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QRIS (Quick Response Code Indonesian Standard) has become a widely used national digital payment standard. User satisfaction with this service needs to be monitored continuously to ensure its sustainability. This study aims to predict the level of QRIS user satisfaction based on their experiences and perceptions expressed organically on the Twitter social media platform. The method used is sentiment analysis with the Naive Bayes classification algorithm implemented using RapidMiner software. The research data was obtained from Twitter user comments collected through web scraping techniques. The text data then went through a preprocessing stage that included cleansing, stopword filtering, stemming, and tokenizing to be prepared as features ready to be processed by the model. The data was divided into training (80%) and testing (20%) subsets for model training and validation. The results showed that the Naive Bayes model was able to predict user satisfaction sentiment with an accuracy of 80.99%. These findings indicate that the model is highly accurate in identifying satisfied comments and sufficiently sensitive in detecting dissatisfaction. This study concludes that sentiment analysis of Twitter UGC data using Naive Bayes is an effective and efficient approach for predicting QRIS user satisfaction in real time. The practical implication of this study is to provide an automatic feedback system for service providers to monitor public sentiment and take targeted corrective actions.

The growth of information technology has driven changes in consumer behavior, one of which is through e-commerce platforms such as Shopee. This phenomenon has generated a large number of customer reviews, including those for local cosmetic products such as Wardah. These reviews serve as an important source of information for understanding customer perceptions and satisfaction levels. However, manual analysis of large and linguistically diverse datasets is inefficient and potentially subjective. This study aims to implement the multi-category Naive Bayes algorithm to classify the sentiment of Wardah product reviews on Shopee into three categories: positive, negative, and neutral. The data were collected using a web scraping technique and processed through a series of preprocessing stages including case folding, tokenization, stopword removal, stemming, and text cleaning. Subsequently, term weighting was performed using the TF-IDF method prior to classification. Model performance was evaluated using a confusion matrix as well as accuracy, precision, and recall metrics. The results indicate that the multi-category Naive Bayes algorithm achieved an accuracy of 86.00%, a precision of 86.63%, and a recall of 98.24%. This approach can assist business practitioners in objectively understanding customer opinions and support decision-making in business strategy and product development.

This study aims to analyze the influence of red tape on public satisfaction with public services in Indonesia. The research focuses on the definition of red tape, the characteristics of administrative procedures in public services, the level of public satisfaction, the influence of red tape on public satisfaction, and the factors influencing the relationship between red tape and public satisfaction. This study used a library research method with a qualitative descriptive approach. Data were obtained through collecting various literature sources such as books, scientific journals, articles, and previous research results relevant to the research topic. The results indicate that red tape is a long, complicated, and excessive bureaucratic procedure that hinders the effectiveness of public services. Furthermore, the results indicate that the quality of human resources, service transparency, bureaucratic culture, and the use of information technology are factors influencing the relationship between red tape and public satisfaction. Digitalization of public services and bureaucratic reform are important solutions to reduce red tape and improve the quality of public services in Indonesia. Thus, it can be concluded that red tape has a significant influence on the level of public satisfaction with public services. Therefore, the government needs to simplify administrative procedures and improve service quality to create effective, efficient, and community-oriented public services.

This study aims to analyze the quality of public services at the Kelurahan Air Putih, Samarinda Ulu District, Samarinda City, East Kalimantan. The research uses a descriptive qualitative method with data collected through interviews and questionnaires. The findings indicate that public service quality at Kelurahan Air Putih is generally categorized as good, as reflected in the majority of respondents agreeing with most service quality indicators, including procedural clarity, staff friendliness, service speed, and administrative requirements. Service completion targets approximately 15 minutes when all requirements are met. However, several aspects still require improvement, particularly in terms of information accessibility, service speed, facility availability, and reduction of service barriers. The study concludes that routine internal evaluation and openness to community feedback are key factors in maintaining and improving service quality. In addition, strengthening employee competence through regular training, optimizing digital service systems, improving public communication, and enhancing supporting infrastructure are expected to increase service effectiveness and customer satisfaction. These improvements will also contribute to more transparent, accountable, responsive, efficient, and citizen-oriented public services while supporting sustainable improvements in local government administrative performance and public trust.

This study aims to analyze the implementation of public service ethics by front office officers at the Public Service Mall (Mall Pelayanan Publik/MPP) of Samarinda City and its impact on the image of government institutions. As the frontline of public service delivery, front office personnel play a strategic role in shaping public perceptions and fostering public trust in government services. This research employed a qualitative descriptive approach, utilizing in-depth interviews with a functional licensing officer at the Department of Investment and One-Stop Integrated Services (DPMPTSP) of Samarinda City, supported by direct field observations. The findings reveal that the implementation of service ethics at the Samarinda MPP is guided by the principles outlined in Law No. 25 of 2009 on Public Services and the Minister of Administrative and Bureaucratic Reform Regulation No. 15 of 2014 concerning Service Standards. These regulations emphasize the values of integrity, professionalism, accountability, responsiveness, and inclusiveness in service delivery. Furthermore, effective coordination among service tenants, continuous improvement of employee competencies, and adaptation to digital systems such as the Online Single Submission (OSS) platform have contributed significantly to maintaining service quality. The study concludes that the consistent application of public service ethics enhances citizen satisfaction, strengthens public trust, and positively influences the image of government institutions in the community.  

The increase in internet users in Indonesia presents a significant opportunity for business actors to market products through digital marketing, which allows transactions anytime and anywhere and influences purchasing decisions through complete and real-time product information. In addition, impulsive buying behavior, especially in areas like Ponorogo, which is rich in quality rice products with attractive discounts, also contributes to increased sales, impacting customer satisfaction, loyalty, and long-term customer value. Therefore, this study aims to examine the influence of digital marketing, product information, and impulse buying on purchasing decisions, as well as the ability of purchasing decisions to mediate the effect of digital marketing, product information, and impulse buying on marketing performance. This study uses a quantitative approach with a research sample of 104 respondents who are consumers of rice products in the Legi Ponorogo market. The data collection technique employed a questionnaire distributed online. The data analysis technique used is SEM PLS. The results of the study indicate that digital marketing and product information affect purchasing decisions, whereas impulse buying does not affect purchasing decisions. Furthermore, purchasing decisions have an impact on marketing performance. The results of the indirect effect show that purchasing decisions mediate the influence of digital marketing and product information on marketing performance, while purchasing decisions do not mediate the influence of impulse buying on purchasing decisions.

This study aims to analyze the effect of personalized marketing on customer satisfaction and customer retention, as well as to explain the role of customer satisfaction as a mechanism linking marketing personalization to customers’ decision to remain with a brand. The background of this study is based on the increasing use of data-driven marketing strategies, product recommendations, personalized promotions, and digital communication tailored to customer preferences. In an increasingly competitive business environment, companies are required not only to attract new customers but also to retain existing customers through relevant, convenient, and valuable experiences. This study employed a quantitative explanatory approach, with the population consisting of customers who had received personalized marketing from a particular company or brand. The sampling technique used was purposive sampling, with the criteria that respondents had received personalized promotions and had made repeat purchases. The total sample consisted of 110 respondents. Data were collected using a structured questionnaire with a five-point Likert scale and analyzed using Partial Least Squares Structural Equation Modeling. The findings show that personalized marketing has a positive and significant effect on customer satisfaction. This indicates that promotions, recommendations, and marketing messages that are relevant to customer needs can create more positive customer experiences. Customer satisfaction is also found to have a positive and significant effect on customer retention, meaning that satisfied customers are more likely to make repeat purchases, continue using products or services, and avoid switching to competitors. In addition, personalized marketing has a direct effect on customer retention, although its effect becomes stronger when mediated by customer satisfaction. The implications of this study emphasize that companies need to develop personalization strategies that are not only data-driven but also relevant, ethical, non-intrusive, and oriented toward customer value. Therefore, personalized marketing can serve as an important strategy for improving customer satisfaction and maintaining long-term customer retention.

The development of the digital economy has driven increased customer interaction through online chat services, making customer satisfaction a key factor in business success. Response speed and chat service quality are two important aspects in shaping the customer experience, but previous research has tended to examine them separately. This study aims to analyze the influence of online chat services and response speed on customer satisfaction partially and simultaneously. The method used is a qualitative approach with a literature review of 12 scientific articles from 2020–2025 obtained from academic databases such as Google Scholar and SINTA. The analysis technique used is descriptive-critical through the identification, comparison, and synthesis of previous research findings. The results show that online chat services have a positive effect on customer satisfaction, primarily through interaction quality such as information accuracy, ease of use, and problem-solving ability. Response speed has also proven to be an important determinant, where a fast response significantly increases customer satisfaction. However, speed without quality has the potential to decrease satisfaction. The discussion shows that the two variables have a complementary and inseparable relationship. Online chat services function as a medium for interaction, while response speed is a quality attribute that determines the effectiveness of the service. Therefore, the integration of both in one model is the main contribution of this research in filling the literature gap, especially in the context of e-commerce in Indonesia.

This research aims to discuss online marketing strategies and service quality as well as their impact on post-pandemic cosmetic sales at the Abigail Shop, Sintang Regency. This study applies a qualitative-descriptive approach. Data collection was carried out through interviews, observation and analysis of various documents. Subjects consist of business owners, employees and customers. The validity of the data was tested through Technical Triangulation. Research findings show that Abigail Store's use of Instagram as a digital marketing tool is effective in increasing market reach and attracting customer interest with various creative content, including photos, videos, promotions and testimonials from customers. Apart from that, the direct message and WhatsApp features function to facilitate communication and transactions between sellers and buyers. This research also confirms that high service quality is directly related to customer satisfaction which then results in the frequency of repeat purchases. The increase in sales of Toko Abigail's cosmetic products after the pandemic can be attributed to an effective combination of digital marketing strategies and consistent, high-quality service standards. This study aims to be a reference for business owners in optimizing marketing methods through digital media, while maintaining service quality amidst the rapid development of information technology.

Public Wi-Fi services (Wifi_STAKat) at the State Catholic College of Pontianak continue to face technical issues, such as network speed and connection stability, as well as non-technical challenges, including the responsiveness of administrators to user complaints. This study aims to analyze user satisfaction based on the five Servqual dimensions and to map improvement priorities using the Importance–Performance Analysis (IPA) method. The relationship between Servqual and IPA is explained by mapping GAP values (perception–expectation) into the four IPA quadrants to determine the urgency level of service improvements. A 4-point Likert scale was used to avoid neutral responses and strengthen the clarity of respondents’ perceptions. The results show that all dimensions have negative GAP scores, particularly responsiveness and reliability, which are directly related to technical indicators (speed, stability, coverage) and non-technical factors (responsiveness to complaints, ease of access. The study recommends integrating an IT-based monitoring system and increasing network capacity to improve service quality.

The development of halal tourism has encouraged sharia hotels to provide services that are not only comfortable and functional, but also consistent with Islamic values and halal assurance. This study aims to analyze the integration strategy between sharia hotels and halal restaurants in increasing guest visits and satisfaction at Mangkuto Sharia Hotel Payakumbuh. This research employed a qualitative approach with a case study design. Data were collected through in-depth interviews, observations, and documentation involving hotel management, operational employees, guests, sharia certification experts, and representatives of the local government. The data were analyzed descriptively and strengthened through strategic analysis using the Resource-Based View (RBV), Value Chain, SWOT analysis, IFAS-EFAS matrix, TOWS matrix, and Blue Ocean Strategy. The findings reveal that service integration was implemented through sharia-based operational policies, halal assurance systems in restaurant activities, and cross-departmental coordination between the front office, housekeeping, and food and beverage departments. This integration created added value in the form of physical comfort, emotional trust, and spiritual peace for guests. Internal hotel data also indicated an increase in occupancy rates from 26% in 2020 to 52% in 2024 following the implementation of the sharia concept and halal restaurant integration. Strategic analysis positioned the hotel in Quadrant I (aggressive growth strategy), supported by its halal reputation, Islamic organizational culture, guest trust, and its uniqueness as the first sharia hotel in West Sumatra certified by the National Sharia Council–Indonesian Ulema Council (DSN-MUI). The implication of this study shows that the integration of sharia hospitality can serve as a competitive product strategy rather than merely a compliance instrument, while also supporting the development of regional halal tourism.

This research is grounded in the understanding that employees are the core of organizational sustainability, and their job satisfaction is shaped not only by daily tasks but also by the organization’s ability to manage workload and support balance between work demands and personal life. This study aims to analyze the effect of workload and work-life balance on employee job satisfaction at the Class I Correctional Center (Bapas) Makassar. Using a quantitative approach, data were collected through questionnaires distributed to 54 employees and analyzed using multiple linear regression assisted by SPSS Statistics 25. The research variables consist of workload and work-life balance as independent variables, and job satisfaction as the dependent variable. The findings indicate that workload has a positive and significant effect on job satisfaction, suggesting that employees’ perception of being able to complete tasks effectively can increase their comfort and confidence at work. Work-life balance also shows a positive and significant influence, indicating that the ability to manage both work responsibilities and personal life contributes directly to greater feelings of satisfaction, stability, and motivation in performing duties. Simultaneously, both variables significantly affect job satisfaction, emphasizing the importance for organizations to regulate workload proportionally while providing space for employees to maintain a healthy life balance. These findings highlight that effective workload management and support for work-life balance are crucial organizational investments to foster a healthy, productive, and employee-centered work environment.

Abstract. This study aims to describe students’ motivation toward online learning at Universitas Negeri Medan and to identify the underlying reasons for such motivation. The research employed a descriptive qualitative design, utilizing the ARCS (Attention, Relevance, Confidence, Satisfaction) motivational model and Expectancy-Value Theory as the theoretical frameworks. Data were collected through an online questionnaire distributed to 34 English Education students and semi-structured interviews with 5 purposively selected participants. The results indicated that all four components of the ARCS model were in the moderate category, with mean scores of 3.16 for Attention, 3.29 for Relevance, 3.20 for Confidence and 3.20 for Satisfaction. While students appreciated the flexibility and accessibility of online materials (high utility value), they frequently experienced boredom and mental fatigue due to limited social interaction and the "artificial" nature of screen based learning (high cost and low intrinsic value). The study concludes that students remain motivated primarily due to professional aspirations rather than engaging instructional designs. These findings suggest that educators should implement more interactive strategies to enhance student engagement in digital environments.

Fierce competition in the tourist bus industry, especially in the price segment, requires companies to understand the key factors that influence customer satisfaction. This study aims to analyze the influence of service quality, price, and brand image on customer satisfaction of PO Jurus Elang in Semarang City through a quantitative approach with an explanatory survey involving 136 respondents selected by purposive sampling. Data were obtained from a Likert scale questionnaire and analyzed using SEM-PLS via SmartPLS. The results of the analysis indicate that service quality and price have a positive but insignificant influence, while brand image has a positive and significant influence on customer satisfaction, with an R-square value of 0.721, reflecting good model strength. These findings emphasize that brand image is a major factor in increasing customer satisfaction, while service quality and price are more likely to be viewed as minimum standards by customers.

This study aims to analyze the effectiveness of public services at the Samarinda Public Service Mall in realizing the principles of good governance. The methods used in this study are observation and direct interviews with agencies and community service users. Interviews were conducted with the Head of General Affairs and Personnel at the Samarinda City Investment and One-Stop Integrated Services Office and several community members who were processing administrative matters at the Samarinda MPP. The observation results indicate that the quality of service at the Samarinda MPP is classified as very good. Service staff and security personnel appear friendly, communicative, and responsive in assisting the community. The available service facilities are also quite complete and comfortable, thus supporting a more effective and organized public service process. The interview results indicate that the community is very satisfied with the services provided, both in terms of speed of service, ease of obtaining information, comfort of facilities, and the attitude of staff in assisting the community. In addition, services at the Samarinda MPP have implemented several principles of good governance such as effectiveness, efficiency, responsiveness, transparency, and equality of service. Based on the results of the study, it can be concluded that public services at the Samarinda MPP have been running well and are able to provide effective, humanistic services, and are oriented towards public satisfaction.

Effective communication is essential for teamwork effectiveness in healthcare, particularly in inpatient units where patient care requires coordination among multiple professionals. Internal data from Hospital X showed that more than 50% of medical incidents in the last two years were related to miscommunication among healthcare workers. In addition, the 2024 employee satisfaction survey reported that workplace communication satisfaction was only 62%, below the hospital target of 75%. This study aimed to examine the influence of effective communication on teamwork effectiveness with interprofessional collaboration as an intervening variable at Hospital X.This study used a quantitative cross-sectional design involving 226 healthcare workers, including doctors, nurses, and medical support staff. Data were analyzed using the Three-Box Method and PLS-SEM. The findings revealed that effective communication significantly influenced teamwork effectiveness both directly and indirectly through interprofessional collaboration. Interprofessional collaboration also acted as a significant mediating variable between communication and teamwork effectiveness. These results indicate that communication is a key foundation for strengthening collaboration and improving teamwork in hospitals. Therefore, hospitals should enhance communication training and interprofessional collaboration programs to improve healthcare quality and patient safety

This study aims to improve subcontractor safety performance through strengthening governance systems, leading safety indicators, capability building, and performance monitoring at PT Putra Perkasa Abadi (PPA) Jobsite Borneo Indobara (BIB). The research was motivated by the increasing trend of subcontractor incidents during Quarter 1 to Quarter 3 of 2025, where seven incidents occurred and exceeded the company threshold. In addition, subcontractor performance evaluation scores remained below the target threshold of 70, while customer satisfaction scores in subcontractor management decreased from 8.45 to 7.58. The study applied a continuous improvement approach using Quality Control Circle (QCC), Pareto analysis, Nominal Group Technique (NGT), and root cause analysis with the Ishikawa method. Improvement initiatives were implemented through four strategic pillars: strengthening governance, reinforcing leading indicators, capability building, and integrated dashboard monitoring. The implementation results showed significant improvements in subcontractor safety management. The subcontractor incident frequency rate was reduced to zero incidents in Quarter 4 of 2025, subcontractor performance evaluation increased above the threshold to 70.81, and customer satisfaction scores improved to 8.55. The findings indicate that structured governance strengthening combined with real-time monitoring and subcontractor engagement can significantly improve mining safety performance and stakeholder trust.

 The rapid adoption of smartphones among Indonesian digital natives has increased reliance on biometric authentication systems. However, empirical evidence regarding the relationship between user satisfaction and security risk awareness remains limited, particularly in developing-country contexts. This study investigates the behavioral dynamics of biometric security perception among 266 respondents, consisting of 221 high school students and 45 university students in Indonesia. A Python-based computational pipeline incorporating Akaike Information Criterion (AIC) validation and 1,000-iteration stochastic bootstrapping was employed to evaluate nonlinear behavioral patterns using Polynomial Regression and Ordinary Least Squares (OLS) multivariate analysis. The results confirm the existence of a nonlinear Security Paradox. While the overall population demonstrates a positive quadratic trajectory, the university student group exhibits a concave-down parabolic relationship (a=−0.0460), indicating a decline in perceived utility beyond a specific security threshold. The identified behavioral breaking point occurs at X≈5.45 (95% CI: 2.99–20.77), suggesting that excessive security hardening may reduce perceived usability and increase cognitive friction. Furthermore, the ablation analysis reveals that security risk awareness (p<0.001) is the strongest predictor of user satisfaction, exceeding the influence of daily usage intensity. Segment-level analysis further demonstrates behavioral divergence between respondent groups. High school students exhibit relatively uniform satisfaction toward biometric systems, whereas university students display greater variability and more critical perceptions regarding authentication friction. These findings indicate that highly rigid security configurations may become less effective for users with higher digital literacy and risk awareness. This study contributes a computationally validated behavioral framework for understanding security–utility trade-offs and provides a conceptual foundation for developing adaptive, user-centric, and friction-aware biometric authentication systems.

Food waste is an important indicator in evaluating the effectiveness of food service management, especially in institutional settings such as Islamic boarding schools. High levels of food waste can be influenced by several factors, including food taste and satisfaction with food service. This study aimed to analyze the relationship between food taste and food service satisfaction with food waste among students at Al-Hasyimi Islamic Boarding School Sukolilo Bancar. This research used a quantitative method with a cross-sectional design. The population consisted of 127 female students, with 98 respondents selected using stratified random sampling. Data were collected using the Comstock form to measure food waste and questionnaires to assess food taste and food service satisfaction. Data analysis was conducted using univariate and bivariate analysis with the Spearman Correlation test. The results showed a significant relationship between food taste and food waste (p=0.000), as well as between food service satisfaction and food waste (p=0.000).

Social media has evolved into a significant platform where consumers freely express their opinions, experiences, and levels of satisfaction regarding various products, including those offered by Micro, Small, and Medium Enterprises (MSMEs). The comments and reviews shared by customers on these platforms contain diverse sentiments that can serve as valuable indicators of how consumers perceive product quality. Understanding these sentiments is crucial for MSME owners, as it allows them to evaluate their products and adapt to market expectations more effectively. This study aims to analyze customer sentiment toward MSME products on social media by utilizing the Naïve Bayes algorithm, a widely used classification method in text mining. The data used in this research consist of customer comments collected from various social media platforms. The research process involves several stages, including data collection, manual labeling of sentiments, text preprocessing (such as tokenization, case folding, and stopword removal), and splitting the dataset into training and testing subsets. Subsequently, the classification process is carried out using the Naïve Bayes algorithm to categorize sentiments into positive, negative, and neutral classes. The results of this study demonstrate that the Naïve Bayes method is effective in classifying customer sentiments with a satisfactory level of accuracy. These findings provide a comprehensive overview of consumer perceptions regarding the quality of MSME products. Furthermore, this research is expected to assist MSME business owners in understanding customer feedback more systematically and using it as a basis for improving product quality and enhancing customer satisfaction in a competitive digital marketplace.