Triangulating Risk Profile and Risk Assessment: A Case Study of Implementing Enterprise Risk Management System
Abstract
:1. Introduction
- ▪
- Couched within the recent economic environment, it informs students on some of the more important academic and applied research on corporate risk management.
- ▪
- Students will learn to analyze the content of a questionnaire designed to capture the integrated effects of the firm’s risk culture, risk structure, risk governance, and control for establishing its risk profile. In this sense, students understand that risk interactions and aggregations are key components of establishing an effective risk management system.
- ▪
- Students will learn to create and apply multi-dimensional risk indices to measure and prioritize the firm’s risk exposures. These indices cover a wider range of relevant risk parameters, including the difference between inherent and residual risks and the dispersion in cognitive perception of different risk exposures within the firm.
- ▪
- Finally, the last learning outcome focuses on strategies to triangulate the firm’s risk profile and risk prioritization results to construct mitigation strategies that build resilience and create value for the firm.
2. Background on the Firm
3. ERM Literature Review
4. Sample and Questionnaire Data
5. Risk Profile and Risk Assessment
6. Mitigation Strategies
- ▪
- Lack of transparency, possible mission drifts, and weak alignment among mission, vision, and future strategies seemed to characterize the nature of the firm’s strategic risks.
- ▪
- Strategic projects, particularly non-governmental ones, were not competitively and commercially selected.
- ▪
- Project valuation techniques did not adequately account for the market and country-specific risks involved.4
- ▪
- Strategies for maintaining specific financial flexibility and liquidity were also lacking.
- ▪
- The global technology network was outdated and prone to information breaches.
- ▪
- The consequences of political, regulatory, and social changes in many regions of operations were poorly understood, and existing insurance policies were not optimally designed to cover the expected losses.
- ▪
- The firm was not fully taking advantage of the country risk information provided by global agencies such as the International Monetary Fund (IMF) and the World Bank (WB).
- ▪
- In early 2020, the COVID-19 pandemic significantly slowed down the pace of economic and social activity around the world. It seriously affected the operations of field offices, threatening the viability and continuity of upcoming contracts and existing programs, as well as the health and safety of participants and employees around the world.
7. Conclusions
8. Case Requirements
- Using the average coded responses to selected questions in each of the five risk areas in Table 7, provide a 500-word summary of the firm’s risk profile.
- rank the ten risk categories by (i) their expected impact, (ii) by an equally weighted index of expected impact and average control, and (iii) by an equally weighted index of three indices: expected impact, opinion convergence on expected impact, and opinion convergence on control.
- create an equally weighted consolidated ranking of the above three rankings and re-rank the ten risk categories.
- Develop a risk map of all ten risks identified for the firm.
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Appendix A. Instructor’s Notes
Appendix A.1. Background and Introduction
- ▪
- Students will learn to establish the firm’s risk profile through questionnaire-based data that capture the integrated effects of its structure, culture, processes, governance, and control. In this sense, students understand that risk interactions and aggregation are key components of establishing an effective risk management system.
- ▪
- Students will also learn to create and apply multi-dimensional risk indices to measure and prioritize the firm’s risk exposures. These indices cover a wider range of relevant risk parameters, including the difference between inherent and residual risks and the dispersion in cognitive perception of different risk exposures within the firm.
- ▪
- The final learning outcome focuses on strategies to triangulate the firm’s overall risk profile and risk prioritization results to construct mitigation strategies that build resilience and create value through risk diversification, information signaling, the identification of natural hedges, and creating board governing efficiency.
Appendix A.2. Case Requirements: Implementation
- 1.
- Using the average coded responses to selected questions in each of the five risk areas in Table 7, provide a 500-word summary of the firm’s risk profile.
- 2.
- ▪
- Average likelihood, impact on annual revenue growth, and level of control.
- ▪
- Variance of the expected impact and average control.
Risk Category | Average Expected Impact | Opinion Convergence (Expected Impact) | Opinion Convergence (Control) |
---|---|---|---|
Strategic Risk | |||
Innovation Risk | |||
Information and Security Risk | |||
Geopolitical Risk | |||
Financial Risk | |||
Regulatory and Legal Risk | |||
Operational Risk | |||
Credit and Product Risk | |||
Human Resources Risk | |||
Reputation Risk |
- 1.
- (Average Expected Impact on Revenue Growth) risk (i) =
- 2.
- (Opinion Convergence Index on Expected Impact) risk (i) =
- 3.
- (Opinion convergence index on Average Control) risk (i) =
Risk Category | Average Probability | Average Expected Impact | Average Control | Opinion Convergence (Expected Impact) | Opinion Convergence (Control) |
---|---|---|---|---|---|
Strategic Risk | 46.46% | −0.16 | 4.23 | 0.71 | 0.1313 |
Innovation Risk | 54.26% | −0.15 | 4.30 | 0.4 | 0.1271 |
Information and Security Risk | 61.67% | −0.14 | 4.00 | 0.74 | 0.1428 |
Geopolitical Risk | 51.30% | −0.15 | 3.95 | 0.63 | 0.1427 |
Financial Risk | 48.10% | −0.17 | 4.05 | 0.28 | 0.1042 |
Regulatory and Legal Risk | 45.56% | −0.14 | 3.95 | 0.22 | 0.1227 |
Operational Risk | 44.81% | −0.16 | 3.76 | 0.36 | 0.0949 |
Credit and Product Risk | 57.14% | −0.19 | 3.76 | 0.51 | 0.1282 |
Human Resources Risk | 53.33% | −0.15 | 3.65 | 0.3 | 0.1185 |
Reputation Risk | 42.08% | −0.16 | 3.35 | 0.6 | 0.1282 |
- 4.
- Based on the results in Table 8:
- (a)
- rank the ten risk categories by: (i) their expected impact, (ii) by an equally weighted index of expected impact and average control, and (iii) by an equally weighted index of three factors: expected impact, opinion convergence on expected impact, and opinion convergence on control;
- (b)
- create an equally weighted consolidated ranking of the above three rankings and re-rank the ten risk categories.
Risk Category | Rank (1) | Rank (2) | Rank (3) | Consolidated Ranking |
---|---|---|---|---|
Strategic Risk | 3 | 5 | 7 | 6 |
Innovation Risk | 4 | 6 | 5 | 6 |
Information and Security Risk | 5 | 5 | 9 | 7 |
Geopolitical Risk | 4 | 3 | 8 | 6 |
Financial Risk | 2 | 3 | 1 | 1 |
Regulatory and Legal Risk | 5 | 4 | 3 | 5 |
Operational Risk | 3 | 2 | 2 | 2 |
Credit and Product Risk | 1 | 1 | 4 | 1 |
Human Resources Risk | 4 | 2 | 3 | 3 |
Reputation Risk | 3 | 1 | 6 | 4 |
- 5.
- Develop a risk map including the ten risks identified for the firm.
- 6.
Risk Categories | Key Drivers of Risks | Mitigation Strategies |
---|---|---|
Strategic |
| Developed a new 5-year, 2017–2022, strategic plan establishing more clearly the firm’s mission and vision, creating strategies and tactics aligning the firm’s operational, financial, risk management, and marketing/communication goals. Created a stand-alone risk committee as a sub-committee of the board. Provided regular progress reports to the board on realizing the goals of the plan. Used risk-adjusted criteria to assess the valuation implications of new projects. Produced quarterly global economic and environmental scans to review the plan’s goals and strategies, recommending possible changes. |
Innovation |
| Established a portfolio approach whereby the financial and human resources are allocated strategically and optimally to enhance innovation in core offerings, adjacent opportunities, and, particularly, transformational territories achieved through geographic diversification. Promoted a more effective dialog between staff, senior executives, and the board on new initiatives. Incentivized staff to experiment with new ideas. Aligned the R&D budget with best practices by comparable entities. Used risk-adjusted approaches to measure the value proposal of R&D projects. |
Informational and Security |
| Hired a Chief Informational Officer (CIO) who was responsible for developing and executing policies to manage the global network of information. Key steps included the synchronization and consolidation of email platforms, launching software and hardware for document management, establishing effective patches to detect and defuse cyber-attacks, and aligning information technology policies with strategic planning. |
Geopolitical |
| Incorporated country risk analysis information regularly published by the International Monetary Fund (IMF) and the World Bank (WB) to better assess geographic risks and their implications for ongoing and new initiatives. Established quarterly country-based reports from foreign field offices. Secured a global insurance contract against losses occurring from travel bans, visa restrictions, kidnappings, and nationalizations. |
Financial |
| Systematically shifted revenue sources, such that the contribution of non-governmental projects would increase to 30% from its existing level of 5% of annual revenues in 5 years. Planned to increase liquidity ratios by 30% over 5 years. Established quarterly revenue scenario exercises to stress test the financial health of the firm. Implemented an optimal currency model to manage the FX risk of foreign revenues. Developed and implemented risk-adjusted valuation approaches related to R&D investments. |
Regulatory |
| Reported and regularly updated U.S. Federal/State- and country-specific compliance measures. Established quarterly country-based regulatory reports from foreign field offices. Secured a global insurance contract to cover the losses due to third-party liability. |
1 | Other examples include British Petroleum (oil and gas), Tokyo Electric (electricity), Lehman Brothers, Bear Stearns, Merrill Lynch, Wells Fargo (financial), Boeing (technology), Corinthian Colleges, and ITT (Educational Services), among others. |
2 | Founded in 1950, the Risk and Insurance Management Society (RIMS) is a global not-for-profit organization committed to advancing the practice of risk management throughout the world. |
3 | This is similar to the Delphi method, which was originally developed by the RAND Corporation. |
4 | In particular, conventional capital budgeting techniques (such as the net present value (NPV), the internal rate of return (IRR), or adjusted NPV)) were not used to evaluate strategic projects. See Jalilvand and Kostolansky (2016) for an approach to estimating the cost of capital for privately held firms. |
References
- Aabo, Tom, John Fraser, and Betty Simkins. 2005. The Rise and Evolution of the Chief Risk Officer: Enterprise Risk Management at Hydro One. Journal of Applied Corporate Finance 17: 62–75. [Google Scholar] [CrossRef]
- Beasley, Mark, Richard Clune, and Dana Hermanson. 2005. Enterprise Risk Management: An Empirical Analysis of Factors Associated with the Extent of Implementation. Journal of Accounting and Public Policy 24: 521–31. [Google Scholar] [CrossRef]
- Fabrigar, Leandre, Duane Wegener, Robert MacCallum, and Erin Strahan. 1999. Evaluating the use of exploratory factor analysis in psychological research. Psychological Methods 4: 272–99. [Google Scholar] [CrossRef]
- Farrell, Mark, and Ronan Gallagher. 2014. The Valuation Implications of Enterprise Risk Management Maturity. The Journal of Risk and Insurance 82: 625–67. [Google Scholar] [CrossRef]
- Fraser, J., and B. Simkins. 2010. Enterprise Risk Management. Hoboken: John Wiley and Sons. ISBN 9780470499085. [Google Scholar]
- Fraser, John, Betty Simkins, and Kristina Narvaez. 2014. Implementing Enterprise Risk Management: Case Studies and Best Practices. Hoboken: John Wiley and Sons. [Google Scholar]
- Froot, Kenneth, David Scharfstein, and Jeremy Stein. 1993. Risk Management: Coordinating Investment and Financing Policies. Journal of Finance 48: 1629–58. [Google Scholar] [CrossRef]
- Grace, Martin, J. Tyler Leverty, Richard Phillips, and Prakash Shimpy. 2014. The Value of Investing in Enterprise Risk Management. The Journal of Risk and Insurance 82: 289–316. [Google Scholar] [CrossRef]
- Harrington, Scott, Greg Niehaus, and Kenneth J. Risko. 2002. Enterprise Risk Management: The Case of United Grain Growers. Journal of Applied Corporate Finance 14: 71–81. [Google Scholar] [CrossRef]
- Hoyt, Robert E., and Andre P. Liebenberg. 2011. The Value of Enterprise Risk Management. Journal of Risk and Insurance 78: 795–822. [Google Scholar] [CrossRef]
- Hristov, Ivo, Riccardo Camilli, Antonio Chirico, and Alessandro Mechelli. 2022. The Integration between Enterprise Risk Management and Performance Management System: Managerial Analysis and Conceptual Model to Support Strategic Decision-Making Process. Production Planning & Control, 1–14. [Google Scholar] [CrossRef]
- Jalilvand, Abol, and John W. Kostolansky. 2016. Le Beau Footwear: A Business Valuation Case for a Privately Held Firm. Issues in Accounting Education 31: 439–47. [Google Scholar] [CrossRef]
- Jalilvand, Abol, and Sidharth Moorthy. 2022. Enterprise Risk Management (ERM) Maturity: A Clinical Study of a U.S. Multinational Nonprofit Firm” (with S. Moorthy). Journal of Accounting, Auditing, and Finance. [Google Scholar] [CrossRef]
- Jensen, Michael C., and William H. Meckling. 1976. Theory of the Firm: Managerial Behavior, Agency Costs and Ownership Structure. Journal of Financial Economics 3: 305–60. [Google Scholar] [CrossRef]
- Kraus, Alan, and Robert Litzenberger. 1973. A State Preference Model of Optimal Financial Leverage. Journal of Finance 28: 911–22. [Google Scholar]
- Leland, Hayne E., and David H. Pyle. 1977. Informational Asymmetries, Financial Structure, and Financial Intermediation. Journal of Finance 32: 371–88. [Google Scholar] [CrossRef]
- Lindberg, Deborah L., and Deborah L. Seifert. 2011. A Comparison of U.S. Auditing Standards with International Standards on Auditing. The CPA Journal 81: 17–21. [Google Scholar]
- McShane, Michael K., Anil Nair, and Elzotbek Rustambekov. 2011. Does Enterprise Risk Management Increase Firm Value? Journal of Accounting, Auditing and Finance 26: 641–58. [Google Scholar] [CrossRef]
- Miller, Merton. 1977. Debt and Taxes. Journal of Finance 32: 261–75. [Google Scholar]
- Miller, Merton H., and Franco Modigliani. 1958. The Cost of Capital, Corporation Finance and the Theory of Investment. American Economic Review 48: 261–97. [Google Scholar]
- Miller, Merton H., and Franco Modigliani. 1963. Corporate Income Taxes and the Cost of Capital: A Correction. American Economic Review 53: 433–43. [Google Scholar]
- Nocco, Brian W., and René M. Stulz. 2006. Enterprise Risk Management: Theory and Practice. Journal of Applied Corporate Finance 18: 8–20. [Google Scholar] [CrossRef]
- Rosenburg, Joshua V., and Til Schuermann. 2006. A General Approach to Integrated Risk Management with Skewed, Fat-Tailed Risks. Journal of Financial Economics 79: 569–614. [Google Scholar] [CrossRef]
- Ross, Stephen A. 1977. The Determination of Financial Structure: The Incentive Signaling Approach. Bell Journal of Economics 8: 23–40. [Google Scholar] [CrossRef]
- Samanta, P., T. Azarchs, and J. Martinez. 2004. The PIM Approach to Assessing the TRM Practices of Financial Institutions. New York: Standard and Poor’s/McGraw-Hill. [Google Scholar]
- Shad, Muhammad Kashif, Fong-Woon Lai, Amjad Shamin, Michael McShane, and Sheikh Muhammad Zahid. 2022. The relationship between enterprise risk management and cost of capital. Asian Academy of Management Journal 27: 79–103. [Google Scholar]
Revenues | 2017 | 2016 | 2015 | 2015–2017 Change |
---|---|---|---|---|
Government Grant | 275.0614 | 295.4502 | 313.2000 | −12.18% |
Non-Government Grant | 22.0650 | 23.6250 | 25.0000 | −11.74% |
Tuitions | 92.1876 | 98.7053 | 104.4500 | −11.74% |
Administrative Fees | 41.9235 | 44.8875 | 47.5000 | −11.74% |
Fund Raising | 1.8700 | 2.2500 | 2.7500 | −32.00% |
Investment Income | 3.2500 | 2.2900 | 1.5000 | 116.67% |
Other Income | 4.9426 | 5.2920 | 5.6000 | −11.74% |
Total Revenues | 441.3000 | 472.5000 | 500.0000 | −11.74% |
Expenses | ||||
Student Exchanges | 143.0067 | 147.2570 | 156.8825 | −8.84% |
Program Expenses | 153.1890 | 169.8350 | 170.8000 | −10.31% |
Salary and Pension | 88.6176 | 92.2720 | 98.2000 | −9.76% |
Depreciation and Amortization | 2.2654 | 2.2700 | 2.3846 | −5.00% |
Repair and Maintenance | 1.2180 | 1.3100 | 1.4329 | −15.00% |
Transportation | 33.1757 | 37.2810 | 43.3500 | −23.47% |
Taxes | 1.1900 | 1.3000 | 1.2000 | −0.83% |
Miscellaneous Expenses | 5.9378 | 6.5250 | 8.7500 | −32.14% |
Total Expenses | 428.600 | 458.050 | 483.000 | −11.26% |
Net Surplus (Deficit) | 12.7000 | 14.4500 | 17.0000 | −25.29% |
Sample of Risk Owners | Identify a representative and diverse group of functional risk owners (managers/executives in field offices with major P/L responsibilities), senior executives, and board members. |
Education | Develop and deliver a short educational module for the sample group to create a uniform level of understanding on the dynamics and application of ERM. |
Questionnaire | Administer and analyze a focused questionnaire covering multiple risk management areas including risk culture, risk recognition, risk organization, risk governance, risk control, and risk measurement. |
Synthesis and Risk Assessment | Synthesize and compile the results obtained from the questionnaire. Develop a detailed multidimensional risk table identifying and prioritizing the existing and potential risks. |
Mitigation | Develop mitigation strategies for the top risks. |
Review | Review and assess, on an ongoing basis, the effectiveness of the proposed risk management system. |
Risk Areas | Definition |
---|---|
Risk Culture | The questions in this segment are designed to elucidate the interplay between the organization’s strategy, goals, decision-making processes, risk appetite, and risk management philosophy. |
Risk Governance | The questions in this segment focus on the board structure, processes, and levels, and the effectiveness of the board’s involvement, knowledge, and transparency in devising strategies to carry out risk management decisions. |
Risk Organization | This section focuses on the administrative and operational nature of capturing, communicating, reporting, monitoring, and compliance related to risk management actions. |
Risk Recognition | This segment is designed to elucidate the organization’s ability to identify risks, distinguish risks from opportunities, recognize risk metrics, and increase awareness of fraudulent activities. |
Risk Control | The questions in this segment have been designed to gauge the firm’s level of existing control regarding overall risk exposure. |
Risk Assessment | Devise and implement consistent multi-dimensional risk indices, which are used to assess and prioritize potential categories of risks. |
Maturity (Level) | Maturity-Level Characteristics |
---|---|
Ad hoc (1) | This implies an extremely primitive level of ERM maturity, where risk management typically depends on the actions of specific individuals, with improvised procedures and poorly understood processes. |
Initial (2) | Risk is managed in silos, with little integration or risk aggregation.Processes typically lack discipline and rigor. Risk definitions often vary across the silos. |
Repeatable (3) | A risk assessment framework is generally in place, with the Board of Directors being provided with risk overviews. Approaches to risk management are established and repeatable. |
Managed (4) | Enterprise-wide risk management activities, such as monitoring, measurement, and reporting, are integrated and harmonized, with measures and controls established. |
Leadership (5) | Risk-based discussions are embedded at a strategic level, such as long-term planning, capital allocation, and decision-making. Risk appetite and tolerances are clearly understood, with alerts in place to ensure that the board of directors and the executive management are made aware when risk thresholds are exceeded. |
Operational Risk | Risks resulting from inadequate or failed procedures, systems, processes, or policies. It includes employee errors, business interruptions, fraud or other criminal activity, equipment failure, logistical bottlenecks, third-party liability, employee safety, timeliness, and accuracy. |
Financial and Market Risk | Risks resulting from a shortfall in revenues and/or cost escalation, accumulated losses, diminished liquidity, problems in meeting financial obligations, diminished credit rating, forecasting and valuation errors, audit problems, portfolio losses, and poor hedging against market volatility (interest rates, exchange rates, and stock prices). |
Regulatory and Legal Risk | Risks resulting from lawsuits and unpredictable changes in the local and global regulatory environment and from noncompliance with statutory and accreditation rules. |
Strategic Risk | Risks resulting from poor articulation and communication of goals and strategies, misalignment of the strategic plan and corporate governance, an uninformed board, and a lack of established and effective review processes. |
Human Resources Risk | Risks resulting from problems in employee recruitment and retention, low labor productivity, and a sub-optimal compensation system. |
Innovation Risk | Risks resulting from inertia in identifying and implementing new products and services in local and foreign markets in response to political, macroeconomic, and market changes. |
Geopolitical Risk | Risks resulting from political changes, sanctions, travel bans, economic and political retaliation, and the nationalization of foreign assets and establishments. |
Credit Risk | Risks resulting from competition, economic slowdown/slow recovery, supply chain disruption, embargoes, customer attrition, changes in customers’ expectations and demand, and changes in customers’ financial capacity. |
Informational/Security Risk | Risks resulting from cyber security attacks and hacking, using outdated and inefficient information systems (technology obsolescence), and communication system failure. |
Reputation Risk | Risks resulting from a decline in or lack of brand and image, the loss of customers’ trust, negative publicity, recruitment challenges, and fundraising problems. |
Panel A. Likelihood (P) Control (C) a | |||||||||
Very Low p < 0.15 | Low 0.15 < p < 0.3 | Medium 0.3 < p < 0.5 | High 0.5 < p < 0.75 | Very high p > 0.75 | Ad hoc | Initial | Repeatable | Managed | Leadership |
Panel B. Impact on Revenue Growth (G) b | |||||||||
Very Negative −25% < G < −50% | Negative 0% > G < −25% | Neutral 0% | Positive 0% < G < 40% | Very Positive G > 40% |
Risk Areas | Average Score | Sectional Average |
---|---|---|
Risk Culture | ||
Overall, is the firm willing to take any magnitude of risk in order to achieve strategic objectives? | 2.37 | 2.70 |
How are the critical competencies of the firm structured, in a range from “Operational” to “Entrepreneurial”? | 2.61 | |
How do you describe the reward structure of the company, in a range from “Margins and Productivity” to “Milestones and Growth”? | 2.63 | |
Is the organizational culture: | 2.98 | |
-“Efficiency, Low Risk, Quality, Customers”, | ||
-“Risk Taking, Speed, Flexibility, and Experimentation”, or | ||
-somewhere in between? | ||
Rate the leadership role from being “Authoritative and Top Down” to “Visionary and Involved”. | 2.77 | |
How would you rank the strategic and related objectives defined by the organization, in a range from “Unclear and Unfocused” to “Planned and Transparent”? | 2.82 | |
Based on the reflection above, rate the firm’s overall risk management culture. | 2.75 | |
Risk Recognition | ||
What type of forces, internal and external, impact the risk management culture described above, in a range from “Entirely Internal” to “Entirely External”? | 2.85 | 2.85 |
Rate the organization’s ability to distinguish risk vs. opportunity. | 2.19 | |
What are the most relevant assessment metrics for quantifying significant measurable risks and incorporating them into the decision-making process, in a range from “Entirely Qualitative” to “Entirely Quantitative”? | 3.05 | |
How susceptible is the firm to fraud? Which areas are most susceptible to the same? | 3.45 | |
Based on the reflection above, rate your department’s overall risk recognition capabilities. | 2.69 | |
Risk Organization | ||
How effective is the organization in capturing risk information and communicating it to various constituencies (government, donors, clients, staff, and the board)? | 1.82 | 2.70 |
Do communication barriers exist within the organization when addressing risk? | 3.42 | |
How often do you think the senior management involves the board and staff during the strategy-setting process, including when making decisions to accept or reject risk factors? | 2.93 | |
Rate the activities of writing down, prioritizing, and disseminating risk. | 3.56 | |
Rate the risk monitoring and reporting system within the organization. | 2.36 | |
Based on the reflection above, rate the firm’s risk management organizational capacity. | 2.12 | |
Risk Governance | ||
Rate the board’s understanding of the organization’s priority risks and how those risks should be addressed. | 2.37 | 2.47 |
How much do the senior executives involve the board in the assessment of strategic risks? | 3.07 | |
Rate the frequency with which the company revisits its risk assessment to determine whether the circumstances and conditions have changed or whether there are new emerging risks. | 2.56 | |
How confident are you about the organization not taking significant risks without the board’s knowledge? | 1.79 | |
How effective do you consider the organization’s risk management culture and governance functioning to be? | 2.73 | |
Based on the reflection above, rate the alignment between risk management and governance at the firm. | 2.32 | |
Risk Control | ||
How well-defined are the risk management goals in terms of ongoing strategic activities: in a range from “Unclear and Unfocused” to “Planned and Transparent”? | 3.12 | 3.10 |
How do you rate the quality, reliability, and relevance of the risk reporting? | 2.76 | |
How effective are the ongoing monitoring activities (e.g., compliance monitoring, risk management group, board monitoring, etc.)? | 2.93 | |
Rate the risk measuring methodology adopted by the firm when each risk is measured, on an individual level. | 3.20 | |
Rate the risk measuring methodology adopted by the firm when each risk is measured, on an enterprise level. | 2.09 | |
Does the company have a rising learning curve with regard to its risk assessment and management process? | 4.47 |
Risk Category | Average Probability | Average Impact | Average Control | Variance Expected Impact | Variance Control |
---|---|---|---|---|---|
Strategic Risk | 46.46% | −0.3444 | 4.23 | 0.0129 | 0.3085 |
Innovation Risk | 54.26% | −0.2764 | 4.30 | 0.0036 | 0.2987 |
Information and Security Risk | 61.67% | −0.2270 | 4.00 | 0.0107 | 0.3263 |
Geopolitical Risk | 51.30% | −0.2924 | 3.95 | 0.0089 | 0.3177 |
Financial Risk | 48.10% | −0.3534 | 4.05 | 0.0023 | 0.1781 |
Credit and Product Risk | 57.14% | −0.3325 | 3.76 | 0.0094 | 0.2324 |
Operational Risk | 44.81% | −0.3571 | 3.76 | 0.0057 | 0.1273 |
Regulatory and Legal Risk | 45.56% | −0.3073 | 3.95 | 0.0009 | 0.2349 |
Human Resources Risk | 53.33% | −0.2813 | 3.65 | 0.0020 | 0.1871 |
Reputation Risk | 42.08% | −0.3802 | 3.35 | 0.0092 | 0.1844 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Jalilvand, A.; Moorthy, S. Triangulating Risk Profile and Risk Assessment: A Case Study of Implementing Enterprise Risk Management System. J. Risk Financial Manag. 2023, 16, 473. https://doi.org/10.3390/jrfm16110473
Jalilvand A, Moorthy S. Triangulating Risk Profile and Risk Assessment: A Case Study of Implementing Enterprise Risk Management System. Journal of Risk and Financial Management. 2023; 16(11):473. https://doi.org/10.3390/jrfm16110473
Chicago/Turabian StyleJalilvand, Abol, and Sidharth Moorthy. 2023. "Triangulating Risk Profile and Risk Assessment: A Case Study of Implementing Enterprise Risk Management System" Journal of Risk and Financial Management 16, no. 11: 473. https://doi.org/10.3390/jrfm16110473
APA StyleJalilvand, A., & Moorthy, S. (2023). Triangulating Risk Profile and Risk Assessment: A Case Study of Implementing Enterprise Risk Management System. Journal of Risk and Financial Management, 16(11), 473. https://doi.org/10.3390/jrfm16110473