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{"id":20031,"date":"2025-04-08T15:46:07","date_gmt":"2025-04-08T12:46:07","guid":{"rendered":"https:\/\/modecon.mnau.edu.ua\/?p=20031"},"modified":"2025-04-09T12:12:26","modified_gmt":"2025-04-09T09:12:26","slug":"modeling-%d1%81ash-flows-of-investment","status":"publish","type":"post","link":"https:\/\/modecon.mnau.edu.ua\/en\/modeling-%d1%81ash-flows-of-investment\/","title":{"rendered":"Rud O. Modeling \u0421ash Flows of Investment Projects Based on Probability Distributions"},"content":{"rendered":"<section class=\"wpb-content-wrapper\"><p>[vc_row][vc_column][vc_column_text]<\/p>\n<table style=\"height: auto; border: solid 1px white!important;\" width=\"100%\">\n<tbody>\n<tr>\n<td style=\"border: solid 1px white!important;\"><span style=\"font-weight: 400;\"><strong>JEL Classification: <\/strong><i>C 15, C 53, G 31.<\/i><\/span><\/td>\n<td style=\"text-align: right; border: solid 1px white!important;\"><b>DOI<\/b><span style=\"font-weight: 400;\">: <a href=\"https:\/\/doi.org\/10.31521\/modecon.V49(2025)-27\" target=\"_blank\" rel=\"nofollow noopener\">https:\/\/doi.org\/10.31521\/modecon.V49(2025)-27<\/a><\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>[\/vc_column_text][vc_column_text]<b>Rud Oleksandr,<\/b><span style=\"font-weight: 400;\"> PhD (Economics),\u00a0 Director of\u00a0 Limited Liability Company \u00abMIG LTD\u00bb, Kyiv, Ukraine<\/span><\/p>\n<p><strong>ORCID ID:<\/strong> <a href=\"https:\/\/orcid.org\/0009-0009-5750-5150\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">0009-0009-5750-5150<\/span><\/a><br \/>\n<strong>e-mail: <\/strong><a href=\"mailto:rud.oleksandr@gmail.com\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">rud.oleksandr@gmail.com<\/span><\/a><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><b>Modeling \u0421ash Flows of Investment Projects Based on Probability Distributions<\/b><\/h2>\n<p><b><i>Abstract. Introduction<\/i><\/b><i><span style=\"font-weight: 400;\">. <\/span><\/i><i><span style=\"font-weight: 400;\">The article focuses on modeling cash flows in investment projects using probabilistic distributions, which is a key aspect of increasing the accuracy of assessments and making well-informed decisions under uncertainty. The author proposes two approaches to cash flow modeling: the first approach involves modeling the cash flow value in a given period, while the second approach focuses on modeling the parameters that influence the cash flow components. Special attention is given to building models based on random variables that reflect the specific characteristics of the project, taking into account unpredictable changes and risks inherent in the economic environment.<\/span><\/i><\/p>\n<p><b><i>Purpose. <\/i><\/b><i><span style=\"font-weight: 400;\">An important part of the study is the classification of probability distributions, including discrete and continuous, symmetric and asymmetric, and single and multi-parameter models, which are selected depending on the nature of the variables and specific conditions of project implementation. Such classification allows for a more detailed analysis and understanding of possible project development scenarios under uncertainty.<\/span><\/i><br \/>\n<i><span style=\"font-weight: 400;\">The article emphasizes the importance of accurate estimation of parameters of probability distributions, since the accuracy of modeling results depends on it. Methods such as the method of moments and maximum likelihood are used to determine distribution parameters.<\/span><\/i><\/p>\n<p><b><i>Results.<\/i><\/b><i><span style=\"font-weight: 400;\"> To ensure modeling reliability, it is essential to test the consistency of selected distributions with real data. Visual and statistical tools can be used to assess how well the theoretical distribution matches empirical data, which is a critical step in building a reliable model.<\/span><\/i><br \/>\n<i><span style=\"font-weight: 400;\">The author suggests using the Monte Carlo method as the primary tool for simulating results, allowing the creation of multiple project development scenarios. This method makes it possible to determine the probability of achieving certain financial results and to assess the sensitivity of the project to changes in key parameters.<\/span><\/i><\/p>\n<p><b><i>Conclusions. <\/i><\/b><i><span style=\"font-weight: 400;\">The proposed cash flow modeling algorithm contributes to improving the substantiation of investment decisions and optimizes the management of project risks and resources.<\/span><\/i><\/p>\n<p><i><span style=\"font-weight: 400;\"><b>Keywords: <\/b>cash flow; model; modeling; probabilistic distribution; random variable; distribution function; probability density function.<\/span><\/i><\/p>\n<p style=\"text-align: center;\"><strong>References:<\/strong><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Avramenko, V. I. &amp; Karimov, I. K. (2013) Teoriia ymovirnostei i matematychna statystyka [Probability theory and mathematical statistics]. Dniprodzerzhynsk: DDTU.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Blank, I. O. (2014). Finansovyi menedzhment [Financial management]. Kyiv: Nika-Tsentr.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Donchenko, V. S. &amp; Sydorov, M. V.-S. (2015). Teoriia ymovirnostei ta matematychna statystyka dlia sotsialnykh nauk [Probability theory and mathematical statistics for social sciences]. Kyiv: VPTs &#8220;Kyivskyi universytet&#8221;.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Zahorodnii, A. H., Vozniuk, H. L. &amp; Smovzhenko, T. S. (2000). Finansovyi slovnyk [Financial dictionary]. Kyiv: Tovarystvo KOO &#8220;Znannia&#8221;.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kryvoviazuk, I. V., Pakholchuk, A. I. (2013). Protses pryiniattia hospodarskykh rishen ta yoho vplyv na efektyvnist diialnosti pidpryiemstva [The process of making business decisions and its impact on enterprise efficiency]. Efektyvna ekonomika (electronic journal), no. 4. http:\/\/nbuv.gov.ua\/UJRN\/efek_2013_4_47.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kropelnytska, S. O., Tsyhylyk, I. I. (2008). Analiz i rozrobka investytsiinykh proektiv [Analysis and development of investment projects]. Kyiv: Tsentr navchalnoi literatury.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Likhouzova, T. A. (2018). Teoriia imovirnostei ta matematychna statystyka [Probability theory and mathematical statistics]. Kyiv: KPI im. Ihoria Sikorskoho.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Poddierohin, A. M. (2005). Finansovyi menedzhment [Financial management]. Kyiv: KNEU.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Rudenko, V. M. (2012). Matematychna statystyka [Mathematical statistics]. Kyiv: Tsentr uchbovoi literatury.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Salyha, K. S. (2016). Imitatsiine modeliuvannia hroshovykh potokiv investytsiinykh proektiv [Simulation modeling of investment projects cash flows]. Derzhava ta rehiony. Seriia: Ekonomika ta pidpryiemnytstvo (electronic journal), no. 6, pp. 82-88. http:\/\/nbuv.gov.ua\/UJRN\/drep_2016_6_14.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Chepeliuk, H. M. &amp; Tkachenko, K. O. (2017). Metody otsinky investytsiinoho proektu, yaki vykorystovuiutsia pry bankivskomu investytsiinomu kredytuvanni [Methods of investment project evaluation used in bank investment lending]. Efektyvna ekonomika (electronic journal), no. 10. http:\/\/nbuv.gov.ua\/UJRN\/efek_2017_10_29.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ascioglu, A. (2008). Information asymmetry and investment-cash flow sensitivity. Journal of Banking &amp; Finance, vol. 32, no. 6, pp. 1036-1048. https:\/\/doi.org\/10.1016\/j.jbankfin.2007.09.018.<\/span><\/li>\n<\/ol>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][vc_column_text]<strong>Received:<\/strong> 01<span style=\"font-weight: 400;\">\u00a0February 2025<\/span><\/p>\n<p><span data-sheets-root=\"1\"><div class=\"sdm_download_item \"><div class=\"sdm_download_item_top\"><div class=\"sdm_download_thumbnail\"><img decoding=\"async\" class=\"sdm_download_thumbnail_image\" src=\"https:\/\/modecon.mnau.edu.ua\/wp-content\/uploads\/2017\/08\/pdf.jpg\" alt = \"rud.pdf\" \/><\/div><div class=\"sdm_download_title\">rud.pdf<\/div><\/div><div style=\"clear:both;\"><\/div><div class=\"sdm_download_description\"><\/div><div class=\"sdm_download_size\"><span class=\"sdm_download_size_label\">Size: <\/span><span class=\"sdm_download_size_value\">0,44<\/span><\/div><div class=\"sdm_download_link\"><span class=\"sdm_download_button\"><a href=\"https:\/\/modecon.mnau.edu.ua\/en\/?sdm_process_download=1&download_id=19958\" class=\"sdm_download blue\" title=\"rud.pdf\" target=\"_blank\">Download Now!<\/a><\/span><span class=\"sdm_download_item_count\"><span class=\"sdm_item_count_number\">373<\/span><span class=\"sdm_item_count_string\"> Downloads<\/span><\/span><\/div><\/div><div class=\"sdm_clear_float\"><\/div><\/span>[\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][vc_column_text]<\/p>\n<table style=\"height: auto;\" width=\"100%\">\n<tbody>\n<tr>\n<td style=\"background-color: #1abc9c; text-transform: uppercase;\">\n<p style=\"text-align: center; color: white; font-size: 14px; font-weight: 900; text-transform: uppercase; margin: 0; padding: 13.5px;\">How to quote this article?<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td><span data-sheets-root=\"1\">Rud O. (2025). Modeling \u0421ash Flows of Investment Projects Based on Probability Distributions. Modern Economics, 49(2025), 206-215. DOI: https:\/\/doi.org\/10.31521\/modecon.V49(2025)-27.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<div id=\"tap-translate\"><\/div>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][vc_column_text]<a href=\"https:\/\/modecon.mnau.edu.ua\/issue-47-2024\/\">&lt;&lt; Back to contents<\/a>[\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n<\/section>","protected":false},"excerpt":{"rendered":"<p>[vc_row][vc_column][vc_column_text] JEL Classification: C 15, C 53, G 31. DOI: https:\/\/doi.org\/10.31521\/modecon.V49(2025)-27 [\/vc_column_text][vc_column_text]Rud Oleksandr, PhD (Economics),\u00a0 Director of\u00a0 Limited Liability Company \u00abMIG LTD\u00bb, Kyiv, Ukraine ORCID ID: 0009-0009-5750-5150 e-mail: rud.oleksandr@gmail.com &nbsp; Modeling \u0421ash Flows of Investment Projects Based on Probability Distributions Abstract. Introduction. The article focuses on modeling cash flows in investment projects using probabilistic distributions,<br \/><a href=\"https:\/\/modecon.mnau.edu.ua\/en\/modeling-%d1%81ash-flows-of-investment\/\" class=\"more\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":13475,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[229],"tags":[230],"class_list":["post-20031","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-49-2025","tag-49-2025"],"_links":{"self":[{"href":"https:\/\/modecon.mnau.edu.ua\/en\/wp-json\/wp\/v2\/posts\/20031","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/modecon.mnau.edu.ua\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/modecon.mnau.edu.ua\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/modecon.mnau.edu.ua\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/modecon.mnau.edu.ua\/en\/wp-json\/wp\/v2\/comments?post=20031"}],"version-history":[{"count":0,"href":"https:\/\/modecon.mnau.edu.ua\/en\/wp-json\/wp\/v2\/posts\/20031\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/modecon.mnau.edu.ua\/en\/wp-json\/wp\/v2\/media\/13475"}],"wp:attachment":[{"href":"https:\/\/modecon.mnau.edu.ua\/en\/wp-json\/wp\/v2\/media?parent=20031"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/modecon.mnau.edu.ua\/en\/wp-json\/wp\/v2\/categories?post=20031"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/modecon.mnau.edu.ua\/en\/wp-json\/wp\/v2\/tags?post=20031"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}