Insurance Products, Underwriting and Claims

Introduction and Context

Insurance is a financial mechanism for transferring and pooling risk. Individuals, firms and public institutions face uncertain events that may produce financial loss: death, illness, accident, fire, theft, liability, crop failure, cyberattack or business interruption. An insurer accepts specified risks in return for premiums and promises to provide a contractual benefit if an insured event occurs.

Insurance does not eliminate uncertainty. Instead, it converts an uncertain and potentially severe loss into a more predictable premium expense. This function supports household security, business investment, credit markets and economic continuity. Banks frequently require property or life insurance before extending loans, while commercial firms use insurance to protect assets, earnings and legal responsibilities.

The insurance contract is based on several principles: utmost good faith, insurable interest, indemnity, contribution, subrogation and proximate cause. These principles are applied differently in life insurance, where benefits are commonly agreed in advance, and general insurance, where compensation is usually related to the amount of financial loss.

Learning Objectives

By the end of this chapter, students should be able to:

• compare life, health, property, liability, motor, agricultural and commercial insurance;
• explain insurance distribution channels and premium-rating methods;
• describe underwriting, policy documentation and policy administration;
• explain claims notification, investigation, settlement and dispute resolution;
• distinguish reserves from capital and explain insurer solvency;
• identify loss-control measures and common forms of insurance fraud;
• evaluate the ethical, technological and regulatory issues affecting insurance decisions.

1. The Insurance Contract and Its Principles

A policy is a legally enforceable contract between an insurer and a policyholder. The policyholder pays a premium, while the insurer assumes specified risks subject to conditions, exclusions, limits and deductibles. The insured event must fall within the policy wording and occur during the period of cover.

1.1 Essential principles

Utmost good faith. Each party must disclose material facts. A material fact is one that would influence a prudent insurer in deciding whether to accept a risk or determining the terms. Modern consumer-protection rules in many jurisdictions modify this principle by limiting remedies for innocent or minor nondisclosure.

Insurable interest. The policyholder must have a legally recognized relationship with the subject matter such that its loss would cause financial or personal harm. A homeowner has an insurable interest in a house; a lender may have an interest in collateral; a person generally has an unlimited economic interest in their own life.

Indemnity. In most property and liability insurance, the insured should be restored financially, as far as money can do so, to approximately the position occupied immediately before the loss. Indemnity prevents insurance from becoming a source of profit.

Subrogation. After paying a claim, an insurer may acquire the insured’s rights against a responsible third party, subject to law and policy terms. If an insurer pays for damage caused by a negligent contractor, it may pursue that contractor.

Contribution. When the same interest is insured by more than one policy, insurers may share the loss according to applicable rules. Contribution prevents double recovery.

Proximate cause. Claims analysis identifies the dominant effective cause of a loss. A covered cause may produce a valid claim, while an excluded cause may defeat it, depending on the wording and applicable law.

Life insurance and some health or personal accident policies are not pure indemnity contracts. They pay an agreed sum or scheduled benefit because human life and personal suffering cannot be valued precisely in monetary terms.

2. Major Insurance Products

2.1 Life insurance

Life insurance pays a benefit on death or, in some contracts, on survival to a specified date. Major products include:

• Term insurance: protection for a stated period, usually without a savings value. It is comparatively simple and often used for family protection or loan security.
• Whole-life insurance: cover generally continues for life, subject to premiums and policy conditions, and may include a cash or reserve value.
• Endowment insurance: pays on death during the term or on survival to maturity.
• Annuities: convert accumulated funds into periodic income, commonly during retirement.
• Group life insurance: covers members of an employee or association group under a master contract.
• Unit-linked or investment-linked insurance: combines insurance protection with investment units. The policyholder bears some investment risk and must understand charges and market fluctuations.

Life underwriting considers age, health, occupation, lifestyle, medical history, policy amount, purpose of insurance and financial capacity. The insurer may require medical evidence or financial underwriting to reduce the risk of excessive or speculative coverage.

2.2 Health insurance

Health insurance pays eligible medical expenses or provides defined benefits. Products may cover hospitalization, outpatient treatment, prescription medicines, maternity care, critical illness or long-term care. Common design features include deductibles, co-payments, provider networks, annual limits, exclusions, waiting periods and preauthorization.

Health insurance involves distinctive problems. Medical information is asymmetric, because applicants and providers may know more than the insurer. Moral hazard may arise when insured persons consume more services because they do not bear the full cost. Adverse selection occurs when people with higher expected medical expenses are more likely to seek comprehensive cover. Insurers respond through underwriting, waiting periods, managed-care arrangements, benefit limits and utilization review, subject to consumer-protection law.

2.3 Property insurance

Property insurance covers physical assets against specified perils or, under broader wording, against accidental physical loss subject to exclusions. Cover may include buildings, machinery, stock, household contents and equipment. Important extensions include replacement-cost cover, business interruption, debris removal and inflation protection.

The sum insured should reflect the appropriate valuation basis. Market value, replacement cost, book value and actual cash value are not interchangeable. Underinsurance can activate an average or coinsurance clause. If a building worth 1,000,000 is insured for 600,000 and a covered partial loss of 200,000 is subject to proportional settlement, the insurer may pay:

This example assumes a valid proportional clause, no deductible and no policy limit that produces a lower amount. Local law and policy wording may alter the result.

2.4 Liability insurance

Liability insurance protects against legal responsibility for injury, death, property damage or financial loss suffered by third parties. Examples include public liability, employers’ liability, professional indemnity, product liability and directors’ and officers’ liability.

Liability policies may be written on an occurrence basis, covering events occurring during the policy period, or a claims-made basis, covering claims made and reported during the period subject to retroactive dates and reporting conditions. The distinction is particularly important for professional negligence, medical malpractice and environmental claims, which may emerge long after the original act.

Liability underwriting examines the insured’s activities, safety systems, contracts, claims history, professional qualifications, turnover, geographical exposure and limits requested. Policy limits, defense costs, deductibles and exclusions must be interpreted together.

2.5 Motor insurance

Motor insurance commonly combines compulsory third-party liability with optional own-damage cover. Third-party cover protects other road users against injury or property damage caused by the insured vehicle. Comprehensive cover may include collision, theft, fire, malicious damage, weather events and roadside assistance.

Rating variables can include vehicle type, use, location, driver age, driving history, annual mileage, claims experience, security devices and selected deductible. Telematics can use mileage, braking, acceleration, time of travel and location-related information, but privacy, data accuracy and discrimination concerns require governance.

2.6 Agricultural insurance

Agricultural insurance covers crops, livestock, farm property, machinery and revenue. Crop insurance may protect against drought, flood, hail, frost, pests or yield shortfall. Index insurance pays when an independently measured index, such as rainfall, crosses a threshold rather than requiring adjustment of every individual loss.

Agricultural underwriting is difficult because losses may be correlated across large geographical areas. Climate variability, weak historical data, moral hazard and affordability are significant challenges. Public subsidies, reinsurance, weather stations, satellite imagery and producer education can improve viability, but basis risk remains: the index may trigger a payment while the farmer suffers little loss, or fail to trigger when the farmer experiences a loss.

2.7 Commercial insurance

Commercial insurance is usually arranged as a portfolio of covers tailored to an enterprise. A manufacturing firm may purchase property, machinery breakdown, business interruption, marine cargo, employer liability, product liability, motor fleet, cyber and directors’ and officers’ insurance.

Business interruption insurance illustrates the need for careful financial analysis. The insured must estimate gross profit or business income, indemnity period, trends, saved expenses and likely recovery after physical damage. The policy is not simply a replacement for lost sales; it normally responds to loss of insured earnings caused by an insured physical event, subject to the wording.

3. Distribution and Customer Service

Insurance reaches customers through several channels:

Distribution must be governed by suitability, fair disclosure, licensing, complaint handling and data-protection requirements. A sales process should explain coverage, exclusions, deductibles, limits, premium obligations, cancellation rights and claims procedures. The lowest premium is not necessarily the best product if it provides narrow cover or weak service.

4. Premium Rating and Risk Classification

The premium must be adequate to cover expected claims, expenses, capital costs and a reasonable margin while remaining commercially acceptable. A simplified prospective pricing relationship is:

The expected loss cost can be represented as:

Frequency is the expected number of claims per exposure unit during a specified period; severity is the expected cost per claim. For a portfolio, the pure premium is often estimated as:

These relationships assume that the exposure base is appropriately defined and that historical or modeled data are relevant to the future period. Expenses may include acquisition, administration, claims handling and taxes. The risk margin reflects uncertainty around expected outcomes; profit provision reflects the insurer’s required return.

A simplified loss ratio is:

The loss ratio is dimensionless. Incurred claims generally include paid claims plus the change in claim reserves, and earned premium is the portion of written premium relating to the period. A combined ratio adds underwriting expenses:

A combined ratio below 100% indicates an underwriting profit before investment income and some other items, although accounting definitions vary.

Rating methods include manual rating, experience rating, schedule rating, retrospective rating and catastrophe modeling. Credibility theory blends individual experience with broader class experience when an insured’s own data are limited. Rating must avoid unlawful discrimination and should be explainable where automated systems are used.

5. Underwriting

Underwriting is the process of selecting risks, classifying them, setting terms and monitoring the portfolio. It involves five linked decisions:

1. What is the exposure and what can cause loss?
2. Is the risk acceptable under the insurer’s appetite?
3. What coverage, exclusions, limits and deductibles are appropriate?
4. What premium reflects expected cost and uncertainty?
5. What controls, referrals or reinsurance are required?

Underwriters use proposal forms, inspections, financial statements, medical evidence, claims histories, credit or fraud indicators where lawful, geographic data and external databases. They should distinguish facts from assumptions and document the reason for material decisions.

Underwriting authority is often tiered. Routine low-value risks may be accepted automatically, while unusual, high-limit or poorly documented risks are referred to senior underwriters or committees. Delegated authority arrangements require audits, bordereaux, service standards and clear limits.

Reinsurance supports underwriting capacity. Facultative reinsurance covers an individual risk, while treaty reinsurance covers a defined portfolio. Proportional reinsurance shares premiums and losses by an agreed percentage. Excess-of-loss reinsurance responds above a specified retention, subject to a limit. Reinsurance reduces volatility but creates counterparty, wording and concentration risks.

6. Policy Documentation and Administration

A policy schedule identifies the insured, period, subject matter, limits, premium, deductible and endorsements. The wording defines coverage, exclusions, conditions, definitions and claims duties. A proposal form, quotation, binder, certificate, endorsements and renewal notice may also form part of the contractual record.

Good documentation should be clear, internally consistent and accessible. Key administrative controls include identity verification, premium collection, renewal monitoring, endorsement approval, document version control, complaints recording and secure retention of evidence. Ambiguity is costly: unclear exclusions may create disputes, regulatory criticism and reputational damage.

7. Reserving and Insurer Solvency

An insurer must recognize obligations arising from claims, including claims reported but not yet settled and losses incurred but not yet reported (IBNR). A simplified claims reserve is:

The formula is conceptually simple; estimating ultimate cost is not. Actuaries may use development triangles, chain-ladder methods, expected-loss methods, frequency-severity models and stochastic techniques. Long-tail liability claims require assumptions about inflation, legal judgments, medical costs and settlement timing.

Technical provisions generally include obligations for unearned exposure and outstanding claims. The unearned premium reserve represents premium relating to future coverage. Modern accounting and regulatory regimes may require discounted cash-flow estimates, explicit risk adjustments and contractual-service calculations, depending on jurisdiction and product.

Solvency concerns the insurer’s ability to meet obligations as they fall due, even under adverse conditions. A simplified solvency ratio is:

Available capital may include qualifying equity and subordinated instruments after regulatory adjustments. Required capital reflects underwriting, market, credit, operational and catastrophe risks. A ratio above the regulatory minimum does not guarantee safety; capital quality, liquidity, reinsurance collectability, governance and stress scenarios also matter.

Insurers manage solvency through capital planning, diversification, reinsurance, asset-liability management, conservative reserving, catastrophe exposure limits and stress testing. Investment assets must be matched to the duration and liquidity needs of liabilities. Excessive search for yield can create market and credit risk.

8. Claims Handling

Claims handling is both an operational process and a test of the insurer’s promise. A disciplined process normally follows these stages:

1. Notification and registration: record the date, event, policy, claimant and initial circumstances.
2. Coverage verification: confirm that the policy was active, the claimant has standing, the event is covered and conditions were met.
3. Triage: prioritize vulnerable customers, severe injuries, catastrophe losses, suspected fraud and urgent mitigation.
4. Investigation: collect statements, photographs, medical records, invoices, police reports, expert opinions and other evidence.
5. Quantum assessment: determine the amount payable, applying limits, deductibles, depreciation, average clauses and sublimits.
6. Decision and communication: accept, partially accept or decline with reasons linked to the policy wording and evidence.
7. Settlement and closure: pay the proper party, record recoveries and retain the file for audit and legal requirements.

Claims staff should act promptly, fairly and independently. They must not use delay, obscure wording or unreasonable evidence demands to discourage legitimate claims. In complex cases, loss adjusters, medical experts, engineers, lawyers or forensic accountants may be appointed.

Claims example

A commercial building is insured for 800,000, has a value at risk of 1,000,000 and suffers a covered loss of 250,000. The policy has a 10,000 deductible and a proportional average clause. The proportional amount is:

After the deductible, the settlement is 190,000. This assumes the deductible applies after application of average and that no other limit or exclusion changes the result. The calculation demonstrates why accurate sums insured and careful policy interpretation are important.

9. Loss Control and Risk Engineering

Insurance is more sustainable when loss prevention accompanies risk transfer. Loss control includes:

• fire detection, separation and sprinkler systems;
• preventive maintenance and machinery guarding;
• driver training, fatigue management and vehicle monitoring;
• occupational health and safety systems;
• cybersecurity controls, backups and access management;
• disaster-recovery and business-continuity planning;
• supplier screening and contractual risk allocation.

Risk engineers inspect premises, identify hazards, estimate probable maximum loss and recommend improvements. Underwriters may offer premium credits, impose warranties or require corrective action. Such measures reduce frequency, severity or both, but they do not replace adequate insurance.

10. Fraud Detection and Investigation

Insurance fraud may involve fabricated losses, inflated invoices, staged accidents, nondisclosure, multiple recovery, premium fraud or internal collusion. Fraud increases premiums and can harm genuine claimants through delays and intrusive investigation.

Detection tools include anomaly rules, link analysis, document verification, geospatial evidence, image analysis, claims-history databases and predictive models. For example, a network of repeated claimants, repairers and witnesses may indicate organized activity. However, an alert is not proof. Investigators must test alternative explanations and respect privacy, due process, nondiscrimination and evidential standards.

Artificial intelligence can prioritize claims and identify unusual patterns, but models may reproduce historical bias, produce false positives or be difficult to explain. Human review, model validation, access controls, audit trails and appeal mechanisms are essential. The use of personal and medical data requires lawful purpose, proportionality, security and retention controls.

11. Regulatory, Ethical and Contemporary Issues

Insurance regulation commonly addresses licensing, product approval, solvency, market conduct, disclosures, complaints, data protection, anti-money-laundering controls and resolution of failed insurers. Supervisors may conduct off-site monitoring, inspections, stress tests and thematic reviews.

Ethical practice requires fair treatment across the product life cycle. Important issues include:

• affordability and exclusion of vulnerable customers;
• clarity of exclusions and renewal increases;
• conflicts of interest in commissions and tied distribution;
• discrimination in health, motor or life pricing;
• confidentiality of medical, behavioral and location data;
• prompt treatment of catastrophe victims;
• responsible use of genetic, social-media and alternative data.

Climate change is increasing physical risk, claims volatility and questions about insurability. Cyber insurance is developing rapidly but faces systemic accumulation and rapidly changing threats. Parametric insurance can provide fast payment based on an index, although basis risk must be disclosed. Digital claims, remote inspections, telematics, satellite data and automated underwriting can reduce cost and improve speed, but technology does not remove the need for judgment and accountability.

Applied Case: Illustrative Commercial Flood and Business Interruption Claim

Background

A food-processing company purchases property insurance, machinery breakdown cover and business interruption insurance. Its plant is located near a river. The policy provides a 2,000,000 property limit, a 12-month business interruption indemnity period and a 50,000 deductible. The company’s risk survey had recommended flood barriers and relocation of electrical panels, but implementation was incomplete.

Problem

Exceptional rainfall causes river flooding. Water damages electrical equipment and stock, forcing a four-month shutdown. The company claims repair costs, stock loss and lost gross profit. The insurer must determine whether flood is covered, whether the insured complied with risk-improvement conditions, how much stock was salvageable and whether the business interruption loss was caused by insured physical damage.

Analysis and approach

The adjuster verifies the policy period, flood wording, limits, deductibles and relevant warranties. Engineers inspect the machinery and distinguish flood damage from pre-existing deterioration. Inventory records, production data, sales trends and saved expenses are examined. The accountant estimates the financial loss using the policy’s definition of gross profit rather than simply multiplying lost sales by four months.

The insurer also considers mitigation. The company moved undamaged stock, hired temporary cold storage and arranged limited subcontract production. These actions reduce the claim but generate reasonable mitigation costs that may be covered under the wording. The incomplete flood barriers may affect coverage only if the policy contains a clear, applicable condition and the legal requirements for reliance are satisfied.

Outcome

The claim is accepted for covered physical damage after applying the deductible. Business interruption is paid for the period supported by evidence, subject to the indemnity period, policy formula and saved expenses. The insurer and company agree on a loss-control plan: permanent flood barriers, raised electrical systems, emergency suppliers, tested continuity procedures and annual review of declared values.

Learning points

The case shows that underwriting, risk engineering, policy wording, claims investigation and business continuity are interdependent. A low-frequency hazard can generate correlated property and income losses. Accurate declared values, clear conditions and documented mitigation are essential. Settlement requires technical evidence, not merely a statement of lost revenue.

Challenges and Limitations

Insurance decisions are limited by incomplete data, changing hazards, model error, inflation, legal uncertainty and behavioral responses. Historical claims may not represent future climate or technology risks. Rating can become unfair when proxies reproduce social disadvantage. Reinsurance may reduce volatility but can fail through counterparty default or disputes. Automation improves consistency in routine cases but may perform poorly on novel or vulnerable-customer claims.

Managers should therefore combine quantitative models with expert judgment, scenario analysis, customer testing, independent assurance and continuous review. Transparency about uncertainty is more reliable than presenting estimates as exact facts.

Best-Practice Checklist

A sound insurer should:

• define risk appetite and underwriting authority clearly;
• use adequate, relevant and lawfully obtained data;
• document pricing, acceptance and referral decisions;
• communicate cover, exclusions, limits and deductibles plainly;
• maintain credible reserves and conduct stress tests;
• separate claims assessment from inappropriate sales pressure;
• investigate fraud proportionately and fairly;
• use reinsurance and diversification to control accumulation;
• govern algorithms through validation, monitoring and human oversight;
• treat complaints as evidence for product and process improvement.

Chapter Summary

Insurance transfers specified financial risks from policyholders to insurers through pooling and contractual promises. Life and health insurance commonly pay agreed or scheduled benefits, while property and liability insurance generally apply indemnity principles. Motor, agricultural and commercial products respond to distinctive exposures and require specialized underwriting.

Distribution may occur through agents, brokers, banks, digital channels and embedded arrangements, each creating benefits and conduct risks. Premiums are based on expected loss cost, expenses, risk margins and profit requirements. Underwriting selects and prices risks using evidence, authority limits, policy terms and reinsurance.

Policy documentation defines the parties’ rights and obligations. Claims handling requires registration, coverage analysis, investigation, valuation, fair communication and settlement. Reserves represent expected obligations, while solvency depends on adequate capital, liquidity, risk management and governance. Loss control reduces preventable losses, and fraud analytics must be balanced with privacy and due process.

Climate change, cyber risk, telematics, parametric products, artificial intelligence and digital claims are reshaping insurance. Their benefits depend on reliable data, explainability, regulatory compliance and human accountability. Effective insurance management therefore integrates actuarial analysis, legal interpretation, operational discipline, ethical conduct and customer-centered service.

Key Terms

Adverse selection: The tendency for higher-risk individuals to seek more insurance or broader cover.

Average clause: A proportional policy provision that reduces payment when the sum insured is below the value at risk.

Claims-made policy: A policy responding principally to claims made and reported during the policy period, subject to its conditions.

Combined ratio: Loss ratio plus expense ratio, used to assess underwriting performance.

Deductible: The amount of a covered loss retained by the insured.

Indemnity: Financial restoration after a covered loss without allowing unjust enrichment.

Insurable interest: A legally recognized interest in the subject matter of insurance.

Loss ratio: Incurred claims divided by earned premium.

Moral hazard: Increased risk-taking or utilization caused by insurance protection.

Occurrence policy: A policy generally triggered by an event occurring during the policy period.

Premium: Consideration paid for insurance protection.

Proximate cause: The dominant effective cause used in determining whether a loss is covered.

Reinsurance: Insurance purchased by an insurer from another insurer.

Reserving: Estimating and recording liabilities for future claim payments and related obligations.

Risk margin: An allowance for uncertainty around expected insurance outcomes.

Subrogation: An insurer’s right to pursue a responsible third party after paying a claim.

Sum insured: The stated maximum or valuation basis for insurance cover.

Underwriting: Selecting, classifying, pricing and monitoring insurance risks.

Unearned premium: Premium relating to future periods of coverage.

IBNR: Claims incurred but not yet reported to the insurer.

Review Questions

Short Answer Questions

1. What is the difference between indemnity insurance and an agreed-benefit contract?
2. Define insurable interest and give one example.
3. What are frequency and severity in insurance pricing?
4. Why are reserves necessary for an insurer?
5. State two ethical risks associated with automated insurance underwriting.

Long Answer Questions

1. Compare term life, whole-life, endowment and annuity products.
2. Explain the stages of a well-controlled claims-handling process.
3. Discuss how underwriting, reinsurance and solvency management are connected.
4. Compare occurrence and claims-made liability policies.
5. Explain the role of loss control in commercial insurance.

Analytical / Application Questions

1. A property worth 1,500,000 is insured for 900,000 and suffers a covered loss of 300,000. Assuming a proportional average clause and no deductible, calculate the insurer’s payment and explain the assumptions.
2. An insurer observes rising motor claims despite stable exposure numbers. Design an investigation using frequency, severity, claims development and underwriting variables.
3. Evaluate whether a rainfall-index crop policy is suitable for small farmers in a region with irregular rainfall. Discuss basis risk, affordability, data quality and possible safeguards.

Multiple Choice Questions with Answers

Question 1

Which principle requires the policyholder to disclose material facts that could influence underwriting?

A. Contribution

B. Utmost good faith

C. Subrogation

D. Indemnity

Correct Answer: B. Utmost good faith

Question 2

A policyholder insures property worth 1,000,000 for 600,000. A covered loss is 200,000, with a proportional average clause and no deductible. What is the payment?

A. 120,000

B. 160,000

C. 200,000

D. 333,333

Correct Answer: A. 120,000

Question 3

Which product normally pays an agreed benefit rather than indemnifying the exact financial value of a loss?

A. Property insurance

B. Public liability insurance

C. Term life insurance

D. Commercial property insurance

Correct Answer: C. Term life insurance

Question 4

What does the pure premium most directly represent?

A. Expected claims cost per exposure unit

B. Total profit after tax

C. The insurer’s solvency capital

D. The policyholder’s deductible

Correct Answer: A. Expected claims cost per exposure unit

Question 5

A claims-made liability policy is principally triggered by:

A. The age of the insured asset

B. Claims made and reported during the policy period, subject to conditions

C. Any event occurring before the policyholder existed

D. The insurer’s investment return

Correct Answer: B. Claims made and reported during the policy period, subject to conditions

Question 6

What is IBNR?

A. Insurance billed but never renewed

B. Investment benefits not realized

C. Claims incurred but not yet reported

D. Interest-based net reserves

Correct Answer: C. Claims incurred but not yet reported

Question 7

Which action is an example of loss control?

A. Removing all policy exclusions

B. Installing fire detection and sprinkler systems

C. Increasing claims without evidence

D. Ignoring maintenance recommendations

Correct Answer: B. Installing fire detection and sprinkler systems

Question 8

A combined ratio below 100% generally indicates:

A. An underwriting profit before investment income and subject to accounting definitions

B. Certain insurer insolvency

C. That no claims occurred

D. That premiums are unearned

Correct Answer: A. An underwriting profit before investment income and subject to accounting definitions

Question 9

What is basis risk in index agricultural insurance?

A. The insurer has no written policy

B. The index payment does not correspond closely to the farmer’s actual loss

C. The premium is always zero

D. The policy covers only life insurance

Correct Answer: B. The index payment does not correspond closely to the farmer’s actual loss

Question 10

Which is an appropriate safeguard when using AI to detect claims fraud?

A. Automatically reject every flagged claim

B. Use no audit records

C. Combine model alerts with human review and documented appeal processes

D. Ignore privacy requirements

Correct Answer: C. Combine model alerts with human review and documented appeal processes