Claims Management Process and Service Operations

Introduction

Claims management is the coordinated process through which an insurer receives, evaluates, resolves and records requests for policy benefits. It converts the insurer’s contractual promise into service. Consequently, claims operations affect policyholder welfare, regulatory compliance, profitability, reserving accuracy, fraud control and public confidence.

A claim is not merely a payment transaction. It is a managed case involving contractual interpretation, evidence, communication, financial estimation and operational control. A sound process must achieve several objectives simultaneously:

• pay valid claims accurately and promptly;
• explain coverage decisions clearly;
• support policyholders during loss or hardship;
• investigate questionable claims proportionately;
• establish and update reliable reserves;
• pursue lawful recoveries;
• protect personal and confidential information; and
• maintain a complete, auditable record.

Claims differ substantially across property, motor, liability, health, life and business-interruption insurance. Nevertheless, their operational life cycles share common stages: notification, registration, triage, coverage verification, investigation, evaluation, reserving, resolution, payment, recovery, closure and, where justified, reopening.

Learning Objectives

After studying this chapter, students should be able to:

1. Explain the complete claims management life cycle.
2. Distinguish notification, registration, triage and investigation.
3. Verify coverage without prematurely admitting liability.
4. Evaluate documentation and calculate claim payments correctly.
5. establish and revise case reserves using current information.
6. Manage communication, service standards and operational workloads.
7. Explain subrogation, contribution, salvage and other recoveries.
8. Apply ethical, regulatory and governance controls to claims decisions.
9. Assess appropriate uses and limitations of claims technology and AI.
10. Manage closure and reopening while maintaining an auditable claim file.

1. Claims Management as a Service System

Claims management combines three interconnected systems.

The contractual system determines whether the loss falls within the policy’s insuring agreement, definitions, exclusions, conditions, deductibles and limits.

The operational system assigns people, information and resources so that claims move through the workflow within service standards.

The financial system estimates ultimate claim cost, records payments, establishes reserves and recognizes recoveries.

A technically correct decision can still constitute poor service if it is delayed, inadequately explained or reached through an unfair process. Conversely, empathy cannot justify payment outside the policy unless the insurer has lawful authority to make an ex gratia payment. Effective management therefore balances accuracy, speed, fairness, cost and control.

Claims service is often a “moment of truth.” Before a claim, insurance is largely an intangible promise. During a claim, policyholders directly observe whether that promise is fulfilled. Procedural justice is consequently important: people are more likely to regard an outcome as fair when they receive timely communication, an opportunity to provide evidence, consistent treatment and understandable reasons.

2. The End-to-End Claims Life Cycle

Figure: The claims process is iterative; new information may require renewed investigation, reserve revision or reopening.

The diagram presents the dominant sequence, but real claims do not always proceed linearly. Coverage review may continue during investigation, reserves may change repeatedly, and partial payments may be made before final settlement.

3. Notification and First Response

3.1 First notification of loss

First notification of loss, commonly abbreviated FNOL, occurs when the insurer or its authorized representative first learns of an event that may give rise to a claim. Notice may come from the policyholder, insured, beneficiary, broker, repairer, medical provider, claimant, police authority or digital sensor.

The first-response employee should collect sufficient information to protect the claimant and initiate the process without imposing unnecessary burdens. Typical information includes:

• identity and contact details;
• policy or certificate number;
• date, time, place and description of the event;
• persons, property or services affected;
• immediate safety or medical needs;
• emergency actions already taken;
• third parties, witnesses or authorities involved; and
• preferred communication channel and accessibility requirements.

The insurer should acknowledge notification, provide a claim reference, explain next steps and communicate urgent loss-mitigation guidance. Guidance must not endanger the claimant or imply that coverage has already been confirmed.

3.2 Registration

Notification is receipt of information; registration is the controlled creation of a claim record. Registration normally includes:

• linking the claim to the correct policy and insured interest;
• assigning a unique claim number;
• recording the reported loss date and notification date;
• classifying the claim type and cause of loss;
• establishing initial ownership and workflow tasks;
• creating an initial reserve where required; and
• preserving the original notification and subsequent audit trail.

Duplicate detection is essential. Two notifications concerning the same motor collision, for example, should not automatically become two independent losses.

4. Triage and Assignment

Triage determines the handling path, priority and expertise appropriate to the claim. It is not a final coverage or fraud decision. Relevant factors include:

Rule-based scoring can support triage, but rigid automation can misclassify unusual cases. High-impact decisions should permit human review and override, with reasons recorded.

Priority must be based on legitimate service and risk considerations. Triage models should not disadvantage claimants through prohibited discrimination or unreliable proxy variables.

5. Coverage Verification

Coverage verification asks whether the policy responds to the reported event and, if so, to what extent. The examiner should use the policy version effective on the relevant date and assess:

1. Policy status: Was the contract in force?
2. Eligible person or interest: Is the claimant an insured, beneficiary or lawful third-party claimant?
3. Insuring agreement: Does the event satisfy the basic grant of cover?
4. Definitions: How does the policy define relevant terms?
5. Exclusions: Is the event removed from coverage?
6. Conditions: Were notice, cooperation, mitigation and documentation duties met, and what is the legal consequence of any breach?
7. Territory and period: Did the event occur within covered geographical and temporal boundaries?
8. Deductibles, waiting periods and limits: What contractual constraints affect payment?
9. Other insurance: Are coordination, contribution or excess provisions relevant?

Coverage analysis should distinguish among cause of loss, extent of damage, legal liability and amount payable. These are related but different questions. An acknowledgment letter should not inadvertently admit coverage or liability before verification is complete.

Where only part of a claim is disputed, good practice—and in some jurisdictions a legal requirement—is to pay the undisputed amount without waiting for the entire claim to be resolved.

A denial or limitation of coverage should identify the material facts, relevant policy provisions, reasoning and available review or complaint process. Merely quoting an exclusion without connecting it to the evidence is inadequate.

6. Investigation and Evidence Management

The purpose of investigation is to establish facts relevant to coverage, causation, liability, quantum and recovery. Investigation should be timely, impartial and proportionate to the claim’s complexity and value.

Possible activities include:

• interviewing insureds, claimants and witnesses;
• inspecting damaged property or accident locations;
• reviewing photographs, video, telematics or sensor data;
• obtaining medical, police, repair or financial records lawfully;
• engaging engineers, physicians, accountants or legal advisers;
• reconstructing events and testing competing explanations;
• verifying ownership, value, income or treatment; and
• preserving physical and digital evidence.

6.1 Evidence quality

Evidence should be assessed for relevance, authenticity, reliability, completeness and consistency. A contemporaneous independent record may carry more weight than an unsupported recollection, but no single category is automatically decisive.

Digital evidence requires attention to metadata, acquisition method, integrity and chain of custody. Original files should be preserved where possible. Material documents must not be altered or overwritten.

6.2 Fraud indicators and fair treatment

A fraud indicator is a reason for further inquiry, not proof of fraud. Examples include material inconsistencies, altered documents, suspicious timing or implausible loss circumstances. Investigations should avoid intimidation, unsupported allegations and discriminatory profiling.

A referral to a specialist investigation unit should follow defined criteria. The insurer must still consider exculpatory evidence and complete legitimate portions of the claim promptly.

7. Documentation and the Claim File

The claim file is both an operational record and evidence that the insurer fulfilled its obligations. A defensible file ordinarily contains:

• policy and coverage analysis;
• notification data and correspondence;
• contact notes and communication preferences;
• evidence received and its source;
• investigation plans and reports;
• reserve decisions and revisions;
• calculations, approvals and payment records;
• expert instructions and conflicts checks;
• recovery activity;
• complaints, escalation and review outcomes; and
• closure or reopening rationale.

Entries should be factual, dated, attributable and professionally written. Staff should distinguish observed facts from assumptions, opinions and unresolved allegations. Access controls, retention schedules and lawful deletion rules must apply to personal data.

A useful decision note answers four questions: What is known? What remains uncertain? What decision was made? Why was it reasonable on the available evidence?

8. Evaluation and Settlement Calculation

Claim evaluation determines the amount contractually payable. Depending on the product, valuation may use repair cost, replacement cost, actual cash value, agreed value, medical expense, lost income, statutory benefits, mortality benefits or legally assessed damages.

8.1 Simplified indemnity calculation

Under a simplified arrangement in which the deductible and coordinated benefits are subtracted before application of one policy limit, the final additional payment may be represented as:

where:

• S_final = final additional settlement payable, in currency units;
• C = verified covered loss before the listed deductions, in currency units;
• D = applicable deductible, in currency units;
• B = benefits or offsets contractually deducted before the limit, in currency units;
• L = applicable policy limit, in currency units; and
• P = prior payments credited against the same entitlement, in currency units.

The inner floor prevents deductions from creating negative entitlement. The outer floor prevents prior payments greater than current entitlement from producing a negative payment. A possible overpayment is handled separately under applicable law and recovery policy; it is not recorded as a negative settlement.

This formula applies only when the policy and governing law prescribe the stated ordering. Some contracts apply deductibles after limits, contain sublimits, coinsurance, reinstatements, aggregate limits, taxes or multiple coverage sections. Their wording must govern.

Worked Example 1: Final property settlement

A covered property loss is verified at $112,000. The deductible is $5,000, another contractually coordinated benefit is $7,000, the policy limit is $100,000, and the insurer has already paid $30,000.

The net loss before the limit is $100,000. Applying the $100,000 limit leaves total entitlement of $100,000. Therefore:

The final additional payment is $70,000.

If prior payments had instead been $105,000, the formula would produce max(0, 100,000 − 105,000) = 0, not −$5,000.

8.2 Settlement methods

Claims may be resolved through:

• direct payment to the insured or beneficiary;
• payment to a repairer, provider or mortgagee;
• replacement or reinstatement;
• partial or interim payment;
• negotiated settlement;
• structured settlement;
• mediation, arbitration or litigation; or
• denial with reasons and review rights.

A release should be used only where legally appropriate, clearly drafted and voluntarily accepted. Claimants should not be pressured to settle before the extent of loss is reasonably known.

9. Reserving and Financial Control

A case reserve is the current estimate of the unpaid cost of an individual reported claim. It is not a negotiating target or the maximum amount an adjuster is willing to pay. It should reflect the expected ultimate obligation on the available information, subject to accounting and regulatory rules.

For a simplified claim with no separately modeled future claim expenses:

where R_outstanding is the outstanding case reserve, U is estimated ultimate gross claim cost, and P is gross claim payments made to date. All variables use the same currency and valuation basis.

The corresponding incurred amount is:

Recoverables from reinsurers or third parties are commonly estimated and reported separately rather than silently netted against the gross claim reserve. Claim-handling expenses may also require a separate reserve under the applicable accounting framework.

Where discrete outcomes and reliable probabilities can be estimated, an expected-value estimate is:

Here, p_i is the probability of outcome i, u_i is its ultimate cost, and ∑p_i = 1. Expected value is not automatically appropriate for every legal or accounting purpose; scenario quality, skewness, discounting requirements and applicable standards must be considered.

Worked Example 2: Scenario-based reserve

An adjuster estimates three possible ultimate gross costs:

If $20,000 has already been paid:

The estimated outstanding reserve is $69,250. It should be revised when medical evidence, liability assessments or settlement information changes.

Poor reserving can distort profitability, solvency monitoring, pricing and reinsurance decisions. Reserve changes should therefore be supported by documented information rather than delayed to manage reported financial results.

10. Payment Operations

Payment control converts an approved decision into a secure transfer of value. It requires:

• confirmation of payee identity and legal entitlement;
• validation of bank or provider details;
• segregation between assessment, approval and disbursement where practical;
• authority-limit checks;
• duplicate-payment detection;
• sanctions and anti-money-laundering controls where applicable;
• tax or withholding treatment where required; and
• reconciliation with the claim ledger and bank records.

Changes to payment instructions are a major fraud risk. Independent verification through a trusted contact channel is preferable to relying solely on an email requesting changed bank details.

The settlement communication should explain the amount, calculation, deductions, payment method, effect on remaining limits and any unresolved claim components.

11. Recoveries

Recovery activity reduces the insurer’s net loss where another party or asset bears part of the economic burden.

Subrogation permits an insurer that has indemnified an insured to exercise the insured’s rights against a responsible third party, subject to applicable law and policy terms.

Contribution allocates loss among insurers covering the same interest and risk where legal requirements are satisfied.

Salvage is the residual value of damaged property over which the insurer acquires lawful rights after settlement.

Reinsurance recovery is reimbursement from a reinsurer under the reinsurance contract. It does not ordinarily reduce the direct insurer’s obligation to its policyholder.

Recovery prospects should be identified early because evidence and legal limitation periods can be lost. Recovery activity must not prejudice the insured’s remaining rights. The distribution of recovered funds—including deductible reimbursement—depends on governing law, policy wording and recovery costs.

12. Closure and Reopening

A claim should be closed only when:

• coverage and liability decisions are complete;
• authorized payments have been issued and reconciled;
• required communications have been delivered;
• recovery potential has been resolved, transferred or diarized appropriately;
• outstanding tasks and reserves have been cleared or justified; and
• the closure reason is documented.

Administrative closure is not necessarily permanent. Reopening may be justified by newly discovered damage, delayed medical development, litigation, returned payment, corrected information, recovery proceeds or a successful complaint. The reopened file should retain its original history, record the reason and date, restore appropriate reserves and receive a new action plan.

Organizations should monitor repeated closure and reopening. High reopening rates may indicate premature closure, poor initial investigation or system-generated housekeeping rather than genuine resolution.

13. Service Operations and Performance Management

Claims operations must control both workflow quality and customer experience. Common service standards include acknowledgement time, contact frequency, document-review time, reserve-review intervals and decision deadlines.

13.1 Key performance measures

Service-level compliance may be calculated as:

The numerator and denominator must use the same task definition and measurement period. Paused time, catastrophe exceptions and reopened tasks require predetermined rules to prevent manipulation.

13.2 Capacity and queues

When arrival and completion rates become unbalanced, claim inventories grow. Under stable, long-run conditions, Little’s Law states:

where N is the average number of claims in the system, λ is average throughput per unit of time, and W is average time in the system. The relationship requires consistent boundaries and a stable observation period in which average inflow approximately equals average outflow.

For example, if an operation completes an average of 200 claims per working day and claims spend an average of 15 working days in the system, average work in progress is 200 × 15 = 3,000 claims.

Managers should not improve apparent speed by closing claims prematurely or neglecting complex cases. Balanced performance management combines timeliness, accuracy, customer outcomes, reserve quality and employee conduct.

13.3 Catastrophe operations

Catastrophes create sudden claim surges and infrastructure disruption. Effective response requires event coding, scalable staffing, mobile inspection, emergency payments, vendor controls, consistent coverage guidance and special assistance for vulnerable policyholders. Temporary simplification should reduce unnecessary friction without abandoning fraud, privacy or payment controls.

14. Governance, Ethics and Regulation

Claims personnel exercise informational and financial power over people who may be injured, bereaved or economically vulnerable. Ethical claims management requires honesty, competence, empathy, consistency and respect.

Core governance principles include:

• documented authorities and escalation paths;
• segregation of incompatible duties;
• independent quality assurance;
• complaint and appeal mechanisms;
• conflicts-of-interest controls for employees and experts;
• monitoring of outsourced adjusters and providers;
• protection of medical and financial information;
• retention of decision evidence and audit logs; and
• board and senior-management oversight of material conduct risks.

Regulatory requirements vary by jurisdiction, but commonly address prompt acknowledgement, fair investigation, payment deadlines, reasons for denial, complaint handling, privacy, anti-fraud conduct, sanctions and unfair claims practices. Internal service targets do not replace statutory deadlines.

An insurer must not manipulate reserves, delay valid payments to improve cash flow, exploit claimant misunderstanding or offer materially inconsistent settlements without legitimate reasons. Ex gratia payments should be authorized, recorded and distinguished from contractual liability.

15. Technology, Analytics and Artificial Intelligence

Modern claims systems integrate digital FNOL, workflow engines, document management, image analysis, payment platforms, telematics and customer portals. Properly designed technology can reduce duplication, identify urgent cases and provide real-time status information.

AI may assist with document classification, damage estimation, triage, reserve recommendations, fraud-indicator detection and communication drafting. However, AI output is evidence or decision support—not an unquestionable conclusion.

Principal risks include:

• biased training data or proxy discrimination;
• inaccurate extraction from complex documents;
• weak explainability;
• automation bias among employees;
• cybersecurity and privacy breaches;
• model drift after claim patterns change; and
• fabricated or inappropriate automated communications.

Controls should include validated data, access restrictions, performance testing, bias assessment, human review for consequential decisions, override monitoring, version control and clear accountability. Claimants should have an accessible route to challenge automated outcomes.

Contemporary development is moving toward “human-in-the-loop” claims handling: routine administrative tasks are automated while professionals retain responsibility for coverage interpretation, vulnerability, contested evidence and high-impact decisions.

16. Illustrative Case: Meridian Mutual Storm Claim

Background

This fictional case concerns Meridian Mutual, which insured a small food-processing business. A severe storm damaged the roof, machinery and stored ingredients. The policy contained a $250,000 property limit, a $10,000 deductible and a separate business-interruption section.

Problem

The insured reported the claim two days after the storm. Water continued entering the building, payroll was due, and production had stopped. Initial photographs suggested major damage. The file also contained a possible subrogation issue because a contractor had recently installed the roof.

Analysis

The claims team registered the event under the catastrophe code and assigned a commercial-property adjuster. Triage identified urgent mitigation, business interruption, specialist engineering and recovery potential.

Coverage review confirmed that the policy was active and storm damage was an insured peril. However, deterioration predating the storm was excluded. The adjuster therefore avoided promising payment for all roof work before the engineering inspection.

The insurer authorized emergency tarpaulins and water extraction. It made an interim payment for undisputed machinery cleaning after verifying invoices. The engineer concluded that the storm caused part of the roof failure, while some membrane deterioration was pre-existing. Stock records and disposal certificates supported the quantity of spoiled ingredients.

The initial case reserve of $90,000 was increased to $185,000 when machinery damage and interruption duration became clearer. Reserve notes identified the evidence driving the change. The insurer preserved roof samples, notified the contractor and diarized the limitation period.

Approach and Solution

Meridian separated the loss into covered storm damage, excluded deterioration and business-interruption expenses. It provided the insured with a written calculation and explanation. Undisputed amounts were paid before the interruption claim was finalized. Payment details were independently verified after the insured requested a change of bank account.

After settlement, the insurer pursued the roofing contractor. The claim remained operationally open until the immediate payments were reconciled, then the recovery component was transferred to a specialist team under documented controls. The insured was told that the recovery process would not delay contractual payments.

Outcome

The insured resumed partial production within three weeks. The property and interruption claims were settled without litigation. A later expert report produced additional contractor recovery, and the insurer reopened the file solely to record and allocate the recovery according to applicable rules.

Learning Points

• Urgent mitigation can proceed while full coverage investigation continues.
• Partial payment protects the policyholder without conceding disputed items.
• Reserves should respond promptly to new evidence.
• Early evidence preservation protects subrogation rights.
• Closure and reopening must preserve an auditable history.
• Clear explanations reduce disputes even when part of a claim is excluded.

17. Operational Challenges and Best Practices

Claims managers commonly face incomplete information, volatile claim severity, catastrophe surges, medical uncertainty, legal delay, fraud risk, vendor dependence and competing performance targets. No model eliminates professional judgment.

Best practice includes early claimant contact, issue-based investigation plans, proportionate evidence requests, regular reserve review, prompt undisputed payments, plain-language communication, controlled payment changes, early recovery identification and documented closure criteria.

Continuous improvement should use complaint themes, reopened-file analysis, quality reviews and customer research. Metrics must be interpreted carefully: a short average cycle time may conceal abandoned claimants, while high investigation expenditure may or may not produce better outcomes. Effective operations optimize the entire service system rather than a single numerical target.

Chapter Summary

Claims management delivers the insurer’s contractual promise through an integrated service, evidentiary and financial process. Notification captures the event, registration creates the controlled record, and triage assigns priority and expertise. Coverage verification applies policy wording and law without prematurely admitting liability. Investigation establishes relevant facts through proportionate and impartial evidence gathering.

Accurate evaluation requires correct treatment of covered loss, deductions, limits and prior payments. The final additional payment must never become negative; potential overpayments are handled separately. Case reserves represent current estimates of unpaid ultimate cost and must be revised as evidence changes. Secure payment controls, early recovery action and disciplined closure protect both policyholders and insurers.

Service standards should balance timeliness with accuracy, fairness and quality. Governance, privacy, regulatory compliance and ethical conduct apply throughout the claim life cycle. Technology and AI can improve workflow, but consequential decisions require validation, explainability, accountability and meaningful human oversight.

Key Terms

First notification of loss (FNOL): The insurer’s first receipt of information about an event that may produce a claim.

Registration: Creation of a controlled claim record linked to the correct policy and event.

Triage: Classification and prioritization of claims for an appropriate handling path.

Coverage verification: Assessment of whether and to what extent a policy responds to a loss.

Indemnity: Restoration of the insured’s financial position, subject to the policy, without unjust enrichment.

Deductible: The portion of covered loss borne by the insured under the contract.

Investigation: Proportionate collection and evaluation of facts relevant to coverage, liability and amount.

Quantum: The monetary amount of loss or damages established for claim purposes.

Case reserve: Current estimate of the unpaid cost of an individual reported claim.

Ultimate claim cost: Estimated total claim cost when all claim obligations have been resolved.

Interim payment: Payment of an established portion before final claim resolution.

Subrogation: Exercise by an indemnifying insurer of the insured’s rights against a responsible third party.

Contribution: Allocation of a covered loss among insurers liable for the same risk.

Salvage: Residual value of damaged property in which the insurer obtains lawful rights.

Claims leakage: Avoidable claim cost arising from error, weak control or missed recovery.

Service standard: Defined expectation for the timing or quality of a claims activity.

Straight-through processing: Automated handling of eligible claims with limited manual intervention.

Reopening: Restoration of a closed claim to active status because further action is justified.

Review Questions

Short Answer Questions

1. Distinguish claim notification from claim registration.
2. What is the purpose of claims triage?
3. Why should a fraud indicator not be treated as proof of fraud?
4. What information should support a reserve revision?
5. Identify four conditions that should normally be satisfied before claim closure.

Long Answer Questions

1. Explain the complete claims management life cycle and the controls required at each stage.
2. Discuss how an insurer can balance prompt settlement with proportionate investigation.
3. Examine the operational and ethical importance of clear coverage communications.
4. Explain the roles of case reserving, payment control and recovery management in financial governance.
5. Evaluate the benefits and risks of AI-supported claims management.

Analytical / Application Questions

1. A claimant submits inconsistent repair invoices, but emergency accommodation expenses are undisputed. Design a fair investigation and payment approach.
2. Analyze how a claims manager should respond when inventories and cycle times rise sharply after a catastrophe.
3. A closed liability claim receives new medical evidence and a court notice. Explain the reopening, reserving, documentation and escalation actions required.

Multiple Choice Questions with Answers

Question 1

Which statement best distinguishes notification from registration?

A. Notification determines liability, while registration determines damages.

B. Notification reports a potential loss, while registration creates the controlled claim record.

C. Notification closes the claim, while registration reopens it.

D. Notification is performed only by brokers, while registration is performed only by regulators.

Correct Answer: B. Notification reports a potential loss, while registration creates the controlled claim record.

Question 2

What is the primary purpose of claims triage?

A. To make every final coverage decision immediately

B. To calculate the insurer’s annual premium income

C. To assign an appropriate priority, handling path and level of expertise

D. To deny claims displaying any unusual feature

Correct Answer: C. To assign an appropriate priority, handling path and level of expertise

Question 3

Under the simplified formula S_final = max(0, min(L, max(0, C − D − B)) − P), let C = $80,000, D = $5,000, B = $10,000, L = $70,000 and P = $20,000. What is the final additional payment?

A. $35,000

B. $45,000

C. $50,000

D. $65,000

Correct Answer: B. $45,000

Question 4

Why does the settlement formula include an outer floor of zero?

A. To ensure the deductible is always refunded

B. To ensure the policy limit is ignored

C. To prevent prior payments from producing a negative additional payment

D. To convert every claim into a total loss

Correct Answer: C. To prevent prior payments from producing a negative additional payment

Question 5

An expected ultimate claim cost is $89,250 and gross payments to date are $20,000. Using R_outstanding = max(0, U − P), what is the outstanding reserve?

A. $20,000

B. $69,250

C. $89,250

D. $109,250

Correct Answer: B. $69,250

Question 6

Which practice provides the strongest control over a request to change payment bank details?

A. Accepting the request automatically if it arrives by email

B. Deleting the original payment instruction

C. Verifying the change independently through a trusted contact channel

D. Paying both the old and new accounts

Correct Answer: C. Verifying the change independently through a trusted contact channel

Question 7

Which recovery mechanism allows an indemnifying insurer to exercise the insured’s rights against a responsible third party?

A. Salvage

B. Subrogation

C. Deductible

D. Triage

Correct Answer: B. Subrogation

Question 8

Under stable long-run conditions, a claims operation completes 200 claims per day and average time in the system is 15 working days. According to N = λW, what is average work in progress?

A. 13 claims

B. 215 claims

C. 3,000 claims

D. 30,000 claims

Correct Answer: C. 3,000 claims

Question 9

Which event most clearly justifies reopening a closed claim?

A. The claim file has reached its routine archive date.

B. A manager wants to reduce the reported closure rate.

C. New material medical evidence and litigation documents are received.

D. The original claim number is difficult to remember.

Correct Answer: C. New material medical evidence and litigation documents are received.

Question 10

Which control is most appropriate for consequential AI-supported claims decisions?

A. Removing all human review and appeal rights

B. Treating every model output as conclusive evidence

C. Using validated models, human oversight and an accessible challenge process

D. Allowing the model to modify policy wording

Correct Answer: C. Using validated models, human oversight and an accessible challenge process