. Therefore, more applicative, interactive, and contextual learning strategies are needed to support the achievement of learning objectives. The conclusion of this review highlights that the integration of theoretical understanding, problem-solving methods, and innovative technology is a strategic step to improve students’ thinking quality in real analysis courses. Thus, real analysis is not only positioned as a theoretical subject but also as a medium for developing problem-solving abilities and higher-order thinking skills that are relevant to both academic needs and real-world applications.

Maria Christine Minarti Liwu; Marni Marni; Shela Christine Pello

Jurnal Riset Rumpun Ilmu Kesehatan 2025 Pusat riset dan Inovasi Nasional

This study aims to determine the effect of peer pressure on smoking behavior among adolescents at SMP Negeri 16 Kupang. The background of this study is based on the phenomenon of increasing smoking behavior among adolescents, which is greatly influenced by the dynamics of social relationships, especially peer groups. Adolescents are at a developmental stage where social acceptance and the need to be part of a group are very important, so they are vulnerable to the influence of the social environment, including peer pressure to try smoking behavior. This study uses a quantitative approach with the product moment correlation analysis method. The study sample consisted of 223 adolescent respondents aged 11–17 years who were selected proportionally from various classes at SMP Negeri 16 Kupang. The research instrument was a questionnaire that had been tested for validity and reliability. The results showed a significant relationship between peer pressure and smoking behavior, with a significance value of p = 0.000 (p < 0.05), which means the hypothesis is accepted. The correlation value (R) of 0.317 indicates a positive relationship between the two variables, although in the moderate category. The coefficient of determination (R Square) of 0.100 indicates that peer pressure influences smoking behavior by 10%, while the remaining 90% is influenced by other factors such as family environment, media influence, self-esteem, and adolescent psychological conditions. The correlation between peer pressure and smoking behavior was mostly moderate. Interestingly, the results also showed that female adolescents in this study were more likely to exhibit high smoking behavior than male adolescents, indicating a shift in social behavior patterns in female adolescents. These findings have important implications for educators, parents, and policymakers in designing more effective smoking prevention programs that take into account social pressure factors and gender differences.

Bela Melissa Arini; Nasarudhin Mas; Choirul Anam

Jurnal Manajemen Bisnis Era Digital 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study aims to analyze the influence of Online Advertising on purchasing decisions for Skintific products by considering the mediating role of Trust and Social Media Engagement. Skintific, as a digital-native skincare brand, actively utilizes digital marketing strategies through various social media platforms such as Instagram, Tiktok, or e-commerce like Shopee to increase consumer appeal, especially in Malang City. This study uses a quantitative approach with the Partial Least Squares Structual Equation Modeling (PLS-SEM) method to test the relationship between variables. The sample was obtained through a purposive sampling technique with 114 respondents who are active consumers of Skintific. The results of this study indicate that Online Advertising has a significant effect on purchasing decisions, both directly and through the mediation of Trust and Social Media Engagement. Theoretically, this study extends the application of the Theory of Reasoned Action (TRA) in explaining the formation of attitudes and subjective norms of consumers towards digital advertising, as well as the Technology Acceptance Model (TAM) which shows how perceived ease and usefulness of digital advertising content affect user engagement. Customer Trust Theory in E-Commerce is used to explain how trust is formed in online transactions, while Relationship Marketing Theory emphasizes the importance of long-term interactions between brands and consumers. The Theory of Planned Behavior (TPB) expands this framework by adding the construct of behavioral control, which explains how consumers' perceptions of ease and barriers contribute to purchasing decisions. Social Influence Theory is used to understand the influence of social norms and online community opinions on purchase intentions, and Uses and Gratifications Theory (UGT) to examine consumer motivations in accessing and interacting with digital content based on information needs, affection, and self-identity. This research provides theoretical contributions in strengthening the relevance of integrating several consumer behavior theories in a digital context.

Nur Ainun Ghoisani Ritonga; Cantika Zahara; Afwan Syahril Manurung

WISSEN : Jurnal Ilmu Sosial dan Humaniora 2025 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

This study aims to analyze the influence of social media and social environment on the hedonistic lifestyle among contemporary adolescents. A hedonistic lifestyle, which prioritizes the pursuit of personal pleasure and material satisfaction, has become increasingly prevalent among adolescents with the rapid development of technology, especially social media. This research employs a qualitative approach using in-depth interviews and case studies involving adolescents who are active social media users in several major cities in Indonesia. The results indicate that social media plays a significant role in shaping ideal life standards that emphasize luxury, social status, and instant gratification, which influences adolescents to pursue similar lifestyles. Additionally, the social environment, particularly family and peer groups, further strengthens adolescents' desire to gain recognition and social status through a consumerist lifestyle. The study also finds that although a hedonistic lifestyle provides momentary satisfaction, its long-term effects can be detrimental both psychologically and financially, and can worsen self-image and emotional well-being among adolescents. Therefore, it is important to provide more comprehensive education to adolescents on the wise use of social media and support the development of healthier life values within family and school environments.

Miftahul Jannah; Said Usman; Ismail Ismail; Irwan Saputra; M. Marthoenis

International Journal of Public Health 2025 Asosiasi Riset Ilmu Kesehatan Indonesia

Background: Smoking among adolescents in Pidie, Aceh, is a growing public health concern, marked by increasing prevalence and significant household expenditure despite known health risks. This behavior persists due to cultural and social influences and a lack of motivation to quit, with adolescents' perceptions of risk, though crucial, not fully understood. Method : This analytical cross-sectional survey of 303 male high school students in Pidie used Partial Least Squares (PLS) to examine the relationship between Health Belief Model (HBM) factors and smoking cessation efforts. Result : The findings revealed that perceived barriers (t-statistic = 4.284 > t-table = 1.96), perceived susceptibility (t-statistic = 2.050 > t-table = 1.96), and perceived benefits (t-statistic = 4.082 > t-table = 1.96) had a direct significant relationship with cessation attempts, while perceived severity did not. Conclution: This study concluded that perceived barriers actually motivate quitting, with negative experiences like health problems for themselves or family acting as triggers. Therefore, understanding both the benefits and barriers is key to increasing smoking cessation motivation among adolescent males.

Diah Ayu Pratama Putri; Nimas Ayu Lailasari; Nur Fathanah; Isnaini Khoirunnisa; Angga Pratama +1 more

Jurnal Riset dan Publikasi Ilmu Ekonomi 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aims to determine the extent to which the social environment influences the tendency of students' career choices. The approach used is quantitative, with the analysis method in the form of multiple linear regression. A total of 150 active students from Nurul Huda University, East OKU acted as respondents in this study. Data collection was carried out through the distribution of closed questionnaires designed with a Likert scale, covering several main indicators such as the influence of family, friendship environment, and the role of educational institutions. The results of the analysis showed that the three aspects of the social environment had a significant influence on students' career preferences, with the influence of family factors as the most dominant. The conclusion of this study states that students' career choices are not only influenced by internal motivation, but also determined by the social environment in which they interact. Therefore, active involvement from family, educational institutions, and the surrounding environment is very important in supporting students' career direction optimally.

Erwin Permana; Muhammad Rafi Putra Prasetia; Muhammad Rafif Falah; Agustinus Miranda Wijaya

Jurnal Ekonomi, Akuntansi, dan Perpajakan 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

The strengthening of the digital ecosystem has changed the way people make purchasing decisions. This study aims to analyze consumer purchasing decisions in live shopping on the TikTok platform for fashion products. The study was conducted using a descriptive qualitative approach. The research data was sourced from digital searches and observations. The results of the study indicate that consumer purchasing decisions in live shopping on TikTok are influenced by several key factors, namely seller credibility, promotional systems, interactivity, transaction ease, and social influence. These factors interact with one another and shape a satisfying shopping experience for consumers, thereby encouraging them to make purchases. By understanding these factors, businesses can design more effective marketing strategies to maximize sales through the TikTok platform.

Iskandar Rifai

International Journal of Islamic and Economic Education 2025 International Forum of Researchers and Lecturers

This study aims to determine and analyze the key factors that influence and significantly contribute to online purchasing decisions among consumers in Manado City, North Sulawesi. The research adopts a quantitative approach with factor analysis as the main method of data analysis. Judgmental sampling was employed to select participants who have experience in online shopping. Based on the results, seven dominant factors were identified that affect consumer decisions when making online purchases. These factors include: (a) Consumer Limitations and Access, which refer to time constraints and limited access to physical stores; (b) Desire and Technology, highlighting the role of consumer interest and technological literacy; (c) Product and Price Limitations, involving the lack of product variety and pricing differences; (d) Flexibility, which represents the freedom to shop anytime and anywhere; (e) Efficiency, such as time and cost savings; (f) Convenience, referring to the ease of the purchasing process; and (g) Economy and Social, which include discounts, promotions, and social influences. The study contributes to a better understanding of consumer behavior in digital commerce and provides useful insights for businesses and marketers to improve online customer experiences, particularly in regional markets such as Manado. The findings underscore the multidimensional nature of online shopping behavior in a rapidly growing digital economy.