International Journal of Business and Information Technology

Analysis of Attendance and Parental Occupation Data to Predict Student Dropout Risk Using Decision Trees

2025-09-22T12:15:48+07:00

Student dropout continues to pose a critical challenge that hinders educational equality and long term human capital development. This study aims to predict dropout risk by employing attendance records and parental occupation as the main indicators. A synthetic dataset reflecting Indonesian school conditions was analyzed using the Decision Tree algorithm. The results demonstrate that the model achieved strong predictive capability, reaching 87% accuracy with well balanced precision and recall values. Further analysis highlights absenteeism as the most decisive factor influencing dropout risk. In addition, parental occupation emerges as a contextual determinant that strengthens risk identification, with students whose parents are engaged in informal or unstable sectors being more vulnerable compared to peers from households with stable formal employment. The transparent structure of the Decision Tree enhances its practical value for educational practitioners, as it translates complex data into insights that are both actionable and accessible. While the findings are based on simulated data, the study underscores the importance of integrating behavioral and socioeconomic indicators into early detection frameworks for student dropout.

THE EFFECT OF PROFESSIONALISM, LEADERSHIP STYLE, AND ORGANIZATIONAL COMMITMENT ON AUDITOR PERFORMANCE (Empirical Study at the Representative Office of the Financial and Development Supervisory Agency of Riau Province)

2025-09-23T15:44:46+07:00

This study aims to determine the effect of professionalism, leadership style, and organizational commitment on auditor performance at the Representative Office of the Financial and Development Supervisory Agency of Riau Province. The population in this study were auditors working at the Representative Office of the Financial and Development Supervisory Agency of Riau Province. The sampling technique used saturated sampling so that the total sample was 35 auditors. Data analysis used the classical assumption test and hypothesis testing using SPSS20. The results showed that professionalism and organizational commitment had a significant effect on auditor performance. Meanwhile, leadership style did not affect auditor performance. The results of the R-Square test showed that the independent variables used in this study could explain the dependent variable by 67.3% while the remaining 32.7% was influenced by other variables not examined in this study such as audit structure variables, work motivation, emotional intelligence, locus of control, and others.

ANALYSIS OF CUSTOMER SATISFACTION LAUNDRY BUSINESS IN SIAK SRI INDRAPURA

2025-10-06T10:03:22+07:00

This research is based on the laundry service business which is currently developing rapidly. Laundry businesses must have certain strategies to be able to provide progress to their business because there are many competitors in the laundry services sector. Therefore, service quality is very influential in attracting customer satisfaction. The very rapid development of the business world has had an impact on the progress of the Laundry business, because currently only Laundry has developed a delivery service compared to other laundries in Siak Regency . The purpose of this research is to determine the influence of customer experience, trust and service quality on customer satisfaction at Laundry in Siak Regency. In this research, the sample consisted of 96 respondents using purposive sampling techniques. The data analysis used in this research is quantitative using the multiple linear regression method. Based on the results of simultaneous tests, it can be seen that the influence variables Customer Experience, Trust, and Service Quality together influence customer satisfaction at Laundry in Siak Regency. Then, partially, from this test it can be seen that the influence variables of Customer Experience, Trust, and Service Quality have a significant effect on Customer Satisfaction. The R square value obtained was 0.660 or equal to 60.6%, while the remaining 39.4% was influenced by other variables not studied.

Development of Creative Economy Based on Culinary Tourism in Pasar Lama Tangerang to Enhance Competitiveness and Sustainability

2025-10-11T11:29:37+07:00

This research seeks to explore the Culinary Tourism Organization in Tangerang through the lens of Smart Branding, using the Old Market Culinary Area as a specific example. A descriptive qualitative approach is utilized for this study, collecting information via methods such as observation, interviews, and document analysis. City Branding, which can be interpreted as a city emblem in Indonesian, is an element of Smart Branding that underpins the effectiveness of Smart Cities in the tourism industry. This suggests that well-structured tourist destinations will be even more attractive, especially since culinary tourism is not the same as conventional tourism. Culinary tourism prioritizes the quality of food, satisfaction with taste, and the originality of the dishes offered. The researcher points out that there is a pressing need to address certain public amenities that fall short, like restrooms, as well as the absence of clear distinctions between halal and non-halal cuisine. These factors are seen as crucial for improving visitor comfort and adding to the visual appeal of the culinary area.

Culinary tourism refers to a travel experience that draws people in by offering them the opportunity to taste and cook different regional foods from the places they visit.

ANALYSIS OF BANKRUPTCY PREDICTION IN HEALTH SECTOR COMPANIES LISTED ON THE INDONESIAN STOCK EXCHANGE IN THE PERIOD 2021-2023

2025-10-27T15:04:06+07:00

This study aims to analyze the bankruptcy of healthcare companies listed on the Indonesia Stock Exchange for the 2021-2023 period using the Altman Z-Score, Springate, Zmijewski, Grover, and Fulmer models and to determine whether there are differences in conditions from the results of the financial distress model analysis using the Altman Z-Score, Springate, Zmijewski, Grover, and Fulmer models and to determine the model that has the highest level of accuracy in predicting the potential for bankruptcy in companies. This research is a study with a mix method approach. The data source in this study is secondary data in the form of financial reports. The population in this study were healthcare companies listed on the Indonesia Stock Exchange for the 2021-2023 period. Sampling was carried out using a purposive sampling technique so that a sample of 23 companies and 96 analysis units were obtained. The results of this study indicate that Indofarma is the only company predicted to go bankrupt in the results of each financial distress model. The results of this study also show that there are differences in conditions from the results of the financial distress model analysis in healthcare companies. The model that has the highest level of accuracy in healthcare companies is the Grover model at 95.66%. The results of the best predictions and models can provide information in the form of positive signals and early warning systems for investors

Microcontroller-based automatic home gate control system using a remote

2025-10-29T22:14:16+07:00

Home security remains a fundamental necessity in modern living. This study presents the design and implementation of an automatic home fence security system based on a microcontroller-controlled remote access mechanism. The system utilizes an ATmega8535 microcontroller, programmed using Code Vision AVR software, to control the opening and closing of the home fence through a password-protected remote keypad. The entered password is verified with the data stored in the system’s memory. Upon successful authentication, the microcontroller activates the L293D motor driver to operate the motor that opens or closes the fence, while an LCD display provides real-time status information. The communication between the transmitter and receiver modules employs infrared (IR) serial communication using the UART protocol to ensure reliable data transfer. Experimental results demonstrate that the proposed system effectively enhances residential security and provides convenient automated control of gate operations.

Creating Consumer Value From Product Design Through Product Differentiation For Yamaha Nmax Motorcycle Consumers In Pekanbaru

2025-10-31T11:34:52+07:00

The purpose of this study is to determine the effect of product design variables on consumer value variables, to determine the effect of product design variables on product differentiation variables and to determine the effect of product differentiation variables on consumer value variables and to determine the effect of product design on consumer value through product differentiation variables on Yamaha Nmax motorcycle consumers in Pekanbaru.

As is known, the demand for Yamaha Nmax in Indonesia can be described as a successful and sustainable market phenomenon, changing the competitive landscape in the premium automatic scooter (skutik) segment with total sales reaching 3 million units in 2025.

This research was conducted in Pekanbaru City with a sample of 93 respondents using a purposive sampling method. The criteria for respondents who became the object of the study were Nmax motorcycle users in Pekanbaru. The research method used the Partial Least Squares-Structural Equation Modeling (PLS-SEM) method in the form of an outer model, an inner model, and hypothesis testing.

The results of the study indicate that there is no influence of product design variables on product differentiation variables on Nmax Motorcycle consumers in Pekanbaru, seen from the p-value of 0.109 which is greater than 0.05. The results also show that there is an influence of product design on consumer value on Nmax Motorcycle consumers in Pekanbaru with p-value of 0.000 which is smaller than 0.05. A significant influence is also shown from the Product Differentiation Variable on consumer value variables on Nmax Motorcycle consumers in Pekanbaru with p-value of 0.000 which is smaller than 0.05. And so the product differentiation variable successfully mediates the influence of product design variables on consumer value on Nmax Motorcycle consumers in Pekanbaru with p-value of 0.000 which is smaller than 0.05.