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This study investigates the influence of drug availability, location, and service quality on consumer purchasing decisions at Toko Obat Zahwa Batam. The phenomenon underlying this research is a significant decline of 23.3% in transactions at Toko Obat Zahwa over three years (2022–2024). A quantitative approach with survey method was employed, involving 100 respondents selected through purposive sampling. Data were collected using a Likert-scale questionnaire and analyzed through multiple linear regression using IBM SPSS 26. The results indicate that drug availability has a positive and significant effect on purchasing decisions (t = 5.390; sig. = .000), service quality has a positive and significant effect (t = 4.700; sig. = .000), while location does not significantly influence purchasing decisions (t = –0.556; sig. = .579). Simultaneously, all three variables significantly affect purchasing decisions (F = 38.203; sig. = .000) and explain 53.0% of the variance (Adjusted R² = .530). The dominant influence of drug availability confirms the need-driven nature of pharmaceutical retail purchases, while the non-significant effect of location reflects habitual buying behavior among loyal consumers. These findings provide practical implications for independent drug store management in competitive markets.

This study investigates the impact of TikTok Live, viral content, and Fear of Missing Out (FOMO) on the purchasing decisions of Gen Z consumers in Jombang City for food and drink products. Social media, particularly TikTok, has rapidly expanded and functions as a potent digital marketing instrument. It influences consumer behavior through live broadcasting and the dissemination of viral content. The objective is to examine the influence of these three factors on purchasing decisions. This study employs a quantitative methodology. The data was obtained from surveys administered to 60 Gen Z participants who purchased food or beverages following exposure to TikTok advertising. Samples were selected by purposive sampling. Data were examined using multiple linear regression with SPSS software. Findings indicate that TikTok Live exerts a favorable and substantial impact on purchasing decisions. Viral material exerts no substantial impact. FOMO exerts a detrimental and substantial impact. The results indicate that TikTok live streaming effectively enhances consumer purchases, especially within the food industry.  

The development of digital technology has significantly transformed consumer purchasing behavior in recent years. Shopping activities that were previously conducted in person have now shifted to e-commerce and social commerce platforms that offer greater convenience, speed, accessibility, and a variety of attractive promotions. Two platforms experiencing rapid growth in Indonesia are Shopee and TikTok Shop, both of which have gained popularity among diverse consumer segments. These platforms not only offer a wide range of products but also provide interactive shopping experiences through features such as promotions, live shopping, consumer reviews, personalized recommendations, and ease of transactions. This situation has led to notable changes in consumers' purchasing decision-making processes and preferences. Factors such as app usability, promotional strategies, consumer trust, social media influence, user engagement, and evolving digital lifestyles are becoming increasingly dominant in determining purchasing decisions. Therefore, this study aims to analyze the key factors influencing consumer purchasing decisions on the Shopee and TikTok Shop platforms in the digital era, as well as to provide deeper insights into consumer behavior in an increasingly digital marketplace.

This study aims to analyze the impact of immersive commerce and augmented reality (AR) on consumer trust in e-commerce transactions using secondary industry data from the BrandXR 2025 Research on Augmented Reality in Retail & E-Commerce. Quantitative data was analyzed descriptively to evaluate the adoption rate of immersive technologies (immersive commerce and AR) and their relationship with consumer trust perceptions. The results show that immersive commerce, characterized by interactive and realistic user experiences, has a positive impact on consumer trust. Similarly, AR which offers realistic product visualization, has a significant impact on strengthening consumer trust in purchasing decisions. Simultaneously, the integration of immersive commerce and AR enhance the digital shopping experience, which can reduce risk perception and increase trust in online transactions. These findings empirically contribute to the literature on digital consumer behavior and e-commerce strategies, and suggest that businesses adopt immersive technologies to increase consumer trust and engagement in the online commerce ecosystem.

This study seeks to examine the influence of brand image, product innovation, and lifestyle on purchasing decisions for iPhone smartphones among residents of Patumbak Village, Dusun V, Deli Serdang. Specifically, it aims to analyze the individual effect of brand image on purchasing decisions, the effect of product innovation on purchasing decisions, and the effect of lifestyle on purchasing decisions, as well as their combined impact. The research employs a descriptive quantitative approach, utilizing questionnaires, interviews, and documentation as data collection techniques. The population consists of 740 residents of Patumbak Village, Dusun V, and the sample of 88 respondents was determined using non-probability sampling with the Slovin formula. The collected data were processed and analyzed through multiple linear regression analysis using SPSS version 26.0. The findings indicate that the calculated F value (205.841) exceeds the F table value (2.71), demonstrating a significant simultaneous effect of brand image, product innovation, and lifestyle on purchasing decisions. Partially, brand image (t = 2.885), product innovation (t = 2.491), and lifestyle (t = 5.570) each show t-values greater than the t table value (1.662), confirming their significant individual influence. Furthermore, the coefficient of determination (R²) of 0.570 reveals that 57% of the variation in purchasing decisions is explained collectively by the three independent variables.

This study aims to analyze consumer purchasing behavior on e-commerce platforms using the Decision Tree algorithm as an easily interpretable classification method. The dataset used consists of 12,330 transaction records with 18 attributes representing visitor characteristics and user activities during interactions with the e-commerce platform. The research stages include data exploration to identify initial patterns, data preprocessing to handle missing values and class imbalance, splitting the data into training and testing sets, training the Decision Tree model, evaluating model performance, and visualizing the tree structure to analyze decision rules.The test results show that the Decision Tree model with a maximum depth of 3 achieves fairly good performance, with an average accuracy of 89.78%, precision of 69.82%, recall of 59.95%, and an F1-score of 64.51% for the buyer class. The visualization of the decision tree provides clear interpretation of the main attributes influencing purchasing decisions, thereby facilitating understanding for non-technical decision makers. Overall, this study demonstrates that the Decision Tree method is effective in modeling consumer purchasing behavior in e-commerce and can be utilized as a basis for data-driven business decision making, particularly in marketing strategies and improving sales conversion rates.

This study examines the effect of consumer involvement on purchase intention toward Reavers ID sportswear products, focusing on cognitive involvement, affective involvement, enduring involvement, and situational involvement. The research addresses the problem of how different dimensions of consumer involvement influence consumers’ intention to purchase in the context of bazar-based marketing, where purchasing decisions are shaped by both rational evaluation and situational factors. The main objective of this study is to analyze the individual and simultaneous effects of the four involvement dimensions on consumers’ purchase intention. A quantitative approach with a causal design was applied, using survey data collected from 160 respondents who had visited the Reavers ID bazar and showed interest in purchasing sportswear products. Data were analyzed using multiple linear regression with the assistance of SPSS, supported by validity, reliability, and classical assumption tests. The results show that cognitive involvement, affective involvement, enduring involvement, and situational involvement all have positive and significant effects on purchase intention, both partially and simultaneously. Cognitive involvement was found to have the most dominant influence, indicating that rational evaluation of product quality and benefits plays a crucial role in shaping consumers’ buying intentions. These findings suggest that purchase intention is strengthened through a combination of rational consideration, emotional attachment, long-term interest, and supportive purchasing situations. In conclusion, enhancing both informational and experiential aspects of marketing strategies is essential for increasing consumers’ purchase intention toward Reavers ID sportswear products.

This study aims to analyze the effect of price on purchasing decisions of broiler chicken production inputs (sapronak) among partner farmers of PT Sejahtera Abadi Unggas, Kediri Unit. A quantitative approach with a causal research design was employed. The research sample consisted of 104 active partner farmers, selected using purposive sampling. Data were collected through structured questionnaires using a five-point Likert scale. The collected data were analyzed using validity and reliability tests, classical assumption tests, and simple linear regression analysis with the assistance of SPSS software. The results indicate that price has a positive and significant effect on purchasing decisions. The regression analysis produces the equation Y = 2.103 + 0.940X, with a significance value of 0.000, confirming that an increase in positive price perception significantly enhances purchasing decisions. Furthermore, the coefficient of determination (R²) of 0.699 shows that price explains 69.9% of the variation in purchasing decisions, while the remaining 30.1% is influenced by other factors not examined in this study. These findings highlight that competitive, fair, and value-based pricing strategies play a crucial role in strengthening long-term partnerships and sustaining purchasing behavior among broiler farmers. The study provides empirical evidence that can support managerial decision-making in developing effective pricing strategies within the agribusiness sector.

This study aims to determine the influence of product, price, distribution channels, and promotion on customers’ purchasing decisions of Sweety baby diapers at PT Hansel Duta Niaga Pratama Batam. This research uses a quantitative approach. The population in this study consists of all customers who purchased Sweety baby diapers at PT Hansel Duta Niaga Pratama Batam. The sampling technique employed was purposive sampling, with a total of 105 respondents. The results indicate that, partially, the product and promotion variables have a positive and significant effect on purchasing decisions, while price and distribution channels do not significantly influence purchasing decisions. Simultaneously, the variables of product, price, distribution channels, and promotion have a positive and significant effect on the purchasing decisions of Sweety baby diapers at PT Hansel Duta Niaga Pratama Batam. These findings are expected to serve as a useful reference for the company in developing more effective marketing strategies, particularly by focusing on improving product quality and promotional efforts to encourage consumer purchasing decisions.

This study is intended to identify the impact of Online Customer Reviews and Product Quality Perceptions on Skintific Purchase Decisions on TikTok Shop. This study applies a quantitative approach through causal methods. Involving 96 respondents who have purchased and used Skintific products on the platform. Data analysis was carried out through the stages of classical assumption tests (normality, multicollinearity, and heteroscedasticity), and used multiple linear regression to test the research hypothesis. The findings show that online customer reviews and product quality perceptions have a positive and significant influence on purchase decisions, both when tested individually and together. The adjusted coefficient of determination (Adjusted R²) reaches 0.875, which means that 87.5% of the variation in purchase decisions can be explained by the two independent variables, while the remaining 12.5% is influenced by external elements outside of this model. Among the two variables studied, Online Customer Reviews were proven to have a dominant influence on Purchase Decisions, with a higher Beta value than Product Quality Perception. This conclusion emphasizes that positive reviews from customers and a good view of product quality are the main drivers for consumers to purchase Skintific products on TikTok Shop. Thus, companies are advised to maintain product reputation through consistent quality as well as optimize digital communication strategies based on customer reviews to improve consumer purchasing decisions.

In today's digital era, recommendation systems have become an integral part of supporting consumer purchasing decisions, including in the food and beverage industry. This study aims to develop a product recommendation system for snacks and beverages using the item-based collaborative filtering method. This method was chosen due to its ability to handle large-scale user and product data, as well as its efficiency in providing relevant recommendations based on user consumption patterns. In this study, the system calculates the average user rating and implements   Cosine Similarity to measure the similarity between products, resulting in more accurate recommendations. The system also evaluates the accuracy of recommendations using the Mean Absolute Error (MAE) metric. Based on the results obtained, which is 0.285403 for the average error on 17 items, the developed recommendation system can improve consumers' shopping experience, help them find products that suit their tastes, and support the sales of snacks and beverages products in the market

This research has a purpose to determine the effect of online transaction security on purchasing decisions through the Shopee application. The respondents consisted of 74 students from the Digital Business Study Program at Universitas Amikom Purwokerto who actively use Shopee. This research employed a quantitative descriptive method with simple linear regression analysis. The results indicate that online transaction security has a positive and significant effect on purchasing decisions, with a regression coefficient of 0.887 and a significance value of 0.000. The coefficient of determination of 35.2% shows that transaction security contributes to purchasing decisions, while the remaining percentage is influenced by other factors. The higher the level of security perceived by consumers during online transactions, the greater the likelihood of making a purchase. These findings highlight the importance of improving security systems and information transparency on e-commerce platforms such as Shopee to create a safe, comfortable, and trustworthy shopping experience for users.

The decline in sales of UD Swasta Nulus in the 2022–2024 period and the increasing competition in the printing business in Denpasar City are phenomena related to consumer purchasing decisions. This study aims to analyze the influence of product quality, price, and promotion on consumer purchasing decisions of UD Swasta Nulus in Denpasar. This study is associative-causal with a quantitative approach. The study population consisted of 385 active consumers, with a sample of 80 respondents determined using the Slovin formula. Primary data were collected through a questionnaire using a Likert scale and analyzed using multiple linear regression. The results showed that product quality had a positive and significant effect on purchasing decisions. The price variable also had a positive and significant effect on purchasing decisions. In addition, promotion had the most dominant influence on purchasing decisions, with the highest beta value and coefficient compared to other variables. Simultaneously, the three independent variables had a positive and significant effect on consumer purchasing decisions of UD Swasta Nulus. This study enriches the empirical discourse in service marketing management, particularly in the printing sector, by emphasizing the importance of the marketing mix consisting of product quality, price, and promotion in shaping consumer purchasing decisions. Practically, these findings are expected to provide insights for UD Swasta Nulus in formulating more effective marketing strategies, especially through improving print quality, setting competitive prices, and strengthening digital-based promotional strategies to reach wider consumer segments.

This study aims to analyze the influence of consumer trust and product price, mediated by e-WOM (electronic word-of-mouth), on purchase decisions on the Shopee platform. A quantitative approach was used, with a sample of 75 undergraduate students living in boarding houses in the Special Region of Yogyakarta who shop on Shopee. Data were collected via questionnaires and analyzed using Structural Equation Modeling (SEM) based on Partial Least Square (PLS) with SmartPLS version 4. The results show that consumer trust and product price have a significant positive influence on purchase decisions, both directly and indirectly through e-WOM. This confirms the vital role of user reviews and recommendations in the decision-making process. The study provides strategic implications for e-commerce platforms and guidance for consumers. In addition, this study also provides guidance for consumers in considering factors that influence purchasing decisions on online platforms and educate them to be more careful in assessing available information before making a purchase. Overall, the results of this study underscore the important role of consumer trust, product price, and e-WOM in shaping purchasing decisions on e-commerce platforms.

This study aims to describe relevant digital marketing strategies to improve the competitiveness of the Rafika Dompo Banana MSME in Soguo Village, Bolaang Uki District, South Bolaang Mongondow Regency, and analyze the supporting and inhibiting factors in implementing these strategies. This study uses a qualitative approach with a case study method. Data collection was conducted through observation, in-depth interviews with the owner, employees, and consumers, and documentation. The data analysis technique used a narrative inquiry model. The results of the study indicate that the digital marketing implementation of the Rafika Dompo Pisang MSME is still at a basic stage, utilizing WhatsApp and Facebook organically with simple content managed directly by the owner. Limited digital knowledge, minimal paid promotion budget, and suboptimal utilization of marketplace platforms are the main obstacles. Nevertheless, promotion through social media has been proven to increase product visibility and reach consumers. Supporting factors include maintained product quality, government support for licensing, and consignment collaboration. Consumer perception of the product is very positive, and existing digital promotions are considered to assist in purchasing decisions. In conclusion, the implemented digital marketing strategy is still simple but has a positive impact. Increasing competitiveness requires strategy optimization through increased digital literacy, platform diversification, and more planned resource allocation.

This study aims to determine the effect of service quality (X1), electronic word of mouth (e-WOM) (X2), and consumer experience (X3) on purchasing decisions (Y) among consumers of Facebook Marketplace in Kediri. This research is a quantitative study processed using statistical methods. The data collection techniques used were primary and secondary data. The sampling technique employed was incidental sampling, with a total sample of 96 respondents. The research data were obtained through questionnaires, literature studies, and documentation. The analytical techniques used include validity testing, reliability testing, classical assumption testing, multiple linear regression analysis, t-test, F-test, and the coefficient of determination test. The results of the multiple linear regression analysis yielded the equation:Y = 5.686 + 0.191X1 + 0.242X2 + 0.425X3 + e. The t-test results showed that the service quality variable obtained a t-value of 2.215 with a significance level of 0.029, the e-WOM variable obtained a t-value of 2.072 with a significance level of 0.041, and the consumer experience variable obtained a t-value of 4.557 with a significance level of 0.000. The F-test results showed an F-value of 39.217 with a significance level of 0.000. Based on these results, it can be concluded that there is a partial effect of service quality on purchasing decisions, e-WOM on purchasing decisions, and consumer experience on purchasing decisions. Moreover, there is a simultaneous influence of service quality, e-WOM, and consumer experience on purchasing decisions.

This study aims to determine the effect of location, store atmosphere, and content marketing on Generation Z consumer purchasing decisions at Hakui Kopi 0 KM Tulungagung. This type of research uses quantitative research with associative methods. Sampling was carried out using purposive sampling method, the population in this study were generation z consumers at Hakui Kopi 0 KM Tulungagung. The data used in this study are primary data using a questionnaire and get a sample size of 144 which can be obtained using Hair's formula. The analysis technique used in this study consists of validity test, reliability test, classical assumption test, multiple linear regression analysis, t test, F test, and determination coefficient test (R2). The results of the study indicate that partially the location has a positive and significant effect on purchasing decisions with a significance value of 0.000> 0.05. Furthermore, Store Atmosphere partially has a positive and significant effect on Purchasing Decisions with a significance value of 0.000 <0.05. Content Marketing has a positive and significant effect on Purchasing Decisions with a significance value of 0.000> 0.05. The influence of Location, Store Atmosphere, and Content Marketing simultaneously has a positive and significant effect on Generation Z Consumer Purchasing Decisions at Hakui Kopi 0 KM Tulungagung.

This study aims to analyze the effect of brand image, packaging, and digital marketing on consumer purchasing decisions for the Loloh Cem-cem Ibu Kunil product in Penglipuran Tourism Village, Bangli Regency. The background of this research is based on the phenomenon of increasing competition among MSMEs and the importance of effective marketing strategies to enhance purchasing decisions. This study employs a quantitative approach with an associative research type. The research population consists of consumers of Loloh Cem-cem Ibu Kunil, with a total sample of 160 respondents obtained through purposive sampling techniques. Data were collected using questionnaires, while data analysis was conducted through multiple linear regression. The results show that brand image, packaging, and digital marketing have a positive and significant effect on purchasing decisions. Partially, brand image has the most dominant effect compared to the other variables, followed by packaging and digital marketing. Simultaneously, the three independent variables explain the variation in purchasing decisions with a coefficient of determination (R²) value of 34.2 percent. These findings emphasize the importance of strengthening brand image, optimizing packaging design, and utilizing digital marketing strategies to enhance consumer purchasing decisions, particularly for local traditional beverage products.

The halal status and price of a product significantly impact purchasing decisions. For example, Kropinka. The products offered have received halal certification from the relevant authorities. On the other hand, Kropinka also has a price difference compared to commonly sold coffee in the market. However, the demand for Kropinka is very high, leading Kropinka farmers to state that they struggle to meet the demand due to the sometimes insufficient supply of Kropinka. This situation makes Kropinka a suitable subject for research. The research methodology employed in this study is a quantitative method. The quantitative research method involves a specific population or sample. The data collected utilize research instruments and data analysis employs numerical (statistical) methods aimed at hypothesis testing applied to examine significance and hypothesis results. The review of the t-statistic shows 1.96, indicating that H0 is rejected. For the probability value, observing the p-value of 0.05, H0 is rejected. Thus, it can be concluded from this research that Variables X1 and X2 have significant values due to the p-value of 0.05. Based on the results of the conducted study, the following conclusions can be drawn: 1. The halal label present on KROPINKA product packaging has a relationship and significantly influences the purchasing decision of KROPINKA products, as indicated by a significance level of 0.024 < 0.05. This evidence demonstrates that the presence of halal labeling on KROPINKA products provides a positive value that significantly impacts consumers' purchasing decisions. 2. The varied prices of KROPINKA products corresponding to the types of products have a relationship and significantly influence the purchasing decision, as indicated by a significance level of 0.000 < 0.05. This further proves that the price The diverse range of products from KROPINKA provides a positive value that has a significant opportunity to influence consumer purchasing decisions. Additionally, halal labeling and pricing have a relationship and simultaneously exert a significant influence on the purchasing decisions of KROPINKA products

This study aims to analyze the influence of product innovation, brand image, and service quality on consumer purchasing decisions at Bromfiets Cafe Srengat Blitar. The research is motivated by the growing competition in the culinary industry, which requires businesses to continuously innovate, strengthen brand image, and improve service quality to retain customers. The research method employed a quantitative associative approach, with data collected through questionnaires distributed to 121 respondents selected using the accidental sampling technique. The data were analyzed using multiple linear regression with the aid of SPSS version 25.0. The results show that product innovation, brand image, and service quality have a positive and significant effect both partially and simultaneously on consumer purchasing decisions. The Adjusted R² value of 0.727 indicates that these three variables explain 72.7% of the variation in purchasing decisions, while the remaining 27.3% is explained by other factors outside the research model. These findings highlight that the synergy between product innovation, brand image, and service quality is the key factor influencing purchasing decisions and sustaining competitive advantage in local culinary businesses.