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This study aims to examine the influence of price and electronic word of mouth (e-WOM) on purchase decisions among Generation Z consumers in Campaka Subdistrict, Bandung City, with a specific focus on the TikTok Shop platform. This research employs a quantitative approach using a survey method by distributing questionnaires to Generation Z consumers in Campaka Subdistrict, Bandung City, with a total of 98 respondents to collect the data. The results of the study indicate that both price and electronic word of mouth have a significant positive effect on purchase decisions among Generation Z consumers in Campaka Subdistrict, Bandung City. Price is generally perceived as good, although aspects related to price suitability based on income levels and purchasing power still show some weaknesses. Similarly, e-WOM activity is considered positive; however, there are still relatively weak aspects regarding the diversity of consumer reviews, as not all respondents actively pay attention to the variation of opinions in reviews. The findings also reveal a significant influence of these variables, where the effect of price on purchase decisions reaches 35.4%, while electronic word of mouth contributes 29.5%, and the combined effect of price and electronic word of mouth on purchase decisions is 64.9%. This study concludes that improvements in price perception and e-WOM can enhance purchase decisions.

The garment industry in Indonesia has experienced rapid growth in line with the increasing demand for fashion products, particularly in Bandung Regency, which is one of the main garment centers. CV Kiral, as a garment company, faces intense competition, especially in terms of promotion and product quality, which are crucial factors in attracting consumers. This study aims to examine the influence of promotion and product quality on consumer purchasing decisions at CV Kiral, both partially and simultaneously. The research method employed is quantitative with a descriptive and verificative approach. The sample consisted of 100 respondents, who were CV Kiral consumers, determined using Cochran’s formula and selected through simple random sampling. Data were collected using a Likert-scale questionnaire and analyzed through multiple linear regression, t-test, F-test, and coefficient of determination with the assistance of SPSS software. The results indicate that promotion has a positive and significant effect on purchasing decisions, as does product quality, which also demonstrates a positive and significant influence. Simultaneously, promotion and product quality make a strong contribution to improving consumer purchasing decisions. Thus, the success of CV Kiral in facing competition is highly determined by the effectiveness of creative digital promotions and the consistency of product quality that meets consumer expectations.

Inappropriate complementary feeding (MPASI) practices remain a public health concern, particularly during the first 1,000 days of life, as they contribute to the risk of growth disorders such as stunting. This study aimed to analyze the relationship between socioeconomic factors and maternal decision-making processes with complementary feeding practices based on consumer behavior theory. This study employed an observational analytic design with a cross-sectional approach involving 240 mothers with children aged 6–23 months in the working area of Puskesmas Putat Jaya, Surabaya. Data were collected through structured interviews and analyzed using the Chi-Square test. The results showed significant relationships between socioeconomic status and decision-making processes, as well as between decision-making processes and complementary feeding practices (p<0.05). Mothers with higher socioeconomic status tended to have better decision-making processes and more appropriate feeding practices. However, overall practices were not fully aligned with recommended standards. These findings indicate that improving complementary feeding practices requires not only knowledge enhancement but also strengthening maternal decision-making capacity within their socioeconomic context.

This study aims to analyze the effect of product quality and brand image on purchasing decisions of road bike consumers at Bike Republic Store Medan. This research uses a quantitative approach with a causal associative method. The research data were obtained through the distribution of questionnaires to 90 respondents who were consumers of Bike Republic Store Medan using a purposive sampling technique. The data analysis method used is multiple linear regression analysis with classical assumption tests, partial tests (t-test), simultaneous tests (F-test), and the coefficient of determination. The results show that partially product quality has a positive and significant effect on purchasing decisions with a t-count value of 2.989 which is greater than the t-table value of 1.987 and a significance value of 0.004 < 0.05. Brand image also has a positive and significant effect on purchasing decisions with a t-count value of 4.195 which is greater than the t-table value of 1.987 and a significance value of 0.000 < 0.05. Simultaneously, product quality and brand image have a positive and significant effect on purchasing decisions with an F-count value of 90.223 which is greater than the F-table value of 3.951 and a significance value of 0.000 < 0.05. In addition, the coefficient of determination shows an R Square value of 0.670, which means that product quality and brand image are able to explain purchasing decisions by 67%, while the remaining 33% is influenced by other variables outside this study.    

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.

The development of digital technology has encouraged businesses to utilize social media as an effective marketing tool, particularly in the fashion industry targeting Generation Z. In addition to digital promotional strategies, product quality is also an important factor influencing consumers’ purchase decisions. This study aims to analyze the effect of social media marketing and product quality on purchase decisions among consumers of Jims Honey Kaliwungu Branch. This research employed an explanatory type with a quantitative approach. The sample consisted of 100 respondents selected using purposive sampling. Data were collected through questionnaires and analyzed using validity testing, reliability testing, multiple linear regression, t-test, F-test, and the coefficient of determination with the assistance of SPSS. The results show that social media marketing has a positive and significant effect on purchase decisions, with a t-value of 2.293 greater than the t-table value of 1.984 and a significance value below 0.05. Product quality also has a positive and significant effect on purchase decisions, with a t-value of 6.631 greater than the t-table value of 1.984 and a significance value below 0.05. Simultaneously, social media marketing and product quality have a significant effect on purchase decisions, with an F-value of 25.994 greater than the F-table value of 3.09 and a significance value below 0.05. The coefficient of determination of 0.349 indicates that both independent variables contribute 34.9% to purchase decisions. These findings confirm that product quality has a more dominant influence than social media marketing in encouraging purchase decisions among consumers of Jims Honey Kaliwungu Branch.

Abstraksi Penelitian ini dilaksanakan dengan tujuan untuk menganalisis pengaruh yang dihasilkan oleh pengalaman pelanggan dan personalisasi terhadap keputusan pembelian produk tembakau di wilayah kota Semarang. Populasi penelitian mencakup seluruh konsumen yang melakukan transaksi pembelian produk tembakau di Toko Tembakau Nusantara SR Tobacco yang berlokasi di Semarang. Jumlah sampel yang di tetapkan dalam penelitian ini adalah 128 responden, dengan teknik purposive sampling diterapkan sebagai metode dalam proses pengambilan sampel. Sumber data yang digunakan dalam penelitian ini berasal dari data primer, di mana kuesioner menjadi instrumen utama dalam pengumpulan data. Analisis data dilakukan dengan mengimplementasikan teknik analisis regerensi linier berganda. Berdasarkan hasil pengujian hipotesis yang diperoleh, ditemukan bahwa pengalaman pelanggan memberikan pengaruh yang positif dan signifikan terhadap keputus pembelian, demikian pula dengan personalisasi yang juga menunjukan pengaruh positif dan signifikan terhadap keputusan pembelian. nilai koefisien determinasi yang dihasilkan sebesar 0,546, yang mengindikasi bahwa variabel pengalaman pelanggan dan personalisasi secara bersama sama mampu menjelaskan variasi yang terjadi pada variabel keputusan pembelian sebesar 54,6%. Dengan demikian terdapat ruang terbuka bagi pelaksanaan penelitian selanjutnya untuk mengeksplorasi aspek-aspek lain yang perpotensi mempengaruhi keputusan pembelian

This study was conducted with the aim of identifying and analyzing the influence of price, innovation, and service quality variables on consumer decisions in using the Maxim online transportation service. The background of this research is the increasing competition in the online transportation industry in Indonesia, which encourages companies to continuously improve their marketing strategies to attract and retain customers. As one of the rapidly growing online transportation service providers, Maxim needs to understand the factors that influence consumer decisions in order to compete effectively. The method used in this research is a quantitative approach, with data collected through questionnaires distributed to 134 respondents who are active users of Maxim's transportation services. The data collected were analyzed using multiple linear regression to examine the effect of each independent variable (price, innovation, and service quality) on the dependent variable (consumer decision). Validity and reliability tests were also conducted to ensure the research instrument was appropriate for use.The results of the study show that all three independent variables—price, innovation, and service quality—have a positive and significant effect on consumer decisions. This means that the more competitive the price offered, the higher the level of innovation provided, and the better the perceived service quality, the more likely consumers are to choose and continue using the Maxim online transportation service.These findings provide practical implications for Maxim’s management in designing more targeted marketing strategies and service improvements, as well as strengthening the company’s position in facing market competition.

TikTok Shop is a popular application that offers online shopping and interaction experiences for consumers. Marketers at TikTok Shop use various methods to encourage consumer decisions to make purchases. This study aims to determine the effect of celebrity endorsers, online customer reviews, and viral marketing on purchasing decisions for TikTok Shop e-commerce products. This study uses a quantitative method with a survey approach by providing questionnaires to respondents. The population studied was all people in Semarang City who have the TikTok Shop application and have purchased products through the application. A sample of 112 people was taken using the convenience sampling technique. Data were obtained through questionnaires and analyzed using multiple linear regression analysis, F test, R2 test, and t test. The results of the study indicate that celebrity endorsements have a positive and significant effect on consumer purchasing decisions for Tiktok Shop users in Semarang City. The increasing use of celebrity endorsements will encourage consumer decisions to buy. Online customer reviews have a positive and significant effect on consumer purchasing decisions for Tiktok Shop users in Semarang City. The more positive online customer reviews, the more it will encourage consumer decisions to buy. Viral marketing has a positive and significant effect on consumer purchasing decisions for Tiktok Shop users in Semarang City. The increasing use of viral marketing will encourage consumer decisions to buy.  

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.

The development of online platforms has transformed consumer purchasing behavior, including in the culinary MSME sector. Product availability across multiple online platforms has become an important factor influencing consumers’ purchasing decisions. This study aims to analyze the effect of the availability of culinary MSME products on various online platforms on consumer purchasing decisions. This research employs a quantitative approach using an explanatory research method. Data were collected through questionnaires distributed to consumers who had purchased culinary MSME products via more than one online platform. Data analysis techniques included validity testing, reliability testing, simple linear regression analysis, and hypothesis testing (t-test). The results indicate that the availability of culinary MSME products on various online platforms has a positive and significant effect on consumer purchasing decisions. These findings suggest that the easier culinary MSME products are to find, access, and consistently available across multiple online platforms, the higher the likelihood of consumers making purchasing decisions. This study is expected to contribute theoretically to digital marketing literature and provide practical insights for culinary MSMEs in developing effective multi-platform marketing strategies.

The Fast Beauty phenomenon presents social pressure from marketing strategies that create a feeling of worry about being left behind, thus encouraging generation Z consumers to purchase beauty products in the Fast Beauty brand category. This study aims to examine the relationship between Fear of Missing Out (FoMO) and purchase decisions among generation Z as consumers of Fast Beauty products. The method used in this study was a quantitative correlational method with 200 participants aged 18 to 30 years, of which 7 male (3.5%) and 193 female (96.5%). Data collection was conducted through an online questionnaire compiled using the Missing Out Scale (FoMOS) and a Purchase Decision scale using a Likert scale of 1 to 4. The analysis results show a significant positive relationship between Fear of Missing Out (FoMO) and purchase decisions (r = 0.620, p < 0.05), where the higher the Fear of Missing Out (FoMO), the higher the tendency of Generation Z consumers to make Fast Beauty product purchases. These analysis results align with previous research showing that consumers experiencing Fear of Missing Out (FoMO) tend to make product purchases without careful consideration due to concerns about being left behind in their social environment. The implications of this research show the importance of implementing marketing strategies that pay more attention to the psychological side of consumers and the implementation of more conscious consumer behavior before purchasing Fast Beauty products.

Business competition in the culinary sector continues to increase along with changes in people's consumption patterns towards ready-to-eat food. One product that is quite popular is fried dim sum, which is known for its variety of flavors and relatively affordable prices. In this competitive environment, understanding how consumers perceive product price and quality is crucial for businesses to maintain and increase customer interest in purchasing goods. Consumer perceptions of product price and quality when they choose fried dim sum are the subject of this study. Informants were selected purposively in this study, which used a qualitative and descriptive approach, namely consumers who have purchased and consumed fried dim sum products. Data collection methods included comprehensive interviews, direct observation, and supporting documentation. The collected data were analyzed using an interactive analysis model developed by Miles and Huberman through steps such as data reduction, data presentation, and discovery. The results show that consumers view price as an indicator related to the affordability and suitability of the product value. Price is considered acceptable if it is commensurate with perceived quality. In addition, product quality, including taste, texture, cleanliness, and packaging, is a primary factor considered before making a purchase. Positive perceptions of product quality increase customer trust and encourage repeat purchases. This study concluded that customer perceptions or opinions about price and product quality influence fried dim sum purchasing decisions. Therefore, culinary businesses need to prioritize proportional pricing and maintain consistent product quality to enhance business competitiveness.

Penelitian ini dilakukan untuk menganalisis dan membandingkan sentimen pelanggan terhadap lima restoran Sunda di Kota Bogor menggunakan metode Aspect-Based Sentiment Analysis (ABSA) berbasis Fine-Tuning IndoBERT. Ulasan pelanggan di platform digital seperti Google Review berpengaruh besar terhadap citra dan keputusan konsumen, sementara jumlah ulasan yang besar sulit dijelaskan secara manual. Data penelitian diperoleh dari 3.232 ulasan Google Review dan diproses menjadi 3.010 data yang dikelompokkan berdasarkan lima aspek utama, yaitu makanan, pelayanan, harga, suasana, dan fasilitas. Metode Fine-Tuning IndoBERT digunakan untuk mengklasifikasikan sentimen positif, netral, dan negatif, dengan evaluasi melalui metrik akurasi, presisi, recall, dan F1-score. Hasil menunjukkan bahwa model memiliki performa sangat baik dengan akurasi tertinggi sebesar 97,51% pada aspek pelayanan dan terendah 92,52% pada aspek makanan, serta nilai F1-score makro di atas 0,91. Analisis menunjukkan bahwa Bumi Aki unggul pada aspek makanan dan fasilitas, Saung Abah pada pelayanan, Saung Kuring pada harga, dan Gumati pada suasana. Hasil penelitian ini menunjukkan bahwa Fine-Tuning IndoBERT efektif dalam memahami opini pelanggan berbahasa Indonesia dan dapat menjadi acuan bagi pelaku usaha kuliner dalam meningkatkan kualitas layanan.

This study aims to determine the influence of marketing strategies and consumer commitment on purchasing decisions for Yamaha NMAX products in Rimbo Bujang using quantitative analysis descriptive research methods with SPSS 26 tests on 96 respondents. The results of the study indicate that the Marketing Strategy variable (X1) has a significant influence on the Purchase Decision (Y) of Yamaha NMAX products in Rimbo Bujang. Then the Consumer Commitment variable (X2) also has a significant influence on the Purchase Decision (Y) of Yamaha NMAX products in Rimbo Bujang. While simultaneously Marketing Strategy (X1) and Consumer Commitment (X2) together have a significant influence on the Purchase Decision (Y) of Yamaha NMAX products in Rimbo Bujang. The coefficient of determination (R²) value of 0.777 indicates that 77.7% of the variation in Purchase Decisions is influenced by Marketing Strategy and Consumer Commitment, while the remaining 22.3% is influenced by other factors outside this study. These findings provide important insights for more effective business strategies, especially in increasing product sales through a better approach to consumers. By understanding the factors that influence purchasing decisions, companies can optimize more targeted marketing strategies and increase levels of consumer satisfaction and loyalty.  

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.

This study aims to investigate the impact of social media advertising on clothing choices at Universitas Dinamika Bangsa Jambi students. In today's world, where many people, especially young people who frequently shop online, often struggle to accurately determine the quality of items. A quantitative approach was employed, with a survey as the primary method of data collection. A questionnaire was distributed online via Google Forms and successfully elicited responses from 102 active students who are also social media users. The sampling technique used was purposive sampling, with participants selected based on criteria that matched the focus of the study. The data were then processed using SmartPLS 4 software with the Partial Least Squares Structural Equation Modeling (PLS-SEM) method to test the relationship between variables. The main findings indicate that social media promotions have a strong positive influence on students' clothing purchasing decisions. This underscores the crucial role of targeted advertising strategies in the digital world in shaping consumer preferences. This research is expected to serve as a guide for clothing entrepreneurs in developing online marketing plans that better suit the tastes and needs of students as their target market.

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.

Penelitian ini bertujuan untuk menganalisis strategi pemasaran digital melalui Instagram dalam meningkatkan penjualan pada UMKM Kedai 2 Putri di Desa Sipodeceng, Kabupaten Sidenreng Rappang. Latar belakang penelitian didasari oleh fenomena meningkatnya penggunaan media sosial sebagai sarana promosi bisnis, khususnya di kalangan UMKM yang membutuhkan strategi efektif untuk menjangkau konsumen lebih luas. Penelitian ini menggunakan pendekatan kualitatif dengan metode deskriptif, di mana data dikumpulkan melalui wawancara, observasi, dan dokumentasi yang melibatkan pemilik, karyawan, serta pelanggan Kedai 2 Putri. Hasil penelitian menunjukkan bahwa strategi pemasaran digital yang diterapkan melalui Instagram meliputi empat indikator utama, yaitu pembuatan konten (content creation), berbagi konten (content sharing), membangun interaksi (connecting), dan pembangunan komunitas (community building). Dari keempat indikator tersebut, pembuatan konten menjadi faktor paling dominan dalam menarik minat konsumen dan memperkuat citra merek, karena visual produk yang menarik dan konsistensi unggahan terbukti mampu meningkatkan interaksi serta mendorong keputusan pembelian. Selain itu, strategi pemasaran digital juga diperkuat oleh elemen bauran pemasaran (7P) yang mencakup produk, harga, tempat, promosi, orang, proses, dan bukti fisik. Dengan demikian, penelitian ini menegaskan bahwa pemanfaatan Instagram secara optimal dapat meningkatkan visibilitas, keterlibatan pelanggan, serta penjualan UMKM.

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.