Management of financial institutions and risks under uncertainty

Forecasting and assessment of financial risks. Selection, calibration and interpretation of the results of the bank audit. Aims of establishing a single bureau of credit histories in Ukraine. Application of innovative mathematical methods in management.

Рубрика Финансы, деньги и налоги
Вид статья
Язык английский
Дата добавления 30.03.2023
Размер файла 203,8 K

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12

Dnipro University of Technology

Management of financial institutions and risks under uncertainty

Artem Bardas, Alla Dudnyk,

Oleksandr Avramenko, Oleksii Kazymyrenko

Dnipro, Ukraine

Abstract

The purpose of this study is to examine the purpose of this study is to examine the features of managing financial institutions and risks under conditions of uncertainty. The current period of development of the financial sphere is characterized by availability of a significant number of approaches and methods of management through forecasting and assessing risks, their identifying and minimizing. Analysis of recent research and publications has shown that the use of innovative mathematical management methods can minimize risks and provide significant competitive advantages in the future.

Methodology: general and special methods of system- structural analysis and synthesis, grouping and comparison were used in the research process. The risk management scheme proposed by the NBU for use by financial institutions has been analyzed and supplemented by taking into account reputational risks. The research findings show that the existing methods are based on the use of expert judgment and require a significant amount of information that is not always available. It has been proven that the construction, use, calibration and interpretation of results obtained during risk assessment should be handled by a risk committee, whose main task is to monitor, identify and manage risks that arise during the operation of the financial institution. It has been revealed that there is no single complete Bureau of Credit Histories in Ukraine, which is a significant barrier to the effective management of financial institutions. The prospect for further research is the formation of approaches that would allow managing several types of risks, in compliance with all regulations under current legislation. This will make it possible to fully satisfy customers, while the setup of a single bureau of credit histories will minimize risk manifestations.

Keywords: management, financial institutions, uncertainty, credit risks, risk assessment methods

Introduction

Financial institutions management under conditions of uncertainty necessitates consideration of risks, since untimely detection, identification and poor forecasting of consequences can cause significant harm not only to an individual financial institution exposed to the risks, but also to the entire financial system of Ukraine. This fact was confirmed by the events of 2015-2016, when about 40% of banks concurrently went bankrupt due to incorrect risk assessment and management (Neplatospromozhni banky).

Under conditions of uncertainty, management should be based on a prevention strategy, the basis of which is control over a wide range of indicators. Effective risk management is a guarantee of economic security and a high level of competitiveness in the future.

Literature review

A significant number of publications by both domestic and foreign scholars have been devoted to the issue of financial institutions management under conditions of uncertainty. For example, Chernobai A. and Ozdagli A.K. and Wang J. (2021) identified the problem of inconvenience for big financial institutions to simultaneously monitor and control all risks, as this requires additional administrative resources. Moreover, using regulated means of risk control, financial institutions are not always able to compensate for managerial failures. To address this issue, Malik M., Zaman M. and Buckby S. recommend to set up a risk committee at the level of the company's top management or board of directors, which will make it possible to improve the focus on problematic issues. As a result, the financial institution becomes focused on risk protection and risk management. financial risk credit management

Establishing a risk management committee is not a panacea and will not solve all the problems at once, but this step helps to concentrate on the development of risk strategy and involve the most experienced employees and managers in that. In continuation of this study, Malik M., Shafie R. and Ku Ismail (2021) recommend entrusting the risk management committee with the function of ensuring the sustainability of the financial institution and increasing its future value. The scholars focus on the experience level of management, whose task is to monitor, predict and manage risks to increase the company's value.

Levchenko N.M., Ivanova M.I. (2020) emphasize that currently a fragmented risk management system is most commonly used, which does not ensure prompt tracking and timely prevention or minimizing risk. As a way out, the authors recommend that companies implement compliance management systems (CMS) and propose the Roadmap to the formation and implementation of compliance management systems. Mordan Ye.Yu., Bukhtiarova A.G., Kravchenko Ya.I. (2021) focused on the analysis of the risk, posed by the involvement of financial institutions in illegal schemes, through the use of the Basel Anti-Money Laundering Index and proposed an integral index that assesses the level of this risk. Larionova K.L., Donchenko T.V. (2020) focused on the credit risk for financial institutions due to its extremely high level and proposed to more actively address the issue of problem loans by using mechanisms for debt restructuring and writing-off and other ways of credit risk optimization.

Similar conclusions were drawn by Khoma I.B., Myrhorodets' Yu.V. (2021). Pleskun I.V. (2019), among the many risks faced by financial institutions, singled out corruption risks and proposed to create a model of customer risk control in the context of implementing a risk-oriented approach.

This model involves three successive stages: 1) analysis of the external and internal environment (primary financial monitoring); 2) formation and testing of a customer risk map; 3) implementation of control measures in relation to high risk customers.

It is obvious that despite the significant number of publications, the issue of effective management of financial institutions and risks arising under uncertainty remains relevant.

Paper objective

The purpose of this study is to examine the features of management of financial institutions and risks arising under conditions of uncertainty. The main objectives of the study are to improve the risk management scheme, compare risk assessment methods and determine the risk appetite.

Methodology

In the course of the study, general scientific and special methods were used: system-structural analysis and synthesis when building a scheme for financial institutions risk management and determining their risk appetites; grouping for identification of internal and external factors of risk manifestation and classification of credit risks of financial institutions; comparison to define the conditions of application, advantages and disadvantages of risk assessment methods.

Results and discussion

As a classic definition of risk, we will consider the definition provided in the Regulations on the Organization of the Risk Management System in Banks and Banking Groups of Ukraine. Risk is the likelihood of loss or additional loss or shortfall in planned income due to the debtor's / counterparty's failure to fulfill their obligations under the terms of a contract. (Polozhennia pro orhanizatsiiu systemy upravlinnia ryzykamy v bankakh Ukrainy ta bankivs'kykh hrupakh).

We will use the generally accepted identification and division of factors, which contribute to the manifestation of risk, into internal and external factors (Table 1).

Table 1

Internal and external risk factors for financial institutions

External factors

Internal factors

Instability, inconsistency of legislation

Unforeseeable changes in business processes

Unforeseeable actions of state bodies

Natural environmental impact

Instability of economic policy

Financial problems of the financial institution

Unforeseeable changes in domestic and foreign market conditions

Development and implementation of new technologies or methods of labor organization

Unforeseeable actions of competitors, corruption, takeovers

Insufficient, imperfect or untimely business information

Uncertainty of operating conditions

Inefficient performance of marketing department

Source: Own compilation

In turn, the manifestation of internal and external factors affects the formation of such types of risks as credit, market, liquidity, operational, legal and reputational risks.

For financial institutions, taking into account credit risk is a priority. The most common classification of credit risk types is shown in Table 2.

The best way to manage risk is to take certain precautions to detect any of its types. We believe that risk management is a measure used to identify, analyze and further respond to the manifestation of a particular risk. It is a continuous process that is a useful tool in the decisionmaking process.

The financial institution's risk management should be carried out at two levels, according to the cause of its occurrence: at the level of each individual credit and at the level of the credit portfolio as a whole. The credit portfolio risk is its assessment in order to prevent it from reaching a concentration that will violate regulatory requirements.

It is necessary to conduct regular reviews and measurements of the credit portfolio in compliance with the established limits, adhering to the following principles:

- forecasting situations that may cause loss;

- taking measures to reduce loss;

- formulation of risk management policy and adherence to risk management mechanisms.

Figure 1 shows a common risk management framework for financial institutions. We insist on taking into account reputational risks in addition to those proposed by the NBU.

Table 2 Classification of credit risk of financial institutions

Classification feature

Description

By field of occurrence

Borrower risk

Insurance risk

Credit product risk

Environmental risk for the financial institution

By position

Risk on market positions

Portfolio risk

By extent of risk

Macroeconomic risk

Risk of the financial institution as a whole

Risk of the decision maker

By area of credit use

Risk on consumer credits

Risk on industrial credits

Risk on investment projects

By level of predictability of the situation

Foreseeable (predictable) risk

Unforeseeable (unpredicted) risk

By causes of occurrence

Subjective risk

Objective risk

Legal risk / Regulatory risk

By the size of possible loss

Admissible risk

Critical risk

Catastrophic risk

By the term of the credit agreement

Risk under short-term agreements

Risk under long-term agreements

By financial compliance

The risk that results in financial losses

The risk that results in lost profits

The risk that results in financial income

By type of credit operations

Risk in lending

Risk in transactions with promissory notes

Risk in leasing transactions

Letter of credit risk

Risk by exposure

Risk to be managed by the financial institution on their own

Risk that insures losses against the insurance company (to a guarantor)

Risk pertaining to each financial institution in the system

Source: Own compilation

We will consider risk an economic category, which lies in the plane of implementation of systematic management in financial institutions, and is related to their formation, performance or return to a sustainable state. Reputational risk has stable cause-and-effect relationships with the activities of financial institutions, their motives and behavioral guidelines in the outside world, in particular, in the economic sphere. The source of reputational risk according to Trostyanska K.M. (2014) is not so much specific facts and events related to the organization, as the nature of the information received by individual entities in terms of influencing the formation of subjective perceptions of the organization. Therefore, financial institutions need to pay attention to the information, relating to the institution, as presented in the media and other information resources, since the deterioration of business reputation caused by negative perceptions of customers or counterparties, leads to deteriorating working conditions and emergence of other risks (operational, market or liquidity risks).

We believe that the main component of risk management is the use of today's innovative methods for risk assessment (Table 2).

Figure 1. Risk management scheme for financial institutions

Source: PLS results of data processing (Polozhenniapro orhanizatsiiu systemy upravlinnia ryzykamy v bankakh Ukrainy ta bankivs'kykh hrupakh)

According to Maliy O.G. (2018), when assessing risks, the financial institution needs to take into account all available information about the debtor, including information on abuse and fraud; the reputation of the debtor; quality of management; the debtor's relationship with other banks, as well as the debtor's credit history.

Table 2 Comparison of methods for assessing the risks of financial institutions

Method

Description

Features of use

Advantages

Disadvantages

Scoring

models

Scoring is a mathematical or statistical model by which a financial institution tries to assess the probability of repayment of a credit by a particular borrower based on credit history

Integral indicators are used for each customer: age, profession, income, length of being a client of the bank, etc.

Using mathematical methods at the preparatory stages, which enables obtaining the best results and taking into account major changes and indicators

The interpretation of the results obtained is done by an expert, so there may be a discrepancy depending on the expert's point of view

Monte Carlo Simulation

Simulation of random processes according to given characteristics

Analyzing various

options for a project

implementation.

Probable characteristics: probable credit interest rate

It allows for taking into account random elements in the model

The need for expert information, the difficulty of building an adequate, consistent model

Decision Trees

Graphical prompting of solutions that may be accepted

Determining risk indicators for the bank's credit portfolio

Possibility of using both categorical and interval variables; metrics that evaluate the model for sustainability

The method is not optimal for problems with a large number of variables, since there is information that cannot be presented in this form.

Rating method

All financial institutions use a certain method to calculate the rating and form an opinion on the borrower's creditworthiness

The use of metrics of the borrower's financial condition

Ease of use, simple mathematical apparatus, clarity of the obtained results without the need for interpretation

The end result is accepted at the discretion of the manager and/or analyst; lack of assessment of its adequacy

Taxonomi c analysis

For grouping objects characterized by a significant number of features so that to order the elements of a given set

Assessing risk and profitability of the existing credit portfolio

A significant amount of information is required

It is not a separate independent method, it is necessary to use additional methods to obtain an adequate stable result

Ratio analysis

Expert analysis of the dynamics of economic ratios characterizing the creditworthiness of the borrower by comparing the borrower's indicators with industry averages

Determining the indicators of the borrowers creditworthiness and financial condition

An opportunity to choose a desired approach for analysis; it does not require a significant amount of information

Since it is an expert method, different interpretations of the results are possible; a limited choice of criteria for analysis

Stress testing

Allows the change in quantitative indicators of risk to be analyzed in dynamics

Determining the credit portfolio risk indicators

Ease of use and construction, as all the necessary information is provided by the customer or is publicly available

Indicators are chosen by government agencies and are not always logical and indicative

Source: Compiled by the authors

The main source of information on borrowers for financial institutions is the bank's internal credit history and information obtained from the Bureau of Credit Histories for the time of application. To build a scoring model, it is recommended to use variables such as the number of existing customer's accounts for that moment of time, the presence and number of credit cards, rating from the Bureau of Credit Histories, the total amount of all credits, the date of obtaining the last credit, the use of any other credit products or offers from that particular financial institution, the balance sheet and current account information.

Pavlyuk S.M. (2012) argues that the risk management in a financial institution should be carried out through special measures, which include, first, the use of a risk rating system; second, setting the amount of the reserve depending on the risk; third, monitoring of credit portfolio; and, fourth, control of concentrations by borrowers, geographical locations, economic sectors and types of crediting.

Constructing, using, calibrating and interpreting the results obtained during the risk assessment need to be entrusted to a risk committee, the main task of which is to monitor, identify and manage the risks that arise during the operation of the financial institution. The risk committee is also responsible for assessing propensity for risk or risk appetite. Risk appetite is the predetermined levels and types of risks that financial institutions are willing to accept in order to achieve their goals, based on the institution's scope and objectives within the frames of their strategy and business plan. Risk appetite ought to reflect an acceptable level of risk that affects the achievement of specific strategic goals. Therefore, risk appetite should be formed based on the activities that the financial institution considers to be strategically important. Risk appetite needs to be approved by the board of directors and defined in stages, as shown in Figure 2.

Source: Compiled by the authors

We believe that a significant barrier to the effective management of financial institutions and possibility of a qualitative and adequate risk assessment is the absence of a single complete Bureau of Credit Histories in Ukraine, which could assist in obtaining the collected up-to-date information on the customers and their credits. On the contrary, many European countries have the Bureaus established at the state level, so that each financial institution has the opportunity to update and use the relevant information to make a decision on crediting a potential customer. This fact increases uncertainty and the likelihood of unforeseeable loss, therefore financial institutions need to provide mechanisms to compensate and avoid risk. Given the need to ensure the security of the bank, it is recommended to follow strict measures in the crediting strategy together with ensuring high quality of service. To measure the level of quality, the following criteria are proposed to use: credit accessibility; time required by the financial institution to process an individual request for credit; cost of credit.

Thus, risk management under conditions of uncertainty becomes a key part of strategic planning for the development of financial institutions in close cooperation with top management, taking into account best practices in analytics and impartial decision-making. The prospect for further research is the formation of approaches that will allow managing several types of risks in compliance with all regulations under current legislation. This will make it possible to fully satisfy customers, while the setup of a single bureau of credit histories will minimize risk manifestations. The risk management function needs to become more differentiated to ensure the competitive advantage of financial institutions in the future. Effective risk management should lead to large-scale ambitious transformations of financial institutions, which is becoming a major task today.

Conclusions

The article discusses the features of managing financial institutions under conditions of uncertainty. Risk management is a measure used to identify, analyze and respond to a specific risk. It is a continuous process that is a useful tool for decision-makers. Risk management in financial institutions should be carried out at two levels, according to the causes of its occurrence: at the level of each individual credit and at the level of the credit portfolio as a whole. The generally accepted risk management framework for financial institutions proposed by the NBU should also take into account reputational risks that have strong causal links with the activities of the financial institution, its motives and behavior guidelines in life, including the economic sphere. We believe that the main component of risk management is the use of up-to-date innovative methods of risk assessment. Constructing, using, calibrating and interpreting the results obtained during the risk assessment need to be entrusted to a risk committee, the main task of which is to monitor, identify and manage the risks that arise during the operation of the financial institution. We consider the absence of a single complete Bureau of Credit Histories in Ukraine to be a significant barrier to the effective management of financial institutions. The prospect for further research is the formation of approaches that will ensure managing several types of risks in compliance with all regulations under current legislation. This will make it possible to fully satisfy customers, while the setup of a single bureau of credit histories will minimize risk manifestations.

References

Chernobai, A., Ozdagli, A.K. and Wang, J. (2021), “Business complexity and risk management: Evidence from operational risk events in U.S. bank holding companies”, Journal of Monetary Economics, Vol. 117, рр. 418-440. Available at: https://doi.org/10.1016/j.jmoneco.2020.02.004 J.P. Morgan/Reuters. RiskmetricsTM - Technical Document, 4th ed., 2006, 117 p. Available at: www.jpmorgan.com (Accessed 05 Feb 2022).

Khoma, I.B. and Myrhorodets', Yu.V. (2021), “Optymizatsiia kredytnoho ryzyku z pozytsii zakhystu bankivs'koi ustanovy: teoretychni ta prykladni zasady” [Optimization of credit risk from the standpoint of protecting a banking institution: theoretical and applied principles], Pryazovs'kyj ekonomichnyj visnyk, 1(24), рр. 196-201. (in Ukrainian).

Larionova, K.L. and Donchenko, T.V. (2020), “Analiz ta problemy otsinky kredytnoho ryzyku bankiv Ukrainy” [Analysis and problems of credit risk assessment of Ukrainian banks], Visnyk Khmel'nyts'koho natsional'noho universytetu, 1. рр. 233-240.

DOI: https://www.doi.org/10.31891/2307-5740-2020-282-1-42. (Accessed 05 Feb 2022), (in Ukrainian).

Levchenko, N.M. and Ivanova, M.I. (2020), “Methodological aspects for management of compliance risks of companies”, Ekonomichnyj visnyk DVNZ UDKhTU, 1(11). рр. 102-112.

Malij, O.H. (2018), Finansovyj analiz. Kurs к^уФшансовий аналіз [Financial analysis. Course of lectures], Kharkiv: KhNTUSH, 163 p.

Malik, M., Shafie, R. and Ku, Ismail K.N.I. (2021), “Do risk management committee characteristics influence the market value of firms?”, Risk Managmtnt, Vol. 23. рр. 172-191. Available at: https://doi.org/10.1057/s41283-021-00073-8

Malik, M.F., Zaman, M. and Buckby, S. (2020), “Enterprise risk management and firm performance: Role of the risk committee”, Journal of Contemporary Accounting and Economics, Vol. 16, Issue 1. Available at: https://doi.org/10.1016/jjcae.2019.100178

Mordan, Ye., Bukhtiarova, A. and Kravchenko, Ya. (2021), “Otsinka ryzyku uchasti bankiv u nelehal'nykh skhemakh” [Risk assessment of banks' participation in illegal schemes], Efektyvna ekonomika, 7. Available at: http://www.economy.nayka.com.ua/?op=1&z=9058. (Accessed 05 Feb 2022). DOI: 10.32702/2307-2105-2021.7.80

Neplatospromozhni banky. [Insolvent banks]. Available at: https://minfin.com.ua/banks/problem/ (Accessed 05 Feb 2022). (in Ukrainian).

Pavliuk, S.M. (2012), “Kredytni ryzyky ta upravlinnia nymy” [Credit risks and their management]. Finansy Ukrainy. 10. pp. 105-111. (in Ukrainian).

Pleskun, I.V. (2019), “Udoskonalennia metodychnoho instrumentariiu ryzyk-kontroliu kliientiv banku v konteksti realizatsii efektyvnoho ryzyk-oriientovanoho pidkhodu” [Improving the methodological tools of risk control of the bank's customers in the context of implementing an effective risk- oriented approach], Biznes Inform, 12, рр. 302-310. DOI: https://doi.org/10.32983/2222-4459- 2019-12-302-310. (in Ukrainian)

Postanova Pravlinnia NBU “Pro zatverdzhennia Polozhennia pro orhanizatsiiu systemy upravlinnia ryzykamy v bankakh Ukrainy ta bankivs'kykh hrupakh” [Resolution of the Board of the NBU “On approval of the Regulations on the organization of risk management system in banks of Ukraine and banking groups”]. Available at: https://zakon.rada.gov.ua/laws/show/v0064500-18#Text (Accessed 05 Feb 2022), (in Ukrainian).

Trostians'ka, K.M. (2014), Kohnityvna strukturyzatsiia predmetnoi oblasti “reputatsijnyj ryzyk orhanizatsii” [Cognitive structuring of the subject area “reputational risk of the organization”], Ekonomichnyj analiz : zb. nauk. prats', 15(3), pp. 197-205. (in Ukrainian)

Анотація

Управління фінансовими установами та ризиками в умовах невизначеності

Бардась Артем Володимирович, д.е.н., професор, Директор навчально-наукового інституту економіки,Національний технічний університет «Дніпровська політехніка», Дніпро, Україна

Авраменко Олександр Олексійович, аспірант кафедри менеджменту, Національний технічний університет «Дніпровська політехніка», Дніпро, Україна

Дудник Алла Вікторівна, к.е.н., доцент кафедри менеджменту, Національний технічний університет «Дніпровська політехніка», Дніпро, Україна

Казимиренко Олексій Володимирович, асистент кафедри менеджменту, Національний технічний університет «Дніпровська політехніка», Дніпро, Україна

Метою даного дослідження є з'ясування особливостей управління фінансовими установами та ризиками в умовах невизначеності. Сучасний період розвитку фінансової сфери характеризується наявністю значної кількості підходів та методів управління шляхом прогнозування та оцінювання ризиків, їх виявлення та мінімізації. Аналіз останніх досліджень і публікацій показав, що застосування інноваційно-математичних методів управління дозволяє мінімізувати ризики та забезпечити значні конкурентні переваги у майбутньому.

Методологія: в процесі дослідження були використані загальнонаукові та спеціальні методи системноструктурного аналізу і синтезу, групування та порівняння. Проаналізовано та доповнено схему управління ризиками, що запропонована НБУ до використання фінансовими установами, шляхом врахування репутаційних ризиків. Результати дослідження показують, що наявні методи ґрунтуються на використанні експертних оцінок та потребують значної кількості інформації, яка не завжди є доступною. Доведено, що побудовою, використанням, калібруванням і інтерпретацією результатів, що отримані під час оцінювання ризиків, має займатися ризик-комітет, головною задачею, якого є моніторинг, виявлення та управління ризиками, які виникають під час функціонування фінансової установи. Виявлено, що в Україні відсутнє єдине повне Бюро кредитних історій, що є значною перепоною для ефективного управління фінансовими установами. Перспективою подальших досліджень є формування підходів, які дозволять керувати декількома типами ризиків, враховуючи усі нормативні акти при дотриманні чинного законодавства. Це дозволить всебічно задовільнити клієнтів, а утворення єдиного кредитного бюро кредитних історій - мінімізувати прояви ризику.

Ключові слова: управління, фінансові установи, невизначеність, кредитні ризики, методи оцінювання ризиків.

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