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In an agency that has not used an Information System, usually the preparation of the report is often not on time and the presentation of the report often experiences errors in recording the nominal amount of the transaction. Fulfillment of the information needs of the management at a certain time cannot be fulfilled because the data is still in the form of a lot of paper archives, so that in searching for the data it is difficult, therefore agencies can experience delays in providing transaction report data to superiors. An agency must use a lot of computers as a means of supporting the office. In order to assist in maximizing management performance in matters of financial reporting. In this case agencies can take advantage of several applications that can be used, one of which is an Information System that can assist in recording financial transactions. Information systems that must be able to include a series of collections - a collection of reports on cash source activities and a summary of receipts, cash disbursements for a certain period to present information on the use of cash with the aim of reporting to internal parties as a basis for making decisions about plans for the future.

The tender process at the Ministry of Transportation uses an Electronic Procurement System (SPSE) and a supporting system where the final results in the application tendered by the Selection Working Group are only in the form of Minutes of Election Results (BAHP), which are then reported to the Commitment Making Officer (PPK). to be followed up in the form of a Letter of Appointment of Goods/Services Provider (SPPBJ) whether to accept the results of the Working Group or reject it. In the process of determining this, it turned out that there was a legal debate which resulted in legal uncertainty where the Selection Working Group's determination was in the form of BAHP as the result which was used as the object of the lawsuit. Meanwhile, the opinion of the other panel of judges is inversely proportional to the BAHP issue as the object of this dispute. Apart from that, administrative efforts before filing a lawsuit were also a problem where some of the Panel of Judges passed the dismissal stage and some did not. From the results of the study it was found that the determination of the object of dispute state administrative decisions on the procurement of government goods/services, especially at the Ministry of Transportation of the Republic of Indonesia, was normatively in the basic regulations regarding Government Procurement of Goods/Services, showing the decision to determine the winner of the Working Group in the form of BAHP even though it required approval with PPK can be used as th e object of dispute in disputes over state administrative decisions. In addition, the results also show that the explanations and decisions at the State Administrative Court, the administrative e arrangements for the procurement of goods/services are objections and appeals and a guarantee of 1% (one percent).   Keywords: Procurement, goods/services, administrative decision.

Tabular-based clinical risk prediction models are extensively applied in medical decision support systems; however, two major challenges often reduce their reliability: predictions that contradict basic clinical logic and poorly calibrated probability outputs that weaken threshold-based decision making. This study investigates explainable binary risk prediction using the processed Cleveland subset of the UCI Heart Disease dataset as a public clinical benchmark. A lightweight and CPU-efficient pipeline is proposed by employing an XGBoost classifier integrated with monotonic constraints on clinically relevant features, followed by probability calibration through post-hoc methods, including Platt scaling, temperature scaling, and isotonic regression on a separate validation set. Model performance is assessed in terms of discrimination capability using AUROC, AUPRC, F1-score, sensitivity, and specificity, while probability reliability is evaluated using ECE and Brier score metrics. A monotonicity audit is also conducted through counterfactual feature sweeps to measure violation rates. In addition, the model is applied for risk stratification into low-, medium-, and high-risk categories with corresponding event-rate reporting. The findings demonstrate that isotonic regression improves probability reliability without degrading discrimination performance. Furthermore, the monotonicity audit reveals no observed violations for constrained features. Overall, the integration of monotonic constraints and probability calibration produces more decision-ready risk estimates for threshold-based clinical decision support while maintaining transparency through SHAP-based analysis.

Recruitment is the main task of the human resources department to find qualified candidates for open positions in a company or organization. The problem that is often faced by companies during recruitment is the difficulty in determining applicants who meet the criteria. A decision support system is defined as a system that helps a manager's work to overcome problems by providing data for selected decisions. The decision support system has a decision support method that is the profile matching method.The results of research that has carried out the profile matching method for recruiting new employees are carried out by comparing the input value with the company's target value so that the difference in GAP can be known. Then weighting is carried out on each aspect of the existing criteria after the GAP value is known. To determine the total value, the core factor and secondary factor are grouped based on the weighting results. With the results of the total value then ranking is carried out to obtain the final result.

Elections for the leaders of the Student Executive Board are held every year. e-voting is one of the most important components and forms of democracy. The result of voting is always dissatisfaction from voters. To become a candidate for the Head of BEM, a selection process is required. When choosing a Student Executive Board Leader, there are several criteria that must be met by prospective candidates. The issue of selecting leaders was also discussed by Andi Rosano in choosing the Village Head. The difficulty for voters is to get a leader candidate who has advantages in different fields. Because of that, a decision support system is needed to assist voters in determining the leader of the Student Executive Board. The Decision Support System using the Analytical Hierachy Process Method can assist voters in selecting candidates for the Student Executive Board leaders. Methodology This research was carried out using a 2 (two) method approach, namely a field study conducted by means of interviews with the student affairs section that takes care of the election of the Student Executive Board Leader and literature study to collect information related to decision support systems using the Analytical Hierarchy Process method. The results of the research are in the form of a Decision Support System application using the AHP Method to assist the committee in getting the right results

Elections for the leaders of the Student Executive Board are held every year. e-voting is one of the most important components and forms of democracy. The result of voting is always dissatisfaction from voters. To become a candidate for the Head of BEM, a selection process is required. When choosing a Student Executive Board Leader, there are several criteria that must be met by prospective candidates. The issue of selecting leaders was also discussed by Andi Rosano in choosing the Village Head. The difficulty for voters is to get a leader candidate who has advantages in different fields. Because of that, a decision support system is needed to assist voters in determining the leader of the Student Executive Board. The Decision Support System using the Analytical Hierachy Process Method can assist voters in selecting candidates for the Student Executive Board leaders. Methodology This research was carried out using a 2 (two) method approach, namely a field study conducted by means of interviews with the student affairs section that takes care of the election of the Student Executive Board Leader and literature study to collect information related to decision support systems using the Analytical Hierarchy Process method. The results of the research are in the form of a Decision Support System application using the AHP Method to assist the committee in getting the right results

The low quality of Dasawisma administrative management remains a major challenge in supporting the effectiveness of the Family Empowerment and Welfare (PKK) programs at the community level. This problem is characterized by poorly organized family data records, weak documentation of activities, and limited understanding among administrators regarding the strategic role of administration as a basis for planning and decision-making. This Community Service Program (PKM) aims to improve the quality of Dasawisma administration through collaboration between higher education institutions and Dasawisma groups as an effort to strengthen community organizational governance. The method employed is a participatory community organizing approach, encompassing stages of joint planning, technical administrative assistance, training, and reflective evaluation. The results indicate an improvement in administrators' understanding and skills in managing administrative tasks, the establishment of more systematic data and activity recording systems, and increased participation and organizational ownership among Dasawisma members. Furthermore, the program encouraged the emergence of local leadership and collective awareness of the importance of as an instrument for institutional strengthening. Overall, collaboration with higher education institutions proved effective in promoting sustainable improvements in Dasawisma administrative governance.

The purpose of this research article is to find out the concept of Governance / Corporate social responsibility (CRS) and ethics in strategic management in the field of education. Corporate governance is a set of rules that govern the relationship between shareholders, managers, creditors, employees, and other stakeholders to balance their rights and obligations. Corporate social responsibility (CRS) is an activity carried out by companies as a form of supporting sustainable economic development through community or global empowerment. Management ethics is a process and effort in order to examine the truth about managerial practices that are used as guidelines for a person in carrying out and determining decisions in the organization. Ethics is not only necessary in social life, but in the world of management and business, ethics is also necessary in order for organizations to organize moral systems prepared to limit the actions of people. 

In keeping with the times today that in the management of human resources ef ectively, every organization is absolutely necessary to create a human resources information system for the development of information systems could affect decision-making in an institution. Expected decision- making is a process towards better so with pegetahuan accruing from the information system will add to the discourse, consideration and finally decided appropriately. For information system consists of components supporting educational institutions to provide information needed by decision-makers when making educational activities

The more diverse choices of cars offered, making consumers often confused to make a choice whether from the brand, model, type, price, engine capacity, transmission, year of manufacture and fuel capacity as well as the advantages of the car. The car selection process still uses a manual system, namely by using conventional brochures or catalog media and usually consumers make purchases only because they are interested in the latest model or appearance and facilities without being adjusted to their needs. This study aims to create a system that can be used in the selection of cars according to consumer desires and apply the WASPAS method in providing recommendations for car selection based on the criteria of brand, model, type, price, engine capacity, transmission, year of manufacture and fuel capacity. The results of the recommendations from the selection of criteria for the Honda brand and CVT transmission resulted in a recommendation for the Honda Brio. Honda Brio has the highest value because it has the lowest price where the price criterion has the highest percentage of weight

Computer mining rigs are specially designed for only one purpose which is to mine crypto assets efficiently and effectively. Mining takes a lot of time, therefore it is very important to pay attention to computers for mining. The better the quality of the PC or computer, the faster the mining process will be. So far, consumers in choosing a mining rig computer only observe the mining rig computer without looking at special criteria such as price, motherboard, processor, VGA, power supply and RAM. COPRAS method assessment criteria include price criteria, motherboard, processor, VGA, power supply and RAM.. The system development method uses a prototype, the system design uses UML and the system manufacture uses PHP and MySQL. The results of the computer mining rig recommendations calculated using the COPRAS method are 12 GPUs 381 mh/s with a value of Ui = 1,000, Rig RTX 2060 with a value of Ui = 0,8157, Rig 6 x RTX 3060 with a value of Ui = 0,7108 and Rig RTX 2060 II with a value of Ui = 0.7014..

Most people who want to find a used motorcycle will first seek information about the price of a used motorcycle through the internet or newspapers. This is less effective because it will waste a lot of time and money, especially if you have to look for information on used motorcycles one by one but the results are not in accordance with your wishes and needs. To facilitate the search for used motorcycles, the WASPAS method is used. Attributes of used motorcycles include: brand, transmission, model, type, price, cc, year of manufacture. Used motorcycles are recommended only for three well-known brands, namely Yamaha, Honda and Suzuki with the WASPAS method. This study aims to build a decision support system that can be used to provide recommendations for the selection of used motorcycles according to the wishes and needs of consumers using the WASPAS method. The used motorcycle selection system using the WASPAS method with the selection of criteria for used motorcycles by choosing the Honda brand and automatic transmission, the results obtained are Honda Scoopy recommendations with a value of 1.00.

State Vocational High School (SMK) 2 Kuripan, is located on the border of two districts, namely West Lombok and Central Lombok with a fairly large number of students where they come from various regions with varied backgrounds and characters and it is very possible that this will happen. violations by students. Violations that often occur are indiscipline, students are late for class, truant, jumping fences, smoking, fighting and so on. For this reason, it is deemed necessary to have a system used to assist in making decisions in determining sanctions for such violations. This study aims to design a system that can help facilitate BK teachers in determining sanctions to students using the AHP (Analytic Hierarchy Process) and SAW (Simple Additive Weight) methods. In designing the system, it has several assessment criteria with weighted points and priorities for each alternative. Every violation committed by students will be processed quickly accompanied by sanctions and predetermined actions. This process can assist BK teachers in determining sanctions for students and making reports to the waka of students and the principal of SMKN 2 Kuripan.

The decision support system as a tool for decision making, has now begun to be widely applied in various fields of life, not least in making a decision for the process of accepting new students at the MA Sabilurrasyad NW Barabaliused. With the decision support system (SPK) can help schools in the selection of new students. The method used in building a decision support system in this research is the Analytical Hierarchy Process (AHP). The method used to select new students is the Analytical Hierarchy Process (AHP) which functions to calculate the final score of each student in the school and the Simple Additive Weighting (SAW) serves to rank each student.The result of this study is that the combination of the AHP (Analytical Hierarchy Process) and SAW (Simple Additive Weighting) methods in determining new student admissions at the MA Sabilurrasyad NW Barabali School can be used. SPK (Decision Making System) can display information according to what the user inputs correctly.

Arzara company is a company engaged in the garment sector, the development of the company affects the level of production of goods, so that in order to balance the production needs, it must increase the number of employee needs. The problem that often occurs in Arzara's company is the lack of professionalism of the company's employees, resulting in unilateral termination of employment. Termination of employment of employees of course will also affect the amount of production of goods. The SAW method or often called Simple Additive Weighting is an algorithmic method used for decision making, using certain criteria as the weight of the assessment in decision support. In making employee admission decisions using the SAW method using several criteria, which include expertise (skills), work experience, age, gender, education, health, talent, character, temperament, character, general knowledge tests, psychological tests. By using the PHP programming language, it can be used to assist the company to perform valid recruitment of employees . Applications that have been made can be used as a tool for decision makers while remaining based on a decision support system that is more effective in selecting employee admissions using the SAW ( Simple Additive Weighting ) method . 

Fixed assets are one of the elements in the financial statements, the value of fixed assets in companies tends to be in large amounts. Investments in fixed assets by the company are intended to support the company's business activities. Every transaction that affects changes in fixed assets must be managed in order to produce information in the form of financial statements. Improper handling of fixed assets will have an impact on finances and improper handling of fixed assets because they still practice a manual system that allows for various problems in financial reporting. The research objective is to build an accounting information system for depreciation of the company's fixed assets which produces output in the form of fixed asset information that can facilitate management in making business decisions. The research method uses research and development methods, using six steps from ten steps of the R&D model. The system development model uses the Prototype model approach to produce products according to user needs. This research produces a fixed asset management information system product that is able to assist in handling fixed asset management transactions and the information system is capable of producing fixed asset accounting information quickly. Keywords: Accounting Information Systems, Fixed Assets, Straight-Line Method and Total Production

Dian Wacana Demak Christian Kindergarten-Kindergarten School, which is one of the agencies engaged in the science and early childhood education. The type of data used is qualitative and quantitative data. The research objective is to design an effective and efficient school financial administration recording information system and design a school financial administration recording information system that has a system security that can maintain the correctness of the data. The research method used is the Borg and Gall R&D Development Research model, the Prototyping System Development Method to produce a product in the form of a prototype with 6 stages: Research and Data Collection, Planning, Initial Product Development, Product Testing, Product Revision, Final Trial. The conclusion from the results of this study is that this system can facilitate the recording of cash in and cash out transactions so that there are no mistakes in recording, users can easily present cash reports more quickly so that they can minimize recording time and recording errors, and make it easier for users to print. cash reports with accurate results so as to support and speed up decision making.

Oil palm is Indonesia's leading and prime plantation commodity. Plants whose main products consist of palm oil (CPO) and palm kernel oil (KPO) have high economic value and are one of the largest foreign exchange earners compared to other plantation commodities (Fauzi, 2012) PT. Safety Pin River Purun is a company that manages palm kernel products with the products produced there are 2 types, namely CPKO (Cruide Palm Kernel Oil) and PKM (Palm Kernel Meal). From the results of the study it was found that the prototype design was made capable of producing palm kernel assessment calculations using AHP in the assessment process, while the prototype model used was to use the prototyping model method. With this research can be beneficial for the management of PT. The Sungai Purun pin in the process of evaluating palm kernel is more effective and accurate in producing reports

With the increasing development of technology the more variety of books circulating on the internet. As is the recommendation system on online book sites that provide books relevantly and as needed with one's preferences. One alternative is GoodReads, a social networking site that specializes in cataloging books and users can share reading book recommendations with each other by rating, reviewing, and commenting. As a large book recommendation site, it has a lot of data that can be processed by applying machine learning methods, but still not known as the most accurate model. By using the right model, we can provide more accurate recommendations. Therefore, this study will analyze the data obtained from the www.kaggle.com namely the goodreads-books dataset. This study proposed a data mining classification model to get the best model in recommending books on GoodReads. The algorithms used are Decision Tree, K-Nearest Neighbor, Naïve Bayes, Random Forest, and Support Vector Classifier, then for model evaluation using accuracy, precision, recall, f1-score, confusion matrix, AUC, and Mean Error Absolute. The test results of several classification algorithms found that Decision Tree has the highest accuracy among the methods presented by 99.95%, precision by 100%, recall by 96%, f1-score of 98% with MAE of 0.05 and AUC of 99.96%. This is proof that decision tree algorithms can be used as book recommendations based on book categories on GoodReads.

Product distribution is a crucial element of the supply chain system that ensures the smooth flow of goods from producers to consumers at minimal cost and with high reliability. Distribution efficiency not only reduces operational costs but also improves customer satisfaction, market competitiveness, and business sustainability. In the context of Micro, Small, and Medium Enterprises (MSMEs), distribution efficiency becomes even more critical due to limited financial, human, and infrastructural resources. This study aims to analyze the product distribution efficiency of UMKM Kerupuk Jaya Pesona, located in Cinanggung Village, Serang Regency, Banten Province, by applying two classical transportation methods: the North West Corner (NWC) and Least Cost (LC) methods. Both methods were used to determine the allocation pattern that minimizes total transportation cost across three destination regions: Serang, Cilegon, and Pandeglang. The data include three couriers (as supply sources) and three market destinations (as demands), totaling 18,000 product units per distribution cycle. The results show that both NWC and LC methods yield the same total transportation cost of Rp 358,000,000, although their allocation patterns differ. This indicates that the supply–demand and cost structure of the UMKM’s logistics system is balanced. This research concludes that simple optimization methods such as NWC and LC can serve as practical decision-support tools for MSMEs without requiring complex computational models. The study also recommends the application of the Modified Distribution (MODI) method to verify the optimality of the solution and highlights the importance of logistics efficiency in strengthening MSME competitiveness in the digital era.