12. Insurance Distribution, Strategy and Performance

Introduction and Context

Insurance distribution is the organized process through which insurance products are designed, presented, sold, serviced, renewed, and, where necessary, supported during claims. It connects the insurer’s risk-bearing capacity with customers who seek financial protection. Distribution is therefore more than a sales activity. It influences product design, pricing, customer experience, operating cost, regulatory compliance, persistency, claims communication, and ultimately the profitability and reputation of the insurer.

Historically, insurance distribution depended heavily on individual agents and physical branch networks. The growth of brokers, bancassurance, corporate agencies, affinity arrangements, direct marketing, comparison platforms, mobile applications, and embedded insurance has created a more complex distribution environment. Customers may discover a product through a digital advertisement, compare alternatives online, seek advice from a broker, purchase through a bank, and use a mobile application for servicing. Insurers must consequently manage channels as an integrated strategic portfolio rather than as isolated sales outlets.

At postgraduate level, distribution should be examined through three connected questions. First, which channel is appropriate for a particular customer, product, and risk? Second, how should the insurer compete and allocate resources across channels? Third, how can management determine whether growth is creating sustainable value? These questions require analysis of customer segmentation, channel economics, portfolio profitability, performance measurement, governance, and strategic choice.

Learning Objectives

After studying this chapter, students should be able to:

1. Explain the structure and strategic role of major insurance distribution channels.

2. Distinguish the functions, economics, and responsibilities of agents, brokers, bancassurance partners, direct channels, and digital platforms.

3. Apply frameworks for channel selection, customer segmentation, competitive strategy, and product-channel fit.

4. Analyse portfolio profitability using revenue, cost, risk, retention, and capital-related measures.

5. Design balanced key performance indicators for distribution and customer value.

6. Evaluate strategic growth alternatives, including their risks, governance requirements, and ethical implications.

7. Use digital tools and analytics responsibly in insurance distribution decisions.

Distribution as a Strategic Capability

A distribution channel performs several functions simultaneously. It creates awareness, identifies prospects, explains coverage, collects information, facilitates underwriting, receives premiums, services policies, and supports renewal and claims communication. In commercial insurance, intermediaries may also interpret complex exposures, negotiate terms, and coordinate several insurers. In personal insurance, channel convenience and trust can be as important as technical coverage.

The strategic value of a channel depends on its ability to create customer value at an acceptable total cost and risk. A channel with high sales volume may be unattractive if it generates poor-quality business, excessive cancellations, frequent complaints, or adverse selection. Conversely, a smaller advisory channel may be highly valuable where products are complex and customer education is essential.

A useful concept is channel contribution. It can be expressed conceptually as:

Channel contribution = earned revenue – claims and benefits – distribution costs – servicing costs – allocated operating costs – cost of capital and risk adjustments.

The calculation must be interpreted carefully. Commissions, incentives, acquisition expenses, technology costs, partner fees, customer support, fraud losses, and the cost of maintaining regulatory controls may all vary by channel. Apparent sales efficiency is not the same as economic profitability.

Direct and indirect distribution

A direct channel is controlled primarily by the insurer and includes branches, call centres, websites, mobile applications, and insurer-owned sales teams. An indirect channel uses an intermediary or partner, such as an agent, broker, bank, retailer, automobile dealer, employer, or digital marketplace. The distinction is not absolute: many insurers operate hybrid journeys in which customers move between direct and indirect touchpoints.

Direct distribution may provide greater control over customer data, pricing presentation, service standards, and brand experience. It may also reduce explicit commissions. However, the insurer must bear investment in marketing, technology, advice, service infrastructure, and customer acquisition. Indirect distribution can provide trust, reach, local knowledge, and lower fixed infrastructure requirements, but it creates dependency, remuneration costs, conduct risks, and potential conflicts of interest.

Major Distribution Channels and Their Strategic Logic

Agents

Agents generally represent one insurer or a limited group of insurers, depending on the legal and regulatory framework. They are particularly important in life, health, agricultural, small-business, and personal-lines markets where customers value explanation and personal relationships. An agent can assess basic needs, assist with proposal completion, explain exclusions, collect documents, and maintain contact at renewal.

The agent channel is relationship-intensive. Its strengths include local presence, trust, prospecting capability, and support for products that require advice. Its weaknesses may include inconsistent advice, variable training, high dependence on individual producers, mis-selling incentives, and limited geographical scalability. Agent productivity should not be assessed merely by new policies. Persistency, complaint ratios, suitability, premium collection quality, claims-related service, and customer retention are equally relevant.

Brokers

Brokers typically act on behalf of clients, although their legal duties and remuneration arrangements differ across jurisdictions. They may analyse risks, obtain quotations, compare coverage, advise on programme design, negotiate terms, place reinsurance or commercial insurance, and assist with claims. Brokers are particularly influential in large commercial, specialty, marine, aviation, construction, cyber, and multinational risks.

Broker distribution can improve market access and technical quality, but it may increase acquisition costs and create concentration risk if a few brokers control a large volume of business. Insurers should monitor delegated authority, data quality, remuneration transparency, conflicts of interest, and the quality of risk information submitted by brokers. A broker’s ability to place business efficiently should not substitute for the insurer’s own underwriting judgement.

Bancassurance

Bancassurance involves the distribution of insurance through a bank or financial institution. The bank contributes customer access, transactional data, branch and digital infrastructure, and an established relationship. The insurer contributes product manufacturing, underwriting, claims capability, and technical expertise. Bancassurance is especially common in life, credit-related, savings-linked, health, and personal insurance.

The model may be based on referral, corporate agency, joint venture, or a deeper strategic partnership. Its economic attraction lies in shared infrastructure and the possibility of offering protection at moments such as account opening, mortgage origination, salary payment, or loan approval. Nevertheless, customers may perceive bundled insurance as compulsory, and sales staff may lack the expertise to explain exclusions or suitability. Strong consent, disclosure, remuneration, training, complaint handling, and data-use controls are essential.

Direct channels

Direct channels include insurer-owned branches, telephone sales, websites, and mobile applications. They are useful for relatively standardised products with transparent coverage and straightforward underwriting, such as travel, motor, simple property, and some term-life products. Direct channels can provide rapid quotation, immediate documentation, automated payments, and continuous service availability.

The apparent low cost of direct distribution can be misleading. Digital advertising, search acquisition, price comparison fees, call-centre operations, fraud controls, identity verification, cybersecurity, and technology maintenance may be substantial. Direct channels also need mechanisms for escalation when customers require advice or when a risk is complex.

Digital marketplaces and embedded insurance

Digital marketplaces allow customers to compare or purchase products through platforms that may not be owned by the insurer. Embedded insurance integrates protection into a non-insurance transaction, such as travel booking, vehicle purchase, online payment, equipment leasing, or a digital business platform. Embedded distribution can reduce friction and reach customers at a relevant moment, but it may make insurance less visible. Customers may accept cover without understanding its scope, limits, deductibles, or cancellation rules.

The insurer must therefore examine not only conversion but also informed consent, claims usability, coverage adequacy, data ownership, platform dependency, and the risk that the host platform’s incentives dominate the customer’s interests.

Customer Segmentation and Product–Channel Fit

Effective distribution begins with understanding customers rather than selecting a channel first. Segmentation may use demographic, geographic, behavioural, psychographic, needs-based, and value-based variables. In insurance, needs-based segmentation is often more useful than age or income alone. Relevant needs include protection of dependants, health expenditure management, income replacement, asset protection, liability transfer, business continuity, and accumulation or retirement planning.

A practical segmentation framework considers four dimensions:

• Need complexity: whether the customer can understand and select the product without advice.
• Risk complexity: whether underwriting requires specialist information or professional judgement.
• Customer value: expected lifetime value after claims, expenses, capital, and service costs.
• Preferred interaction: the customer’s willingness to use digital, assisted, branch, or specialist channels.

Product–channel fit exists when the channel can communicate the product accurately, underwrite it appropriately, and service it economically. A simple travel policy may be suitable for self-service purchase. A complex business-interruption policy may require a broker and specialist underwriting. A retirement product may need regulated advice because the consequences of unsuitable selection are significant.

Customer lifetime value is more informative than a single transaction. A simplified expression is:

CLV = present value of expected future contribution margins – acquisition and servicing costs.

The estimate should incorporate renewal probability, cross-sell potential, lapse risk, claims experience, payment behaviour, and the cost of capital. However, value-based segmentation must not produce unfair exclusion, discriminatory pricing, or inferior treatment of vulnerable customers.

Competitive Strategy in Insurance Distribution

Competition in insurance can be based on price, coverage, service, trust, speed, convenience, specialist expertise, claims performance, or ecosystem access. A firm that competes only on price may attract highly price-sensitive customers and create margin pressure. A firm that competes through advice and claims quality may sustain stronger relationships but incur higher distribution and service costs.

A useful strategic lens is the channel-positioning matrix, which compares channels by customer reach and advisory intensity. High-reach, low-advice channels are appropriate for standardised products. Low-reach, high-advice channels may be suitable for complex or specialist risks. High-reach, high-advice models can be attractive but usually require significant technology, training, and operating investment.

Another useful approach is the three-fit test:

1. Customer fit: Does the channel match the customer’s needs, capability, and preferred journey?

2. Operational fit: Can the insurer deliver underwriting, policy administration, service, and claims reliably through the channel?

3. Economic fit: Does the channel generate risk-adjusted value after all direct and indirect costs?

Strategic choices may include deepening an existing channel, adding a new channel, partnering with an ecosystem, acquiring distribution capability, or rationalising underperforming channels. A multi-channel strategy should not mean offering every product everywhere. It should define the role of each channel and manage possible conflict between them.

Product Design, Pricing, and Distribution Alignment

Distribution strategy and product design are interdependent. Products sold through advice-based channels may contain greater flexibility, optional benefits, or tailored limits. Digital products generally require clear wording, modular options, simplified questionnaires, automated eligibility rules, and efficient payment and cancellation processes.

Product governance should test whether the target market is clearly defined, whether the product provides meaningful value, whether remuneration encourages suitable sales, and whether claims conditions are understandable. Pricing must reflect not only expected claims but also acquisition expense, commission, servicing, fraud, reinsurance, capital, and channel-specific operational costs.

A product that appears profitable before distribution costs may be unprofitable after commission and servicing. Similarly, a low-premium digital product may generate high complaint and fraud costs if customer verification is weak. Product approval committees should therefore include distribution, underwriting, claims, compliance, customer experience, actuarial, technology, and finance perspectives.

Measuring Performance: From Volume to Value

Performance management requires a balanced set of indicators. No single measure captures distribution quality. Volume indicators are useful for monitoring growth, but they must be linked to customer, risk, and financial outcomes.

Sales and productivity indicators

Typical measures include new business premium, number of policies, quote-to-bind ratio, average premium, sales per producer, cost per acquisition, channel share, and time to issue. These measures show activity and efficiency but do not reveal whether the business is profitable or suitable.

Retention and customer indicators

Persistency, renewal rate, lapse rate, cancellation rate, complaint frequency, complaint resolution time, customer effort, and satisfaction measures indicate relationship quality. In life insurance, persistency is particularly important because early lapses can prevent recovery of acquisition costs. In general insurance, retention must be interpreted alongside claims frequency, rate adequacy, and changes in risk exposure.

Underwriting and claims indicators

Loss ratio, claim frequency, claim severity, underwriting profit, fraud rate, referral rate, claims settlement time, repudiation or denial patterns, and reserve development help assess the quality of the portfolio. A channel with excellent sales growth but deteriorating loss experience may be expanding through weak selection or inadequate pricing.

Financial and strategic indicators

Relevant measures include expense ratio, combined ratio for applicable non-life portfolios, contribution margin, return on capital, economic value added, customer lifetime value, channel profitability, cross-sell rate, and payback period. The combined ratio is commonly expressed as loss ratio plus expense ratio; a value below 100 per cent generally indicates underwriting profit before investment income, subject to accounting and measurement conventions.

Conduct and control indicators

Mis-selling complaints, unsuitable sales, disclosure completion, policy-free-look cancellations, unresolved grievances, regulatory breaches, data incidents, unauthorised discounts, and incentive exceptions should be included in management dashboards. A channel that reaches targets by creating conduct risk is not performing well.

A balanced distribution scorecard can group indicators under five perspectives: financial value, customer outcomes, operational effectiveness, risk and conduct, and capability development. Weights should reflect strategy. For example, a growth phase may assign greater weight to reach and activation, while a remediation phase should prioritise suitability, complaints, persistency, and control effectiveness.

Portfolio Profitability and Strategic Growth Decisions

Portfolio analysis examines performance by product, segment, geography, channel, intermediary, cohort, and customer tenure. Aggregated company results can hide major cross-subsidies. A product may appear profitable overall because strong broker business offsets losses from a direct segment. Cohort analysis can reveal that policies acquired during a promotional campaign have weak renewal and poor claims performance.

Managers should distinguish between growth that expands economic value and growth that merely increases accounting volume. Before approving expansion, they should ask:

• Is the target segment adequately understood and accessible?
• Is the price sufficient for expected claims, expenses, capital, and uncertainty?
• Can the channel deliver compliant advice and service at scale?
• What is the expected retention and lifetime value?
• Does growth increase concentration, catastrophe, operational, or reputational risk?
• Are technology and claims capacities sufficient?

Strategic options include organic growth, selective price and product refinement, cross-selling to existing customers, geographic expansion, partnerships, digital acquisition, specialist niches, and portfolio remediation. Each option has different requirements. Cross-selling may have lower acquisition cost but risks customer fatigue and unsuitable bundling. New geographic markets may provide diversification but require local expertise and regulatory adaptation. Digital expansion may improve reach but intensify price competition and fraud exposure.

Technology, Data, Automation, and AI

Digital distribution uses customer relationship management systems, application programming interfaces, automated quotation engines, electronic identity verification, robotic process automation, cloud platforms, predictive analytics, and conversational interfaces. These tools can reduce processing time, identify sales opportunities, detect inconsistent applications, and personalise communication.

Analytics can support propensity modelling, next-best-action recommendations, churn prediction, lead scoring, channel attribution, and fraud detection. However, predictive accuracy does not establish fairness or suitability. Models may reproduce historical bias, use inappropriate proxies, or optimise conversion at the expense of customer welfare. Automated decisions should be explainable, monitored, tested for drift, and subject to human review where consequences are significant.

Data governance is central. Insurers and partners should define lawful collection, purpose limitation, access rights, retention, cybersecurity, data quality, vendor responsibility, and incident response. Digital convenience cannot justify opaque consent or excessive data collection. Algorithmic pricing and targeting should be assessed for discrimination, unintended exclusion, and regulatory compliance.

Governance, Ethics, and Professional Responsibility

Distribution creates recurring conflicts of interest. A producer may prefer a product with higher remuneration; a bank employee may be pressured to meet sales targets; a digital platform may prioritise conversion; and a broker may face competing incentives in placement or service. Governance should address these conflicts through transparent remuneration, suitability requirements, training, supervision, audit, complaint escalation, and consequences for misconduct.

Customers should receive clear information about benefits, exclusions, limitations, waiting periods, deductibles, renewals, cancellations, commissions where disclosure is required, and claims procedures. Vulnerable customers may need accessible language, additional explanation, assisted journeys, flexible communication, and safeguards against coercion. Claims service is part of distribution quality: promises made at sale must be consistent with the insurer’s ability to administer and settle claims fairly.

Common mistakes include rewarding only new sales, ignoring renewal economics, treating all digital customers as low-cost, allowing channel conflict to damage service, relying on incomplete partner data, and using customer segmentation as a justification for unfair treatment. Strategic governance requires independent challenge and regular review of outcomes, not merely compliance with initial procedures.

Illustrative Case Study: Meridian General Insurance’s Channel Rebalancing

Background

Meridian General Insurance, a fictional mid-sized insurer, sells motor and household insurance through agents, bank partners, brokers, branches, and its website. Its management has announced a growth objective, but profitability has weakened over three years.

Situation and problem

The website produces rapid policy growth at relatively low visible commission cost. However, digital policies show high cancellation during the first year, elevated payment failures, and a loss ratio materially above the company average. The bank channel has strong renewal but high commission and frequent complaints about bundled cover. Agents produce stable business and strong customer relationships, while a small group of brokers generates substantial commercial premium with volatile claims.

The initial management proposal is to shift most marketing expenditure to the website. The chief risk officer argues that this would amplify poor-quality growth and increase conduct and fraud risk.

Analysis

Meridian forms a cross-functional team and analyses performance by product, channel, acquisition cohort, customer tenure, and claim type. It finds that digital advertising has attracted customers primarily through price comparison. Quote conversion is high when discounts are offered, but renewal conversion is weak. Some customers do not understand deductibles and optional exclusions. The bank channel’s complaint rate is concentrated in loan-related sales where customers believed insurance was compulsory.

The team calculates channel contribution after claims, acquisition expenses, commissions, service contacts, payment failures, fraud losses, and capital allocation. Agents have higher acquisition cost than the website but superior persistency and lower complaint frequency. Brokers are profitable in selected commercial classes but loss-making in one construction segment because underwriting limits were not consistently applied.

Strategy and solution

Meridian does not abandon digital distribution. Instead, it adopts a differentiated channel strategy. Standard motor and household products receive simplified digital journeys with clearer coverage comparison, stronger identity verification, payment reminders, and an assisted-service option for complex questions. Discounts are reduced where they do not produce lifetime value.

The bank partner must revise sales scripts, separate loan approval from insurance consent, improve disclosures, and link remuneration partly to persistency and complaint outcomes. Agents receive training in needs analysis and digital lead follow-up. Broker authorities are narrowed in the loss-making construction segment, and referral rules are strengthened.

Management replaces the single sales target with a balanced scorecard covering contribution margin, renewal, complaints, claims quality, cancellation, compliance, and customer satisfaction. A monthly channel forum reviews emerging risks, while quarterly product governance reviews assess value and outcomes.

Outcome

After the first review cycle, management observes slower digital volume growth but improved first-year retention and fewer payment-related cancellations. Bank sales decline initially, but complaints fall after consent and disclosure changes. Agent productivity improves because digital leads are allocated according to customer needs. Broker growth is restricted in the problematic segment while profitable specialist business is retained.

Learning points

The case demonstrates that channels should be evaluated on risk-adjusted lifetime value rather than headline volume. It also shows that channel strategy must connect product design, remuneration, underwriting, customer outcomes, technology, and governance. Digital distribution is not automatically inexpensive or superior; its value depends on the quality of the entire operating model.

Current Developments and Emerging Strategic Issues

Several developments are reshaping distribution. Embedded insurance is expanding the number of non-insurance firms that influence customer access. Open insurance and application programming interfaces may improve portability and comparison but raise consent and cybersecurity questions. Ecosystem partnerships can combine insurance with mobility, health, payments, housing, and business services.

Generative AI may assist with proposal explanation, agent coaching, document summarisation, service triage, and complaint analysis. It should not be allowed to produce inaccurate coverage explanations or make unreviewed high-impact decisions. Human accountability, audit trails, testing, and controls over confidential information remain necessary.

The future is likely to be hybrid rather than exclusively digital. Customers may expect self-service for routine transactions and human expertise for complex, emotional, or high-value decisions. Successful insurers will design seamless transitions between channels and measure the total customer journey rather than awarding credit to a single touchpoint.

Best-Practice Principles for Managers

A sound distribution strategy generally follows these principles:

1. Begin with customer needs and product suitability, not channel fashion.

2. Define the strategic role and target segment of every channel.

3. Measure contribution after claims, acquisition, service, risk, and capital costs.

4. Balance growth indicators with retention, conduct, claims, and customer outcomes.

5. Align remuneration with sustainable value rather than only initial sales.

6. Govern partners through clear contracts, training, data standards, audit, and escalation.

7. Use technology to reduce friction while preserving explanation and human support.

8. Test models and segmentation for fairness, accuracy, transparency, and unintended effects.

9. Review portfolio performance by cohort, channel, product, and customer segment.

10. Treat claims and post-sale service as central components of distribution quality.

Chapter Summary

Insurance distribution is a strategic system connecting product design, customer access, underwriting, servicing, claims, economics, and governance. Agents provide relationship-based advice; brokers offer client representation and specialist placement; bancassurance combines banking access with insurance capability; direct channels provide control and convenience; and digital, marketplace, and embedded models create new forms of reach. Each channel involves trade-offs in cost, control, advice, scale, data, conduct, and dependency.

Effective strategy requires customer segmentation, product–channel fit, competitive positioning, and analysis of customer lifetime value. Performance should be assessed through a balanced scorecard covering sales, retention, claims, profitability, customer outcomes, operational capability, and conduct. Portfolio profitability must include acquisition, service, risk, capital, and partner costs rather than relying on volume or premium alone. Technology and AI can improve distribution, but they require robust data governance, model oversight, cybersecurity, transparency, and human accountability. Sustainable growth results from aligning customer value, risk selection, channel economics, ethical conduct, and organizational capability.

Key Terms

Bancassurance: Distribution of insurance products through a bank or other financial institution.

Broker: An intermediary that generally represents or advises clients in arranging insurance.

Channel contribution: Economic value generated by a distribution channel after relevant revenue, claims, expenses, risk, and capital costs.

Channel conflict: Tension arising when different distribution channels compete for customers, pricing authority, or remuneration.

Customer lifetime value: Present value of expected future customer contribution after acquisition and servicing costs.

Digital marketplace: An online platform that enables comparison, selection, or purchase of insurance products.

Embedded insurance: Insurance integrated into a non-insurance product, service, or transaction.

Expense ratio: Operating and acquisition expenses expressed relative to relevant premium, commonly earned premium in non-life insurance.

Loss ratio: Claims and related loss costs expressed relative to relevant premium.

Persistency: The extent to which policies remain active over time, especially relevant in life insurance.

Product–channel fit: Alignment between a product’s complexity and requirements and a channel’s ability to sell and service it appropriately.

Portfolio profitability: Profitability analysed for a defined group of policies, products, customers, or channels.

Quote-to-bind ratio: Proportion of quotations that result in completed policies.

Risk-adjusted value: Economic value assessed after considering uncertainty, claims risk, capital, and other risk costs.

Segmentation: Division of customers or markets into groups with meaningful differences in needs, behaviour, value, or risk.

Straight-through processing: Automated processing of a transaction with minimal manual intervention.

Underwriting profit: Profit from insurance operations before, or separately from, investment income, subject to accounting conventions.

Value-based remuneration: Compensation linked to sustainable outcomes such as retention, suitability, profitability, or customer experience rather than only initial sales.

Review Questions

Short Answer Questions

1. What is meant by channel contribution in insurance distribution?

2. State two strategic strengths and two risks of bancassurance.

3. Why is customer lifetime value more informative than first-year premium alone?

4. What is product–channel fit?

5. Identify four categories that may be included in a balanced distribution scorecard.

Long Answer Questions

1. Compare agents, brokers, bancassurance, direct channels, and embedded insurance in terms of reach, advice, cost, control, and risk.

2. Explain how customer segmentation should influence insurance product and channel decisions.

3. Discuss the relationship between distribution strategy, product design, pricing, and portfolio profitability.

4. Explain how an insurer can design a balanced performance-management system for distribution.

5. Analyse the governance and ethical issues associated with digital distribution and artificial intelligence.

Analytical / Application Questions

1. An insurer’s digital channel has high sales growth but poor retention, high payment failure, and an increasing loss ratio. Diagnose the likely causes and recommend a revised performance framework.

2. A bank partner sells credit-linked insurance with high volume but rising complaints that customers believed cover was compulsory. Design a corrective strategy covering product presentation, consent, remuneration, training, and monitoring.

3. A broker channel is profitable overall but contains one rapidly growing commercial segment with volatile claims. Explain how portfolio, cohort, underwriting, and channel analysis should guide the insurer’s growth decision.

22. Multiple Choice Questions with Answers

Question 1

Which measure best evaluates the economic quality of an insurance distribution channel?

A. Number of quotations generated

B. Gross policy count before cancellations

C. Risk-adjusted contribution after claims and channel costs

D. Advertising impressions

Correct Answer: C. Risk-adjusted contribution after claims and channel costs

Question 2

A complex business-interruption policy is most likely to require which channel characteristic?

A. High automation with no advice

B. High advisory intensity and specialist expertise

C. Lowest possible acquisition cost regardless of service

D. Mandatory purchase through a digital marketplace

Correct Answer: B. High advisory intensity and specialist expertise

Question 3

Why can a direct digital channel appear more profitable than it actually is?

A. It never incurs operating costs

B. Its visible commission may be low while marketing, technology, fraud, and service costs are excluded

C. Digital customers always have lower claims

D. Digital policies cannot be cancelled

Correct Answer: B. Its visible commission may be low while marketing, technology, fraud, and service costs are excluded

Question 4

Which finding most strongly indicates that sales growth is not sustainable?

A. Higher quote volumes with stable retention and claims

B. Lower acquisition cost with improving customer satisfaction

C. Rapid new business growth accompanied by poor persistency and worsening loss ratio

D. Increased use of electronic documents

Correct Answer: C. Rapid new business growth accompanied by poor persistency and worsening loss ratio

Question 5

What is the principal concern when a bank customer believes insurance is compulsory for obtaining a loan?

A. Insufficient market reach

B. A potential conduct, consent, and suitability failure

C. Excessive broker concentration

D. Low technology adoption

Correct Answer: B. A potential conduct, consent, and suitability failure

Question 6

Which item should normally be included in a balanced distribution scorecard?

A. Sales volume only

B. Advertising expenditure only

C. Customer outcomes, profitability, operational effectiveness, and conduct

D. Number of employees in the sales department only

Correct Answer: C. Customer outcomes, profitability, operational effectiveness, and conduct

Question 7

A product–channel fit assessment primarily asks whether:

A. The channel has the highest market share

B. The product can be communicated, underwritten, and serviced appropriately through the channel

C. The insurer can eliminate all intermediaries

D. The product has the lowest premium in the market

Correct Answer: B. The product can be communicated, underwritten, and serviced appropriately through the channel

Question 8

What is a major governance requirement when AI is used for insurance targeting or decision support?

A. Maximising conversion without human review

B. Avoiding all use of historical data

C. Testing for bias, monitoring model performance, and maintaining accountability

D. Allowing the platform provider to define all customer outcomes

Correct Answer: C. Testing for bias, monitoring model performance, and maintaining accountability

Question 9

Why should portfolio profitability be analysed by cohort and channel?

A. Aggregated results may hide cross-subsidies and poor-performing groups

B. Cohort analysis eliminates underwriting risk

C. Channel analysis makes claims unnecessary

D. It guarantees that every customer receives the same price

Correct Answer: A. Aggregated results may hide cross-subsidies and poor-performing groups

Question 10

Which strategic response is most appropriate when an agent channel has higher acquisition costs but stronger persistency and fewer complaints than a digital channel?

A. Close the agent channel immediately

B. Evaluate the agent channel using lifetime contribution rather than acquisition cost alone

C. Transfer all agent customers to the cheapest digital product

D. Measure only first-year policy count

Correct Answer: B. Evaluate the agent channel using lifetime contribution rather than acquisition cost alone