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The rapid development of smartphone technology today creates challenges for consumers and manufacturers in determining an objective price range based on highly varied technical specifications. This study aims to implement the Random Forest algorithm in classifying smartphone price ranges into four main categories, namely low, mid-range, high, and flagship. The research method was carried out systematically through the stages of loading a dataset of 2,000 entries, exploratory data analysis (EDA) to ensure data integrity, and model training with a training and testing data split of 80:20. The results showed that the Random Forest model achieved a significant overall accuracy rate of 89%. Based on feature importance analysis, it was found that RAM capacity was the most dominant determining factor, contributing 47% to prediction accuracy, followed by battery power and screen resolution as supporting features. These findings have strategic implications for manufacturers to prioritize memory capacity upgrades in determining product pricing in the market, as well as providing guidance for consumers in assessing the fairness of a device's price based on its technical capabilities.

The use of information technology through website development has become a crucial need for MSMEs, including traditional food businesses like Siomay Batagor Bogarasa. This study aims to develop a business profile website using the Odoo-based ERP website module to strengthen brand identity and facilitate information delivery to customers. The development process follows the Software Development Life Cycle (SDLC) stages, including planning, requirement analysis, design, implementation, and testing. The developed website consists of several pages such as Home, About Us, Menu, and Contact Us, presenting information about the business history, product catalog and pricing, sales locations, and contact channels. Testing results indicate that most features function well, with responsive display, smooth navigation, active contact form, and effective social media integration. One issue was found in the Google Maps display, which has not yet accurately shown the business location. Overall, the website provides practical benefits in terms of promotion, communication, and enhancing the professionalism of the business.

This study aims to analyze the influence of advertising, price, and brand image on purchasing decisions for Madu Sumber Podang in Kediri Regency. The research employed a quantitative descriptive approach with a sample of 136 respondents selected through accidental sampling. Data were collected using a questionnaire and analyzed using classical assumption tests, multiple linear regression, t-test, F-test, and coefficient of determination (R²). The results indicate that advertising has a positive but insignificant effect on purchasing decisions. Price has a negative and significant effect, while brand image has a positive and significant effect on purchasing decisions. Simultaneously, the three independent variables have a significant influence on purchasing decisions. The determination coefficient (R²) value of 0,388 shows that 38.8% of the variation in purchasing decisions is explained by advertising, price, and brand image, while the remaining portion is influenced by other variables outside the study. These findings highlight the importance for business actors to improve promotional effectiveness, pricing strategies, and brand image strengthening to enhance consumer purchasing decisions for Madu Sumber Podang.

This study aims to analyze the influence of Corporate Image and Service Quality through Customer Satisfaction on Customer Loyalty at Semen Indonesia distributors in Gresik using the Structural Equation Modeling (SEM) approach. The study population consisted of 102 customers, all of whom were sampled. The results indicate that Corporate Image and Service Quality have a significant influence on Customer Satisfaction. Both variables were also shown to have a significant influence on Customer Loyalty. However, unlike several previous research findings, Customer Satisfaction did not have a significant influence on Customer Loyalty. This finding indicates that in the context of the cement distribution business, customer loyalty is not formed solely from satisfaction, but is more influenced by other factors such as consistent service quality, a strong corporate image, competitive pricing, and long-term business relationships. This study emphasizes the importance of strengthening image and improving service quality as key strategies for maintaining customer loyalty.

Corporate value plays a crucial role in evaluating the success and sustainability of a business entity, influenced by various internal factors such as special connections, transfer pricing practices, and the effective tax rate (ETR). This study aims to examine the impact of these variables on the value of companies in the property and real estate sector on the Indonesia Stock Exchange, and to examine the role of corporate social responsibility (CSR) as a moderating variable. The study's findings reveal that special relationships and less transparent transfer pricing practices generally decrease company value, while efficiency in ETR can increase it. CSR acts as a moderating factor, strengthening the positive relationship between internal variables and company value while reducing the negative risks of unethical practices. This study recommends the implementation of more solid governance and transparency in business activities to increase competitiveness and company value in the Indonesian property and real estate industry.

This study aims to evaluate the effectiveness of the implementation of the marketing mix in SMEs in the laundry service sector, focusing on the 7P elements: product, price, promotion, place, process, people, and physical evidence. The research uses a descriptive qualitative method with data collection techniques including interviews, observations, and documentation with laundry business owners. The results show that a diverse range of services, competitive pricing, strategic location, and structured work processes contribute to the sustainability of the business. However, challenges such as unpredictable weather, timeliness, limited facilities, and suboptimal promotion still pose barriers to improving service quality. The findings highlight the importance of strengthening digital promotion, modernizing equipment, and improving the accuracy and consistency of human resources (HR) to enhance the effectiveness of the marketing mix. With improvements in these areas, laundry SMEs can enhance their competitiveness and provide better service to customers, thus strengthening their position in a competitive market.

This study analyzes customer attrition in barbershops through the application of the 4P marketing mix, which includes Product, Price, Place, and Promotion. The research was conducted using a questionnaire distributed to 30 barbershop customers, which aimed to assess their level of satisfaction regarding each element of the marketing mix. The findings revealed that while customers were generally satisfied with the quality of the haircuts and the cleanliness of the tools, there was an important demand for improvement in the quality and variety of additional products offered. The pricing strategy was considered affordable by most customers; however, some expressed dissatisfaction, indicating the need for better communication regarding the value of the services provided. Demographic analysis showed that the majority of respondents were young adults aged 18-25, highlighting a specific target market for barbershops. Overall, this study emphasizes the importance of effectively implementing the marketing mix to improve customer retention and satisfaction in the barbershop industry.

The development of digital technology has greatly influenced consumer behavior, particularly among Generation Z, who are dominant in Indonesia's hijab fashion market. This shift requires businesses to adapt their strategies to meet the dynamic, trend-driven, and digitally-savvy preferences of young consumers. This study examines the business development strategy of Leenavie.id, a hijab brand, and the challenges it faces in targeting Generation Z. Using a qualitative approach with case study methodology, in-depth interviews with business owners were conducted to gain insights into the business development process. The findings show that Leenavie.id focuses on product innovation, competitive pricing, social media as a primary distribution and promotion channel, and leveraging e-WOM for brand awareness and emotional connections with consumers. Success indicators include a high repeat order rate, positive market response, and external collaboration offers. However, challenges such as limited capital, small production capacity, and underutilization of the marketplace hinder scalability. The study suggests that enhancing digital adaptation, strengthening operational capacity, and fostering strategic collaborations are key to improving the competitiveness and sustainability of local hijab businesses. Future research should include consumer perspectives for a more comprehensive understanding of customer behavior and loyalty.

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 examine the influence of brand image, location, and price on customers’ purchase intention at the USD Bundle thrifting store in Kediri. This research employed a quantitative approach using purposive sampling, involving 152 respondents who were active customers of USD Bundle. Data were analyzed through classical assumption tests, multiple linear regression, t-test, and F-test using SPSS 25. The results indicate that brand image, location, and price each have a positive and significant effect on purchase intention. Simultaneously, these variables also show a positive and significant impact, with a coefficient of determination (R²) of 0.954, meaning that 95.4% of the variation in purchase intention is explained by brand image, location, and price. These findings highlight that a strong brand image, strategic location, and competitive pricing play essential roles in increasing customer purchase intention in thrifting businesses, particularly within urban environments such as Kediri City.

This study aims to determine the influence of attitudes on the interest in buying pineapple dodol as a superior commodity in Galang Village, Sungai Pinyuh District, to determine the effect of price on the interest in buying pineapple dodol as a superior commodity in Galang Village, Sungai Pinyuh District, and to determine the effect of quality on the interest in buying pineapple dodol as a superior commodity in Galang Village, Sungai Pinyuh District. This study uses a quantitative research method. The population in this study were pineapple dodol consumers in Galang Village, Sungai Pinyuh District with a population of 4000 and a sample of 98 respondents. The sampling method used a purposive sampling technique with data collection techniques using a questionnaire. Data analysis in this study includes descriptive statistical analysis test, validity test, reliability test, normality test, multicollinearity test, heteroscedasticity test, multiple linear regression test and coefficient of determination test, T test, F test with IBM SPSS 25 tools. The results of the T Test can be concluded that Attitude has a significant effect on purchasing interest, Price has a significant effect on purchasing interest, Product quality has a significant effect on purchasing interest, The results of the F Test analysis can be concluded that the variables of attitude, price and product quality simultaneously influence the purchasing interest of Pineapple dodol as a superior commodity in Galang Village, Sungai Pinyuh District.

This study aims to examine the influence of Social Media Marketing, Bundling Price, and Electronic Word of Mouth on Purchase Decisions for Spotify Premium, with Brand Awareness functioning as a mediating variable. A quantitative approach was applied using a survey method involving 120 Spotify Premium users in South Tangerang. The research instrument employed a Likert scale and was analyzed using Structural Equation Modeling with Partial Least Squares to evaluate validity, reliability, and causal relationships among variables. The results reveal that Social Media Marketing, Bundling Price, and Electronic Word of Mouth have positive and significant effects on both Brand Awareness and Purchase Decisions. Brand Awareness significantly mediates these relationships, strengthening the impact of digital marketing variables on subscription decisions. The findings demonstrate that consumer decision processes progress through attention, brand recognition, and conversion, shaped by exposure to digital content, perceived value of bundled pricing, and peer-generated reviews that reinforce trust and perceived service quality. This study highlights the importance of strategic and experience-driven digital marketing in increasing customer acquisition for subscription-based music streaming services.

This study aims to analyze the influence of price and product quality on purchasing decisions for personal care products manufactured by PT Mandom Indonesia Tbk. The topic was chosen in response to increasingly intense competition in the cosmetics industry, along with a decline in sales performance of several Mandom products, which highlights the need for the company to better understand key factors affecting consumer purchasing behavior. The research employed a quantitative approach using a survey method. Primary data were collected through questionnaires distributed to 100 respondents who use Mandom products, selected through purposive sampling. Prior to analysis, the research instruments were tested for validity and reliability to ensure the accuracy and consistency of the data. The data were then analyzed using multiple linear regression techniques. The results indicate that price has a positive and significant effect on purchasing decisions and is the most dominant influencing factor. This finding suggests that consumers place strong emphasis on the suitability between price and perceived benefits when making purchasing decisions. Product quality also shows a positive and significant influence, although its effect is relatively smaller compared to price. Simultaneously, price and product quality explain a portion of the variation in purchasing decisions, while other factors outside the study also contribute. Based on these findings, PT Mandom Indonesia Tbk is advised to prioritize competitive pricing strategies while consistently maintaining product quality to enhance purchase intentions and strengthen consumer loyalty.

The rapid advancement of smartphone technology has shaped consumer buying behavior, especially among students who depend on these devices for learning and social interaction. This research examines how product features and price perceptions influence students’ decisions to purchase Oppo smartphones in Malang City. Using a quantitative research design, data were obtained through questionnaires distributed to 428 respondents and processed using multiple linear regression analysis. The findings indicate that both product features and perceived price positively and significantly affect purchasing decisions, with product features demonstrating a more dominant role. The proposed model accounts for 66.2% of the variance in purchase decisions, suggesting that these two factors play a substantial part in shaping consumer choices. The results highlight the need for manufacturers like Oppo to focus on continuous feature improvements and maintain competitive pricing to strengthen market appeal. It is also suggested that future studies integrate additional variables such as brand image, marketing promotions, or user experience to offer a broader and more in-depth explanation of the determinants influencing smartphone purchase behavior.

The present study was conducted to assess consumer acceptability of taro-based kue talam supplemented with dragon fruit peel and to describe the ingredient composition and nutritional content of the preferred formulation. An experimental design comprising three formulations was employed. The resulting products were subjected to an organoleptic evaluation by untrained panelists, covering the attributes of color, aroma, taste, texture, and overall acceptability. The findings indicated that Formula A received the highest preference scores. The bottom layer of Formula A consisted of 650 g taro, 130 g dragon fruit peel, 250 ml coconut milk, 110 g tapioca flour, 230 g rice flour, 250 g granulated sugar, ½ tsp salt, and 1 tsp vanilla. The top layer comprised 350 ml coconut milk, 25 g granulated sugar, 30 g tapioca flour, 60 g rice flour, and ½ tsp salt. Nutritional analysis per 100 g of product revealed carbohydrate and protein contents of 48.45% and 2.515%, respectively. The study concludes that taro-based kue talam enriched with dragon fruit peel has promising acceptability and may be considered a potential innovation in local tuber-based food products. Further research is recommended to include cost analysis for pricing determination.

This study aims to analyze the influence of Service Quality, Price Perception, and Trust on the User's Interest in the ferry service of KMP Gili Iyang on the Paciran-Bawean route operated by PT. ASDP Indonesia Ferry (Persero) Cabang Paciran. This route plays a critical role as an essential logistics and social link for Bawean Island. The quantitative research used a survey method with an Incidental Sampling technique, involving 100 respondents who are users of the service. The collected data were analyzed using Multiple Linear Regression with SPSS V25. The partial hypothesis test results (t-test) show that Service Quality (β=0.80; p=0.033), Price Perception (β=0.69; p=0.038), and Trust (β=0.587; p=0.000) individually have a positive and significant impact on the User's Interest. The Trust variable was found to be the most dominant predictor, emphasizing the importance of integrity, competence, and operational consistency in essential and high-risk maritime transportation services. The adjusted R-squared value of 60.% indicates that this model provides a strong explanation for the variation in User's Interest. This study provides important implications for managing ferry services by improving service quality, competitive pricing, and building customer trust to increase user interest.

This study aims to evaluate the factors influencing passengers’ interest in purchasing tickets for the KM. Kirana 1 ship on the Sampit route. In the era of increasing competition in maritime transportation, understanding consumer interest factors is essential for shipping companies to enhance their marketing strategies and stay competitive. This research employs a quantitative approach using a survey method involving passengers of KM. Kirana 1. The variables examined in this study include price, service quality, promotion, and perceived comfort, which are considered key determinants in customer decision-making. Data were analyzed using SPSS to test validity, reliability, and the relationships among these variables. The results indicate that price, service quality, and comfort significantly affect passengers’ interest in purchasing tickets, while promotion has an insignificant effect. These findings provide practical implications for shipping management to improve service quality, comfort, and pricing strategies to maintain customer satisfaction and loyalty, which are critical in the highly competitive maritime industry.

This study aims to analyze ticket purchasing behavior at Mawar Tour & Travel Pekalongan. The issue raised in this research is the decline in direct ticket purchases due to the rise of competing digital platforms, which has made it more challenging for traditional travel agencies to retain customers. The research method used is quantitative, employing multiple linear regression analysis through SPSS software to evaluate various factors influencing customer decisions. The results show that service quality and price perception significantly affect purchase intention, while booking convenience does not directly influence it but is fully mediated by trust, highlighting the importance of building strong customer relationships. These findings suggest that Mawar Tour & Travel should enhance service quality, strengthen customer trust, and adopt competitive pricing strategies to improve customer satisfaction and increase sales. This approach would enable the agency to stay competitive in the rapidly changing digital marketplace and better meet the needs of its customers.

This study aims to analyze the development strategy of micro, small, and medium enterprises (MSMEs) in the coffee sector using the Business Model Canvas (BMC) and SWOT Analysis approaches. A case study was conducted at Paul Coffee Shop, located in Tajurhalang, Bogor Regency. The research method employed was descriptive qualitative, with data collected through observation, interviews, and literature review. The results indicate that the current business model of Paul Coffee Shop has strengths in affordable pricing and personal relationships with customers but still has weaknesses in digital marketing and product innovation. Through SWOT analysis, development strategies were formulated, including product diversification, strengthening digital marketing, collaboration with local MSMEs, and customer loyalty programs. This study emphasizes that BMC can be used not only in the initial stage of business establishment but also as a tool for evaluation and strategy development for ongoing MSMEs.

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