Publication Search

This research aims to examine how prices and reviews influence consumers 'purchasing decisions on the Shopee platform in Jambi City. The rapid development of e-commerce has encouraged consumers to be more careful and discerning when selecting products, making price and product reviews important considerations in buying decisions. This study employed a quantitative approach via a survey method for data collection. The questionnaires were distributed online and successfully gathered responses from active Shopee users in Jambi City. Purposive sampling was employed to make sure that respondents met research criteria. The information gathered underwent analysis using IBM SPSS Statistics 27, which involved conducting assessments of validity, reliability, and classical assumptions, and multiple regression tests to see the impact of each variable on buying decisions. The study revealed that product price and reviews hold an important and relevant impact on consumer buying decisions. This research indicates that the more competitive the price and the better the quality, the bigger the possibility of customers buying products on Shopee.

The rapid growth of e-commerce platforms in Indonesia, particularly Tokopedia, has resulted in a large volume of consumer reviews containing valuable information regarding customer perceptions and satisfaction. However, manual analysis of such reviews is inefficient and prone to subjectivity, necessitating an automated approach based on machine learning. This study aims to classify the sentiment of sports product reviews on Tokopedia into positive, negative, and neutral categories by applying Logistic Regression, Support Vector Machine (SVM), and Random Forest using the Term Frequency–Inverse Document Frequency (TF-IDF) approach. The data were collected through web scraping of Indonesian-language sports product reviews and processed through several preprocessing stages, including data cleaning, case folding, tokenization, stopword removal, and stemming. Feature representation was performed using TF-IDF to transform textual data into numerical vectors, after which the dataset was divided into training and testing sets with an 80:20 ratio. Model performance was evaluated using accuracy, precision, recall, and F1-score metrics. The results indicate that the application of TF-IDF significantly improves the performance of all models, with SVM consistently achieving the most optimal performance compared to Logistic Regression and Random Forest. These findings demonstrate that classical machine learning algorithms combined with TF-IDF remain highly effective for sentiment analysis of Indonesian-language text. The implications of this study are expected to assist sellers in understanding customer opinions, support consumers in making informed purchasing decisions, and serve as a foundation for the development of sentiment analysis and recommendation systems on e-commerce platforms.

With the rapid growth of Jambi City's tourism sector, the demand for souvenir products as a representation of local culture has increased. However, this potential has resulted in fierce competition among businesses. To generate new customers, businesses require effective digital and physical marketing strategies. The purpose of this study was to examine how social media marketing, product quality, and location at Gerai Adila simultaneously and partially influence consumer purchasing decisions. A survey method was used to implement a quantitative approach; data from 387 respondents, collected through Google Forms, were selected using the Slovin formula from a population of 11,723 customers in 2024. In data analysis, instruments, classical assumptions, multiple linear regression, and hypothesis testing were conducted using SPSS 25. The results showed that social media marketing, product quality, and Gerai Adila's location partially had a positive and significant impact on consumer decisions to purchase products at Gerai Adila; social media marketing played a role in increasing consumer brand awareness and purchasing interest, while product quality influenced consumer satisfaction and trust. In addition, it was proven that all three variables had a positive and significant impact on purchasing decisions. The results show that to increase the competitiveness of souvenir shops in Jambi City, digital marketing strategies, consistent product quality, and the right location are important factors.

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

The development of digital technology has encouraged companies to adjust their marketing strategies, one of which is by utilizing social media. Shopee, as one of the largest e-commerce platforms in Indonesia, actively uses social media to expand its market reach, enhance its brand image, and attract consumers. This study aims to analyze how Shopee uses social media in its marketing strategy, focusing on the types of strategies used and their effectiveness in influencing consumers. The research method used is a Google form. The analysis is conducted by collecting questionnaire results from people who have filled it out and comparing them with other results. The results show that Shopee uses social media through various approaches, such as collaborating with influencers, creating creative content, and running interactive promotional campaigns on platforms such as Instagram, TikTok, and YouTube. These strategies have proven effective in increasing brand awareness, building interactions with consumers, and encouraging customer loyalty and purchasing decisions. This study concludes that social media plays an important role in supporting the success of Shopee's marketing strategy. These findings are expected to serve as a reference for e-commerce companies and other businesses in developing effective digital marketing strategies.

This study aims to analyze the influence of product quality, price perception, and promotion on purchasing decisions for Panasonic brand electronic products at the Batam Electronics Store in Pekanbaru City. This study uses a quantitative approach with a survey method, where primary data is collected by distributing questionnaires to 45 consumers who have purchased Panasonic products. The sampling technique uses a purposive sampling method. The data obtained are analyzed using a structural equation model based on Partial Least Square (PLS) to test the relationship between research variables. The results of the analysis show that product quality has a positive and significant effect on purchasing decisions, indicating that product quality and reliability are important factors in consumer considerations. In addition, promotion is also proven to have a positive and significant influence on purchasing decisions, indicating the role of promotional strategies in attracting consumer interest. Price perception also has a significant influence, which means that the suitability of price with the benefits perceived by consumers can encourage purchasing decisions. The findings of this study confirm that improving product quality, setting prices that are in accordance with consumer perceptions, and implementing effective promotional strategies can strengthen purchasing decisions. Therefore, the results of this study are expected to be a reference for business actors in formulating marketing strategies for electronic products. Keywords: Product Quality, Price Perception, Promotion, Purchasing Decisions.

The personal care product industry, particularly bath soap, is becoming increasingly competitive as public awareness of health and hygiene grows. Lifebuoy is a long-trusted bath soap brand, but according to data from the Top Brand Index 2021–2024, Lifebuoy is experiencing a significant downward trend. This situation indicates a problem in consumer purchasing decisions, making it crucial to examine the factors influencing it. This study aims to analyze the influence of advertising and brand image on purchasing decisions for Lifebuoy bath soap in Semarang City, with purchase intention as an intervening variable. This study used a quantitative approach with explanatory research. The population in this study was all Lifebuoy bath soap users in Semarang City. The sample was determined using a non-probability sampling method using the Lemeshow formula, resulting in 96 respondents. Data analysis techniques used Descriptive Statistical Analysis, Measurement Model Evaluation (Outer Model), and Structural Model Evaluation (Inner Model) using the SmartPLS 0.4 application. The results of the study indicate that advertising has a direct influence on purchasing decisions, brand image has a positive and significant influence on purchasing decisions, advertising does not have a significant direct influence on purchase intention, brand image has a positive and significant influence on purchase intention, purchase intention has a positive and significant influence on purchase decisions, purchase intention mediates the relationship between advertising and purchase decisions, and purchase intention mediates the relationship between brand image and purchase decisions.

Games that were initially enjoyed individually and offline have now evolved into online games that allow interaction, competition, and friendship with other players in real-time. Online games are now increasingly popular, one of which is Mobile Legends. This game can be downloaded through the Play Store and App Store. In April 2024, Mobile Legends ranked the most popular game by downloads on the statista.com website. The research objective was to determine the influence of event marketing, content marketing, influencers, and the social environment on the decision to purchase Mobile Legends game skins in Kebumen Regency. The method used was non-probability sampling with a purposive sampling technique aimed at 100 users. Data collection techniques used questionnaires and literature studies. The data analysis technique used multiple linear regression, which was then processed with the SPSS application version 25.0 for Windows. The results showed that event marketing had a significant effect on purchasing decisions, content marketing had a significant effect on purchasing decisions, influencers had no significant effect on purchasing decisions, the social environment had no significant effect on purchasing decisions, and event marketing, content marketing, influencers, and the social environment simultaneously had a significant effect on purchasing decisions.

Changes in the lifestyles of the younger generation in Padang City have significantly contributed to the growth of the culinary and entertainment sectors, especially in services for birthday celebrations and small banquets presented in aesthetic and personalized packages. In this highly competitive culinary business, a strong branding strategy is essential for building a recognizable brand image and attracting consumers. Improving product quality and quantity, diversifying offerings, and providing a wide variety of products are critical for creating added value and expanding market share. Equally important, effective promotion enables companies to communicate with consumers, influence purchasing decisions, and strengthen brand loyalty. The general equilibrium concept offers a framework to understand how interconnected markets respond to changes in supply, demand, and consumer preferences, highlighting the need for businesses to continuously evaluate and adapt their strategies. This study emphasizes that success in Padang City’s bakery and culinary service industry depends on the integration of branding strategies, ongoing product development, and targeted promotional efforts, ensuring competitiveness, customer satisfaction, and sustainable business growth.

This study aims to analyze the influence of service quality, product quality, price perception, and Word of Mouth on eyeglass purchasing decisions at Optik Anugerah Nganjuk. The background of this study is based on the increasing business competition in the optical sector and the increasing consumer awareness of the value, price, and quality of the products they consume. This study uses a quantitative approach with a survey method. The population in this study were all consumers of Optik Anugerah Nganjuk, with a sample of 88 respondents determined using a specific sampling technique. Data collection was carried out by distributing questionnaires compiled based on a Likert scale. The obtained data were analyzed using multiple linear regression methods to determine the influence of independent variables on the dependent variable. The results of the study indicate that partially service quality, price perception, and Word of Mouth have a significant effect on purchasing decisions, while product quality has no significant effect. However, simultaneously, all four independent variables have a significant effect on purchasing decisions. The findings of this study are expected to be strategic considerations for optical managers in improving service quality and the effectiveness of marketing strategies.

This study analyzes bottled water consumer traits and the market share of various brands over five years at the University of Udayana using the Markov chain method. Primary data from questionnaires show most consumers are female informatics students in dorms, consuming over 2 liters daily, mostly purchasing from stores. Decisions consider quality and brand, influenced by TV ads over peer recommendations. Market share in period 1: Aqua led with 52%, followed by Le Minerale (28%), Club (13%), Cleo (7%), and others (0%). In period 2, Aqua maintained 52%, Le Minerale rose to 36%, while Club and Cleo declined to 2% and 3%. Period 3 saw Aqua at 49%, Le Minerale at 33%, and Club/Cleo at 2% and 1%. In period 4, Aqua led with 45%, Le Minerale at 31%, and Club/Cleo/others at 2%, 1%, and 7%. Finally, in period 5, Aqua remained at 41%, Le Minerale fell to 28%, while others decreased to 6%, and Club/Cleo remained at 2% and 1%.

This study analyzes the influence of Digital Marketing Strategy and Brand Image on consumer purchasing decisions and tests the role of Brand Awareness as a moderating variable at Moringa Coffee and Eatery. Data collection was conducted using a Likert scale questionnaire and processed using SmartPLS 4.0 with a quantitative PLS method approach. The results show that Digital Marketing Strategy and Brand Image have a significant effect on purchasing decisions. However, Brand Awareness does not act as a moderating variable because it does not strengthen the relationship between the two on Purchase Decisions. These findings emphasize the importance of optimizing digital marketing strategies and strengthening brand image, as well as the need to increase brand awareness in order to support the effectiveness of marketing strategies. Furthermore, the study highlights that consumers tend to make purchasing decisions based on the perceived value and credibility presented through digital platforms, making consistent online engagement crucial. Improving brand awareness may require more targeted promotional activities, interactive content, and customer involvement to build a stronger emotional connection with the brand. Overall, these results provide valuable insights for managers aiming to enhance competitiveness and customer loyalty in the digital marketplace.

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 development of the batik industry today requires business actors to be able to implement effective marketing strategies in order to increase competitiveness and encourage consumer purchasing decisions. This study aims to analyze the effect of promotion, product innovation, and digital marketing on purchasing decisions for Batik Lochatara products in Wates, Kediri Regency. This research uses a quantitative method with a survey approach through distributing questionnaires to Batik Lochatara consumers in Wates, Kediri Regency. The analysis techniques used in this study include multiple linear regression, partial test (t test), simultaneous test (F test), and the coefficient of determination to determine the contribution of each independent variable to the dependent variable. The results of this study indicate that partially promotion, product innovation, and digital marketing have a positive and significant effect on purchasing decisions. While simultaneously, the three variables are also proven to have a significant influence on purchasing decisions with an adjusted R-square value of 0.743 or 74.3%. This means that purchasing decisions at Batik Lochatara can be explained by promotion, product innovation, and digital marketing by 74.3%, while 25.7% is influenced by other factors not studied. This finding confirms that the right promotional strategy, continuous product innovation, and digital marketing optimization are important factors in increasing consumer interest and purchasing decisions for local batik products in modern markets.

This research aims to examine the contribution of the Price Variable, Promotion Variable, and Product Rating Variable to Consumer Purchase Intention for Wardah cosmetic products on the Shopee e-commerce platform. The type of research used is a quantitative approach with data collection techniques through questionnaires distributed to respondents, namely consumers who have purchased Wardah cosmetic products on the Shopee e-commerce platform. The data obtained were analyzed using multiple linear regression techniques.The findings show that the Price variable contributes significantly, indicating that the more appropriate and affordable the price offered is in accordance with consumers’ perceived value, the higher their intention to purchase Wardah products on the Shopee e-commerce platform. Promotion is also proven to make a significant contribution to Purchase Intention, meaning that the more effective, informative, persuasive, and attractive the promotional activities are (both online and offline), the stronger the consumers’ motivation to purchase Wardah products on Shopee. Product Rating also has a significant contribution to Purchase Intention, indicating that the higher the ratings or positive reviews given by other users, the greater the consumers’ interest in purchasing Wardah products on Shopee. Good ratings can lower perceived risk, increase trust, and encourage consumers to make purchases, especially on e-commerce platforms.This research emphasizes the importance of pricing strategies, improving promotional quality, and managing product reviews and ratings as efforts to increase consumer interest and purchase decisions.

This study aims to analyze the effects of social media marketing, store atmosphere, and service quality on consumers’ purchasing decisions at Titik Tuju Coffee & Roastery in Kediri City. The background of this research is based on the increasing competition in the coffee shop industry, which requires business actors to implement effective marketing strategies, create a comfortable store atmosphere, and provide high-quality services to influence consumers’ purchasing decisions. The research method used is a quantitative approach with data collection conducted through questionnaires. The research sample consisted of 120 respondents who were consumers of Titik Tuju Coffee & Roastery, selected using a simple random sampling technique. The data were analyzed using multiple linear regression analysis with the assistance of SPSS software. The results indicate that, partially, social media marketing, store atmosphere, and service quality have a positive and significant effect on purchasing decisions. In addition, the simultaneous test results show that the three independent variables collectively have a positive and significant effect on consumers’ purchasing decisions. The coefficient of determination indicates that most of the variation in purchasing decisions can be explained by these three variables. This study is expected to provide practical contributions for coffee shop managers in designing appropriate marketing strategies and improving service quality and store atmosphere to encourage consumers’ purchasing decisions.

This study aims to determine the effect of price and promotion on purchasing decisions for Aguen brand Bottled Drinking Water (AMDK). The method used is quantitative descriptive research with SPSS 26 analysis of 96 respondents. The results of the study indicate that the price variable (X1) has a significant effect on purchasing decisions (Y), with a calculated t value of 9.360 and significance (0.00<0.05). Likewise, the promotion variable (X2) has a significant effect on purchasing decisions (Y) with a calculated t value of 6.085 and significance (0.00<0.05). Simultaneously, price (X1) and promotion (X2) also have a significant effect on purchasing decisions (Y), with a calculated F value of 107.470 and significance (0.00<0.05). The coefficient of determination (R²) value of 0.698 indicates that 69.8% of the variation in purchasing decisions can be explained by price and promotion factors, while the remaining 30.2% is influenced by other factors not examined in this study.

This study explores the influence of digital WOM (Word of Mouth) and Tasya Farasya's personal branding on cosmetic product purchasing decisions. Using the online survey method, data was collected from respondents who are social media users. The results of the regression analysis show that there is a positive relationship between digital WOM and Tasya Farasya's personal branding and decisions to purchase cosmetic products. The managerial implications of these findings help cosmetic brands in developing effective marketing strategies through the use of digital WOM and collaboration with leading personal brands such as Tasya Farasya.

The rapid growth of Indonesia's tourism sector, especially in East Java, has increasingly created fierce competition between local culinary brands. Steamed coating product Surabaya, as one of the leading souvenirs, appears on a solid brand awerness representation with an authentic customer experience. This study empirically examines the influence of Brand Awareness and Customer Review on the Purchase Decision of Steamed Layer Products of Surabaya Heroes. A causal quantitative approach was applied by purposive sampling on 96 offline and online buyer respondents. Primary data was obtained through questionnaires, analyzed using multiple linear regression supported by validity, reliability, classical assumptions, and hypothesis tests. The results showed that there was a simultaneous positive influence of the two variables on the purchase decision (F = 92.484; Sig. = 0.000). Partially, Brand Awareness (t = 6.457; β = 0.485) was more dominant than Customer Reviews (t = 5.685; β = 0.427). Adjusted R² = 0.658 explains 65.8% of the variation in purchasing decisions, with the rest by other factors. These findings underscore the urgency of brand equity and digital management reviews to build consumer trust as well as competitive advantage.

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.