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Risk Management Principles and Practices
3rd Edition
Edited by
Michael W. Elliott
ARM™ A Risk Management Designation Program
Powered by The Institutes
The Institutes®
RISK & INSURANCE
KNOWLEDGE GROUP<|user|> | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:26:06.433803", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Digitized by the Internet Archive in 2023 with funding from Kahle/Austin Foundation
https://archive.org/details/riskmanagementpr0000unse_f2a3<|user|> | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:26:09.861902", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Risk Management Principles and Practices<|user|> | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:26:11.397910", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Risk Management Principles and Functions<|user|> | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:26:12.831876", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Risk Management Principles and Practices
Edited by
Michael W. Elliott, CPCU, ARM, AIAF, MBA
3rd Edition • 1st Printing
The Institutes
720 Providence Road, Suite 100
Malvern, Pennsylvania 19355-3433<|user|> | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:26:15.437683", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
All rights reserved. This book or any part thereof may not be reproduced without the written permission of the copyright holder.
Unless otherwise apparent, examples used in The Institutes materials related to this course are based on hypothetical situations and are for educational purposes only. The characters, person... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:26:25.738099", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Foreword
The Institutes are the trusted leader in delivering proven knowledge solutions that drive powerful business results for the risk management and property-casualty insurance industry. For more than 100 years, The Institutes have been meeting the industry's changing professional development needs with customer-d... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:26:33.144522", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Ethics—Ethical behavior is crucial to preserving not only the trust on which insurance transactions are based, but also the public’s trust in our industry as a whole. All Institutes designations now have an ethics requirement, which is delivered online and free of charge. The ethics requirement content is designed spec... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:26:42.096751", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Preface
Risk Management Principles and Practices is the assigned textbook for the ARM 54 course in The Institutes’ Associate in Risk Management (ARM) designation program. This text provides learners with a broad understanding of risk management and the risk management process.
The course starts with an overview of th... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:26:51.459676", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Possible causes of the problem include:
- Poor lighting conditions
- Inadequate ventilation
- Poor air quality
- Exposure to harmful substances
- Poor hygiene practices
- Poor maintenance of the building
- Poor insulation
- Poor heating and cooling systems
- Poor ventilation systems
- Poor air quality systems
- Poor li... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:29:06.740588", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Contributors
The Institutes acknowledge with deep appreciation the contributions made to the content of this text by the following persons:
Michael M. Barth, PhD, CPCU, AU
Richard Berthelsen, JD, CPCU, AIC, ARM, AU, ARe, MBA
Pamela J. Brooks, MBA, CPCU, AIM, AAM, AIS, AINS
Susan Crowe, CPCU, MBA, AIC, ARe, ARM, AP... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:29:10.651148", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
```markdown
```<|user|> | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:29:11.680815", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Contents
Assignment 1
Introduction to Risk Management 1.1
The Risk Management Environment 1.3
Risk Management Benefits 1.7
Risk Management Objectives and Goals 1.13
Basic Risk Measures 1.18
Risk Classifications and Categories 1.21
Enterprise Risk Management 1.27
Summary 1.32
Assignment 2
Risk Management Standards and... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:29:19.463877", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Assignment 6
Risk Identification 6.1
Introduction to Risk Identification 6.3
Team Approaches to Risk Identification 6.8
Risk Registers 6.12
Risk Maps 6.16
Identifying Loss Exposures 6.20
Identifying Risk 6.24
Summary 6.30
Assignment 7
Risk Analysis 7.1
Introduction to Risk Analysis 7.3
Probability Analysis 7.5
Charact... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:29:29.162237", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Segment A
Assignment 1
Introduction to Risk Management
Assignment 2
Risk Management Standards and Frameworks
Assignment 3
Hazard Risk
Assignment 4
Operational, Financial, and Strategic Risk<|user|> | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:29:31.128816", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
```markdown
```<|user|> | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:29:32.201345", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Introduction to Risk Management
Educational Objectives
After learning the content of this assignment, you should be able to:
- Explain how the risk management environment is evolving.
- Explain how risk management benefits both an organization and the economy.
- Summarize various objectives and goals for organizatio... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:29:35.671712", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
```markdown
```<|user|> | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:29:36.871752", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
THE RISK MANAGEMENT ENVIRONMENT
Risk management can be the difference between an invisible threat that vanishes before we are even aware of it and one that causes a loss whose gravity can imperil a global corporation and its customers. Imagine a rogue microbe that stows away in a food distributor’s lettuce supply. As ... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:29:45.965426", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
a hazard posed to an individual or organization. For example, fire or wind could destroy a home or business. In this context, the homeowner or business owner views risk in a negative sense, a possibility of loss. Today’s conception of risk also incorporates its potential positive consequences—the idea that taking risks... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:29:55.481544", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
sophistication of smart products and the IoT’s continued growth have led to an explosion of risk management innovation. Here are just a few examples:
• Wearables, such as helmets that monitor fatigue or wristwatches that measure vital signs, can sense, monitor, report, and analyze workers’ health or well-being and the... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:30:02.896114", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
actually recorded in the ledger, however, until the veracity of data within them is confirmed and verified through a consensus process called mining. This verification process removes intermediary validation and establishes trust without the use of a centralized authority.
After a block is confirmed and the data withi... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:30:12.916991", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
• Exploring new sources of data—An insurer could use text mining to analyze claims adjusters’ notes for various purposes, such as developing an automated system to predict a claim’s severity, and assign the appropriate resources to those claims predicted to become severe.
• Developing new products—The increasingly acc... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:30:21.996622", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
• Costs of risk control techniques to prevent or reduce the size of accidental losses
• Costs of administering risk management activities
Risk management aims to reduce the long-term overall cost of risk for the organization without precluding or otherwise interfering with the organization’s achieving its goals or eng... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:30:31.295007", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
risk every time it makes a loan or an investment. Operational risk is a part of an organization’s processes, and the downside risks include delays, errors, cost increases, and the failure of any aspect of the operation. Reducing downside risk provides similar organizational benefits as reducing the deterrence effects o... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:30:40.879995", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Example of Risk Management Failure at Equifax
Equifax, one of the big three credit reporting companies, revealed that approximately 143 million Americans had their sensitive financial and personally identifiable information compromised by a security breach. Consumers learned that these thefts occurred months before th... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:30:51.548595", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
risks, such as credit and exchange-rate risk; the operations function manage operational risks, such as equipment failures; and the information technology function manage cyber risk. This fragmented approach can miss critical risks to the organization and fails to provide senior management with a picture of the organiz... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:31:01.584869", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
a shopping mall would suffer reduced sales if one of the anchor stores were closed because of an accidental loss. Depending on the magnitude of the loss and the length of time required for the anchor store to recover, the local community may sustain lost jobs, reduced tax revenue, and an overall reduction in the qualit... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:31:11.189933", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Not only did the financial crisis of 2008–09 cause widespread negative consequences, such as recessions and high unemployment, it also caused many organizations to become risk averse and therefore afraid to invest their capital because of uncertainty. The benefits of risk management programs at systemically important o... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:31:19.301078", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Example of an Organization’s Risk Management Objectives: Zurich’s Enterprise Risk Management
Mission and Objectives of Risk Management
The mission of Zurich’s Enterprise Risk Management is to promptly identify, measure, manage, report and monitor risks that affect the achievement of our strategic, operational and fin... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:31:26.855212", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Risk management programs should use measurements that align with the organization’s overall objectives and take into account the risk appetite of senior management. For example, value at risk (VaR) can be used to analyze various financial portfolios with different assets and risk factors. VaR can be calculated quickly ... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:31:36.212367", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
specific operations for which continuity is essential and the maximum tolerable interruption interval for each operation.
These are the steps an organization should take to provide business continuity and, therefore, resiliency:
- Identify activities whose interruptions cannot be tolerated
- Identify the types of acc... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:31:45.642772", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
organizations became highly leveraged in order to achieve growth. Although this strategy provided significant short-term growth, it ultimately caused the failure of several prominent firms.
Social Responsibility
Social responsibility is a goal for many organizations. It includes the organization’s ethical conduct as w... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:31:54.506885", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
In working with others regarding the trade-offs among organizational goals, a risk management professional must consider the likely effects of alternative risk treatment techniques and the costs and benefits of each. The interests and concerns of the various groups affected by an organization’s risk management program ... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:32:03.559890", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Volatility provides a basic measure that can be applied to risk. Generally, risk increases as volatility increases. Volatility can often be quantified. For example, VIX, the Chicago Board Options Exchange Market Volatility Index, provides a measure of stock market volatility. The volatility of energy prices, for exampl... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:32:14.254120", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
office supplies for personal use is low, and the consequences if this occurs are minor. Therefore, the bank may decide not to manage this risk.
Risks with high likelihood and minor consequences should usually be managed through an organization’s routine business procedures. For example, there is a significant likeliho... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:32:25.596684", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
correlated. Diversification is a risk management strategy that can reduce the risk of correlation.4
Risk management professionals should evaluate all of these measures and their overall effect on an organization’s risk portfolio. Highly correlated risks with a high likelihood, major consequences, high volatility, and ... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:32:34.416927", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
These classifications of risk are some of the most commonly used:
- Pure and speculative risk
- Subjective and objective risk
- Diversifiable and nondiversifiable risk
- Quadrants of risk (hazard, operational, financial, and strategic)
These classifications are not mutually exclusive and can be applied to any given r... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:32:40.800134", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Certain businesses involve speculative risks, such as these:
• Price risk—Uncertainty over the size of cash flows resulting from possible changes in the cost of raw materials and other inputs (such as lumber, gas, or electricity), as well as cost-related changes in the market for completed products and other outputs.
... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:32:48.251126", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
income may produce a profit or loss, the investor also faces a pure risk from causes of loss such as fire.
To properly manage these investments, the commercial building owner and the apartment owner must consider both the speculative and the pure risks. For example, they may choose to manage the pure risk by buying in... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:32:58.483107", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Diversifiable and Nondiversifiable Risk
Diversifiable risk is not highly correlated and can be managed through diversification, or spread, of risk. An example of a diversifiable risk is a fire, which is likely to affect only one or a small number of businesses. For instance, an insurer can diversify the risks associat... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:33:09.969546", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Hazard and operational risks are classified as pure risks, and financial and strategic risks are classified as speculative risks.
The focus of the risk quadrants is different from the risk classifications previously discussed. Whereas the classifications of risk focus on some aspect of the risk itself, the four quadra... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:33:17.715180", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Apply Your Knowledge
The New Company manufactures electronic consumer products. The company’s manufacturing plant is highly automated and located in the United States. However, it purchases components from three companies in Asia. The majority of its sales are in the U.S., but European sales represent a growing percen... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:33:25.817802", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
There are many similar definitions of ERM, including one from the Committee of Sponsoring Organizations of the Treadway Commission: "the culture, capabilities, and practices, integrated with strategy-setting and performance, that organizations rely on to manage risk in creating, preserving, and realizing value."6
The ... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:33:35.042068", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Organizational Relationships
Under the traditional risk management organizational model, there is a risk manager and a risk management department to manage hazard risk. This traditional function mainly provides risk transfer, such as insurance, for the organization. Larger organizations typically include a claims mana... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:33:41.123599", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
organization’s strengths, weaknesses, opportunities, and threats (SWOT). The stakeholders in the organization include employees, management, the board of directors, and shareholders. External stakeholders include customers, regulators, and the community.
The CRO’s responsibility includes helping the enterprise to crea... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:33:45.794685", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Effective communication is essential to a successful ERM program. The CEO should meet with the senior managers of each organizational function to discuss the purpose and goals of ERM and the importance of management support. A task force composed of representatives from each function to work with the CRO and/or risk pr... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:33:55.300072", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
example, a bank branch manager would assume responsibility for speculative risk involved in growing the business and for financial risk, such as credit risk associated with the loans written by the branch. In large organizations, there may be a risk committee or task force headed by the CRO that includes representative... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:34:04.139098", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
achieve the organization’s objectives. The risk management program’s goals should be aligned with those objectives. Because there may be inconsistency at times between an organization’s objectives and risk management goals, trade-offs may be necessary to achieve the desired results.
Effective risk management should qu... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:34:14.598098", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
The image provided is too blurry and low-resolution to accurately recognize any text or content. It appears to be a blank or heavily blurred screen with no visible text or images. Therefore, no text can be extracted from this image.<|user|> | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:34:16.571762", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Risk Management Standards and Frameworks
Educational Objectives
After learning the content of this assignment, you should be able to:
▶ Describe the general characteristics and elements of risk management standards and frameworks.
▶ Explain how an organization can apply ISO 31000 to enhance its performance.
▶ Expl... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:34:20.368865", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
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Risk Management Standards and Frameworks
INTRODUCTION TO RISK MANAGEMENT STANDARDS AND FRAMEWORKS
How can an organization mitigate the negative consequences of risk while also leveraging its potential opportunities? The most effective way is to embed risk management into the organization’s strategy, objectives, and o... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:34:29.249464", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Risk Management Standards and Frameworks
| Risk Management Standard or Framework | Description |
| :--- | :--- |
| ISO 31000: 2018 | Provides an international standard for risk management as well as a generic approach to risk management applicable within any industry sector. Consists of three major parts: Principles—r... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:34:37.603793", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
The definitions also share these characteristics:¹
• Based on an enterprise approach
• Emphasis on value creation
• Integration of ERM with existing processes
• Emphasis on cultural factors
• Stress the importance of defining risk appetite
• Require risk documentation when assessing risks
• Stress the importance of ri... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:34:44.736083", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Feedback: d. Although ERM standards typically include monitoring the results of the program, an insurer should conduct periodic self-assessments using an objective and consistent measurement tool with best practices elements and standards. The RIMS RMM provides a tool to conduct such assessments. This might be especial... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:34:54.622662", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Framework
ISO 31000 includes a generic risk management framework that organizations can use to integrate the risk management process into their management and operational systems. The framework can be adapted to an organization’s specific operations and objectives. A strong mandate and commitment from managers must be... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:35:03.347887", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Risk criteria
Information used as a basis for measuring the significance of a risk.
As part of establishing the internal and external contexts, an organization should define risk criteria. Risk criteria are based on measures used to evaluate the significance of the organization’s various risks in relation to the organ... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:35:13.126621", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
In treating risks, an organization may choose to avoid, retain, or transfer all or part of a risk. Risks may also be treated by eliminating their sources, altering the likelihood that an event will result from a risk, or changing the consequences of events resulting from risk. For risks that present the possibility of ... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:35:20.501121", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
COSO ENTERPRISE RISK MANAGEMENT—INTEGRATING WITH STRATEGY AND PERFORMANCE
Organizations are exposed to many risks they recognize and anticipate, and many they do not. Although organizations use risk management techniques to prepare for expected risks, they can also use, and even leverage, enterprise risk management (E... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:35:29.515172", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
and employees—to consider risks when selecting a business strategy. Implicit in the selected strategy is that, based on current and evolving risks, the strategy must adapt as conditions change, and it must align with the organization’s mission, vision, and core values. This is a significant departure from identifying a... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:35:37.849776", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
In the context of this framework and each of its components, an organization will discover existing and emerging risks that must be considered when setting its strategy and objectives, and it will realize the optimal characteristics of each component in terms of enhancing organizational value. For example, under the go... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:35:47.526070", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
How long has each board member been in that position? (Can some be rotated out to refresh decision making?)
• Can the board be independent and objective? (Are any members aligned with competitors or substantially financially invested in the organization?) How can the organization attract qualified talent when manufact... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:35:57.445110", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Performance
The next component of the framework, performance, refers to the practices that allow the organization to continually identify, assess, and respond to risk on an ongoing basis—through and across all areas and departments. By doing this, the organization ensures that ERM is commensurably applied to its curre... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:36:06.897087", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
SOLVENCY II AND BASEL REGULATORY STANDARDS
Governments worldwide have adopted regulatory standards designed to unify insurer risk management principles and prevent systemic risk from overwhelming financial institutions. These standards, most notably Solvency II and Basel, continue to evolve as entities grow and become... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:36:16.382229", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] | |
Financial Institution Application of Basel Regulatory Standards
Financial institutions compelled to adhere to Basel regulatory standards should manage risk according to these processes:
• Identifying risks
• Measuring exposures to those risks where possible
• Ensuring that an effective capital planning and monitoring... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-22T15:36:24.955338", "task": "ocr", "batch_size": 1, "max_tokens": 8192, "script": "glm-ocr-transformers.py"}] |
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