EKONOMISTI
The international scientific and analytical, reviewed, printing and electronic journal of Paata Gugushvili Institute of Economics of Ivane Javakhishvili Tbilisi State University |
|
|
Journal number 1 ∘
Tea Munjishvili ∘
The Development of a machine learning software system for predicting business financial results[1] 10.36172/EKONOMISTI.2024.XX.01.Tea.Munjishvili Expanded Summary In the article we research let's understand if the peculiarities of accounting and reporting in Georgia to the size categories of enterprises according and what financial forecasts can be made according to the indicators reflecting the financial condition of enterprises. Small-sized enterprises of the fourth category were selected as the objects of the study, because a large part of the enterprises operating in Georgia belong to the fourth category according to their indicators. For information, 13.12.23 According to the data, 1,675,893 individuals and 347,544 legal entities are recorded in the database of the Revenue Service. (According to the data of 2021, there are 123 enterprises of the first category, and 606 of the second category). A total of 13 enterprises were selected for the research: 6 enterprises of the 4th category, 7 enterprises of the 2nd and 3rd category. The development of the mathematical model for evaluating financial sustainability of the business using the simulation method (selecting an adequate model for a specific enterprise from the existing models and the coefficients included in this model) is discussed in the paper . The implementation of this model is carried out by FinSim, the software package developed by us. The software is multilingual and it supports Georgian, English and other languages. It was developed based on the experience of Cyber1, Cyber2 - the systems developed by us and implemented in the teaching process. FinSim is located at FinSim.tsu.ge. Based on a general model, which can be considered as an exemplary model, it aims: first - to develop a specific economic-mathematical model for assessing the financial stability of the enterprise and predicting bankruptcy, which can be applied in the actual activity of the given enterprise; second – to learn and apply the technology for developing an economic-mathematical model for assessing financial stability and forecasting bankruptcy for enterprise in the study process and based on it, to develop organizational and technical measures for ensuring financially sustainable operations of an enterprise based on modeling the arguments included in the model of a virtual enterprise. The economic-mathematical model for assessing the financial stability and predicting bankruptcy using FinSim for enterprise is developed by the so-called analyst, a person with special rights. This person has the right to make changes in the data, to develop a specific model for a specific enterprise and to enter the values of the coefficients found in the model in the database. The economic-mathematical model for assessing the financial stability and predicting bankruptcy of an enterprise is also developed for enterprise by the student in the teaching process. The difference is that in the training mode, it is impossible to make changes to the data and fix the calculated values of the coefficients in the database. Before developing the model using FinSim, it is necessary to analyze the primary data presented by the enterprises. The financial activity data of the enterprise is presented on the website www.kiber3.tsu.ge The data of the enterprise is downloaded to Excel by the analyst Modeling results appear in Excel in the client's computer. 5 types of registers are obtained: Registers of all the enterprises and models by years;
Results. Submission of additional reporting of resulting problems "gap of the law" and as a result of assessment of financial sustainability of enterprises, in particular, on the need to submit basic reporting of small, 4th category enterprises; Detection of small enterprises in violation of the law: • - to establish a minimum limit for the so-called For micro-enterprises, which will be abolished in the successful past, the obligation to establish reporting, indicating that micro-entrepreneurial individuals are exempted from taxes according to the Tax Code of Georgia - they are exempt from taxes (limit 30,000 GEL); • - Adoption/implementation of the law previously stopped/inactive firms would be exempted from the right to submit a large report, this law is not beneficial for the state or society, many people are not a means of psychological influence for the phenomenon. Conclusions
- the modeling of evaluating the financial sustainability of the enterprise using Altman, Springeit, Chesser models. With this model, the assessment of the financial sustainability of the company is carried out with one and multiple variables (all included in the model).
• understanding the working principles of FinSim; • interpretation of the results obtained with FinSim; • justification/rejection of the results obtained by FinSim. [1] The article is a collective work of the authors within the targeted research grant of the Faculty of Economics and Business: Tea Munjishvili, Lia Kozmanashvili, Leila Kadagishvili, Davit Sikharulidze, Shota Shaburishvili, Mikheil Chikviladze, Maka Khavtasi, Nino Dokhturishvili. |