Asset Management & Wealth Management

Chapter 1
Asset and Wealth Management Foundations

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Asset Management & Wealth Management   •   Post Graduate Diploma

Asset and Wealth Management Foundations

Introduction and Context

Asset and wealth management are central activities in modern financial systems. They connect the owners of capital—individuals, families, institutions, governments and endowments—with investment opportunities in securities, real assets and privately negotiated transactions. The industry performs more than an investment-selection function. It also designs portfolios, administers funds, manages risk, provides advice, supports tax and estate planning, and helps clients meet long-term financial objectives.

The terms are often used interchangeably, but they describe different scopes of activity. Asset management generally refers to the professional management of investment portfolios or pooled funds. Wealth management is broader: it combines investment management with financial planning, tax-aware structuring, retirement planning, estate considerations, banking and, in some cases, family-governance services. Private banking typically provides an integrated banking and advisory relationship to high-net-worth clients. Investment banking primarily serves corporations, governments and institutional issuers through capital raising, mergers and acquisitions, securities underwriting and related advisory services.

Understanding these distinctions is essential for investment-banking professionals. Banks frequently operate across several of these businesses, creating opportunities for cross-selling but also creating conflicts of interest. A professional must therefore understand the industry’s participants, contractual relationships, fiduciary duties, investment mandates, asset classes, revenue models and regulatory responsibilities.

Learning Objectives

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

  1. Explain the structure and economic role of the asset and wealth management industry.
  2. Distinguish asset management, wealth management, private banking and investment banking.
  3. Identify major industry participants and describe their relationships.
  4. Interpret common terminology such as AUM, NAV, mandate, benchmark, suitability and fiduciary duty.
  5. Classify major asset classes and evaluate their principal characteristics.
  6. Explain common business and fee models.
  7. Analyse the responsibilities of investment managers, advisers, custodians and distributors.
  8. Recognise key governance, ethical, regulatory and technological issues.

1. The Economic Function of Asset and Wealth Management

Financial markets transfer savings to productive uses. Households may have surplus income, while corporations and governments may require capital for investment or public expenditure. Asset managers aggregate and invest savings, improve access to markets, diversify risk and provide professional monitoring. Wealth managers translate personal objectives into financial strategies and coordinate multiple providers.

The industry creates value through several functions:

  • Delegated investment management: Clients transfer decision-making authority to professionals within agreed limits.
  • Pooling and diversification: Mutual funds, exchange-traded funds, pension funds and alternative funds combine assets from many investors.
  • Research and security selection: Managers analyse issuers, industries, macroeconomic conditions and market prices.
  • Risk management: Portfolios are monitored for market, credit, liquidity, operational and concentration risks.
  • Administration: Custody, valuation, accounting, tax reporting and transaction settlement support the investment process.
  • Advice and planning: Wealth managers help clients connect investments with life goals, liabilities and intergenerational objectives.
  • Stewardship: Institutional investors may vote shares and engage with companies on governance, strategy and sustainability.

The value of professional management must be evaluated net of fees, taxes, transaction costs and risks. A portfolio that earns a high gross return may produce a disappointing client outcome if it is unsuitable, excessively costly or exposed to risks inconsistent with the client’s circumstances.

2. Industry Structure and Participants

The industry is an ecosystem rather than a single firm-client relationship. Its principal participants are shown below.

ParticipantPrincipal roleTypical client or counterparty
Asset managerManages portfolios and funds under a mandatePension funds, institutions, individuals
Wealth manager or adviserProvides holistic financial advice and planningIndividuals and families
Private bankCombines banking, credit, investment and advisory servicesHigh-net-worth and ultra-high-net-worth clients
Investment bankRaises capital and advises on strategic transactionsCorporations, governments, sponsors
Fund vehicleHolds pooled investor assets under legal documentationRetail and institutional investors
CustodianSafekeeps assets and processes settlementsFunds, managers, institutional owners
Fund administratorPerforms accounting, valuation and investor servicingFund managers and investors
Broker-dealerExecutes trades and may provide research or financingManagers and institutional clients
Distributor or platformMakes funds and products available to investorsAdvisers, banks, retail investors
RegulatorSupervises conduct, markets and prudential requirementsEntire financial system
Auditor and valuation agentTests financial reporting or values difficult assetsFunds and managers

A typical institutional investment involves a client setting a mandate, an asset manager making decisions, a broker executing trades, a custodian holding securities, an administrator calculating valuations, and an auditor reviewing financial statements. These functions may be performed by separate firms to strengthen independence and control.

The investment-management value chain

The value chain commonly includes product design, fundraising or distribution, portfolio construction, trading, custody, administration, reporting and client service. Integration can create efficiency and a consistent client experience, but it may also make conflicts less visible. For example, an affiliated broker may receive execution business from an affiliated asset manager. Governance must therefore address best execution, allocation of opportunities and disclosure of related-party arrangements.

3. Essential Terminology

Assets under management

Assets under management (AUM) are the market value of assets for which a firm provides investment management or advisory services. AUM may rise because of investment performance, client contributions or acquisitions, and fall because of market declines, withdrawals or transfers. Firms define AUM differently; therefore, published figures should be examined for scope, valuation date and inclusion of leverage or advisory-only assets.

Net asset value

For a pooled fund, net asset value (NAV) is generally calculated as assets minus liabilities. NAV per unit is:

NAV per unit = (Fair value of assets − liabilities) ÷ units outstanding

The formula assumes that assets and liabilities are measured consistently at the valuation time and that the number of units is accurately recorded. For illiquid or complex assets, valuation may involve models, independent appraisals or estimates rather than observable market prices.

Mandate and investment policy statement

An investment mandate is the authority and set of constraints under which a manager invests. An investment policy statement (IPS) is the document that records objectives, risk tolerance, time horizon, liquidity needs, permitted assets, prohibited activities, benchmark, rebalancing rules, reporting requirements and governance responsibilities.

Benchmark

A benchmark is a reference portfolio or index used to assess performance or risk. A benchmark should be investable or at least replicable, transparent, relevant to the mandate and specified in advance. Comparing a global equity portfolio with a short-term government-bond index would provide little useful information because the risks and opportunity sets differ.

Return, risk and volatility

Return is the gain or loss on an investment over a period, including income and price change. Volatility is a statistical measure of variation in returns; it is not identical to permanent loss, liquidity risk or credit risk. A professional assessment should consider multiple dimensions of risk rather than rely on volatility alone.

Suitability and appropriateness

Suitability concerns whether a recommendation is consistent with a client’s objectives, financial situation, knowledge, experience, capacity for loss and other relevant circumstances. Appropriateness generally concerns whether a client understands the risks of a product or transaction when advice is limited or absent. Exact legal standards vary by jurisdiction.

Fiduciary duty

A fiduciary is entrusted to act for another party and must meet duties such as loyalty, care, honesty, confidentiality and avoidance or proper management of conflicts. The precise legal standard depends on the jurisdiction, entity type and contractual relationship. Not every financial salesperson is a fiduciary merely because that person provides financial information.

4. Asset Classes and Investment Characteristics

Asset classes are groups of investments with broadly similar economic characteristics, risk drivers and legal structures. Classification is not absolute: a security may combine features of several classes.

Cash and cash equivalents

Cash, Treasury bills and similar instruments are generally liquid and relatively low in market-risk duration, but they remain exposed to inflation, reinvestment and, in some cases, issuer or bank risk. They are useful for liquidity management and capital preservation but may not sustain purchasing power over long periods.

Fixed income

Bonds represent lending to an issuer. Investors receive contractual coupons, principal repayment subject to creditworthiness and possible trading gains or losses. Key risks include interest-rate risk, credit or default risk, inflation risk, liquidity risk, reinvestment risk and currency risk.

Bond prices usually move inversely to yields, holding other factors constant. A bond with greater duration generally experiences a larger price change for a given yield change. This relationship is an approximation and becomes less accurate for large yield movements or securities with significant embedded options.

Equities

Equities represent ownership claims. Shareholders may benefit from dividends and capital appreciation but generally bear residual business risk. Equity returns are influenced by earnings, valuation multiples, interest rates, economic growth, industry structure, governance and investor sentiment.

Real assets

Real assets include property, infrastructure, commodities, natural resources and, in some classifications, intellectual property. They may provide inflation sensitivity, income or diversification, but often involve illiquidity, valuation uncertainty, operating complexity and substantial transaction costs.

Alternative investments

Alternatives include hedge funds, private equity, private credit, venture capital, real estate funds and other non-traditional strategies. They may offer access to illiquidity premia, specialist opportunities or non-linear payoffs. Their risks include leverage, lock-ups, complex fees, limited transparency, model risk and manager dependence.

Derivatives

Derivatives derive their value from an underlying asset, rate, index or event. Futures, forwards, options and swaps may be used for hedging, efficient exposure or speculation. They can reduce some risks but introduce counterparty, collateral, leverage, liquidity and model risks. A derivative position should be assessed by its economic exposure, not merely its initial cash outlay.

Asset classTypical return sourceImportant risksLiquidity tendency
CashInterest incomeInflation, reinvestmentHigh
BondsCoupon and price changeRate, credit, inflationMedium to high
EquitiesDividends and appreciationMarket and business riskUsually high for listed shares
Real assetsRent, operating income, appreciationValuation, operational, illiquidityLow to medium
Private marketsEnterprise value, credit spread, incomeIlliquidity, leverage, manager riskLow
DerivativesHedging or exposure payoffLeverage, counterparty, modelVaries

The most important principle is that asset-class labels do not substitute for risk analysis. Two private-credit funds may have materially different seniority, leverage, collateral, duration and liquidity profiles.

5. Distinguishing Related Businesses

Asset management

Asset management is the professional management of portfolios or pooled vehicles. Its core activities include research, asset allocation, security selection, portfolio construction, trading, risk oversight and performance reporting. Clients may grant discretionary authority, meaning the manager makes decisions within the mandate, or retain approval rights over transactions.

Revenue is commonly based on a percentage of AUM, performance fees, fund expenses or a combination. Scale can improve operating efficiency, but competition may compress fees. Active managers must demonstrate that research, implementation and stewardship justify costs relative to appropriate alternatives.

Wealth management

Wealth management is a client-centred, integrated service. It may include investment management, cash management, insurance, retirement planning, tax coordination, estate planning, philanthropy, family governance and credit. The central unit of analysis is the client’s balance sheet and objectives, not a single portfolio.

A wealth manager may use internal products, external managers, separately managed accounts, funds and structured investments. The quality of advice depends on accurate fact-finding, proper risk assessment, transparent compensation and continuing review as circumstances change.

Private banking

Private banking is a relationship-based service for affluent clients. It commonly combines deposit-taking, lending, foreign exchange, payments, custody, investment advice and wealth planning. Credit is a major differentiator: a private bank may provide mortgages, securities-backed lending or financing for business and real-estate needs.

Private banking and wealth management overlap, but private banking is usually more closely connected to a bank’s balance sheet and banking infrastructure. Lending can create conflicts if a client is encouraged to invest in products that support the bank’s financing objectives.

Investment banking

Investment banking serves issuers, sponsors, governments and institutional counterparties. Its principal activities include equity and debt underwriting, mergers and acquisitions, restructuring, financial advisory, capital-markets origination and sometimes sales and trading. Investment banking is transaction-oriented, whereas asset and wealth management are generally relationship- and portfolio-oriented.

The businesses can interact. An investment bank may originate securities that asset managers purchase, advise a company held in client portfolios, or distribute investment products to wealth clients. Information barriers, personal-account dealing controls, conflict management and research independence are therefore important.

DimensionAsset managementWealth managementPrivate bankingInvestment banking
Primary clientFund or institutional investorIndividual or familyHigh-net-worth clientCorporate, government or sponsor
Core outputManaged portfolioIntegrated financial planBanking and wealth relationshipTransaction or capital-market solution
Main revenueManagement and performance feesAdvisory, management and product feesNet interest, fees and investment revenueAdvisory and underwriting fees
Key time horizonMandate-dependentLife-cycle and intergenerationalRelationship-basedTransaction or strategic
Main conflict risksBenchmark, trading, valuationProduct bias, compensationLending and product conflictsUnderwriting, information and deal conflicts

6. Mandates, Portfolio Construction and Governance

An investment mandate converts objectives into operational rules. A pension fund may require long-term growth, inflation protection, liquidity for benefit payments and compliance with regulatory limits. A family may require capital preservation, lifestyle cash flow and intergenerational transfer. A foundation may require spending distributions while preserving purchasing power.

A sound mandate addresses:

  • return objective and whether it is nominal or real;
  • risk tolerance and maximum acceptable loss;
  • time horizon and liquidity schedule;
  • tax and legal constraints;
  • strategic asset allocation ranges;
  • permitted instruments and leverage;
  • currency policy;
  • benchmark and performance-measurement method;
  • responsible-investment or exclusion requirements;
  • delegation, reporting and review procedures.

Strategic asset allocation specifies long-term exposures. Tactical allocation permits measured deviations when supported by a defined process. Rebalancing restores exposures after market movements. A policy may use tolerance bands rather than calendar dates, but rebalancing must consider taxes, transaction costs and liquidity.

Performance should be evaluated in layers: absolute return, return relative to the benchmark, risk-adjusted results, attribution by asset allocation and security selection, costs, and achievement of the client’s real-world objective. A manager should not be rewarded for taking unrecognised risks or for benefiting from a benchmark that is poorly matched to the mandate.

7. Business Models and Economics

The main fee models are:

  1. AUM-based fee: A percentage of assets managed, often tiered by size.
  2. Advisory retainer: A fixed fee for planning and ongoing advice.
  3. Transaction commission: Compensation linked to trades or placements.
  4. Performance fee: Compensation linked to returns above a specified hurdle or high-water mark.
  5. Net interest income: Particularly important in private banking, where lending and deposits are central.
  6. Fund expense structure: Investors bear disclosed operating, administration, custody and distribution expenses.

AUM fees align revenue partly with client asset growth but may encourage asset gathering over service quality. Transaction commissions may encourage excessive trading. Performance fees can motivate risk-taking, especially if downside is not treated symmetrically. Transparent disclosure, appropriate benchmarks, clawbacks where relevant and strong oversight reduce these problems.

A high-water mark means performance fees are generally not charged again until a fund exceeds its previous fee-calculation peak, subject to the governing documents. Hurdles, crystallisation dates, loss carryforwards and redemption terms must be examined carefully.

8. Fiduciary Roles, Ethics and Regulation

The central ethical problem is the separation between the client’s interests and the firm’s commercial incentives. Common conflicts include proprietary products, soft-dollar arrangements, preferential allocation, personal trading, gifts, valuation discretion, revenue sharing, related-party transactions and conflicted research.

Good governance includes:

  • clear identification and disclosure of conflicts;
  • controls that prevent or mitigate conflicts rather than merely describing them;
  • fair allocation of trades and investment opportunities;
  • independent valuation of hard-to-price assets;
  • segregation of client assets from firm assets;
  • accurate, balanced performance reporting;
  • documented suitability and know-your-client procedures;
  • anti-money-laundering and sanctions controls;
  • data protection and cybersecurity;
  • complaint handling and whistle-blower protection;
  • periodic review of mandates and delegated providers.

Regulation varies by jurisdiction, but common themes are investor protection, market integrity, prudential resilience, transparency and prevention of financial crime. Professionals must distinguish legal minimums from ethical best practice. A disclosure may be legally required but insufficient if it is too complex for a reasonable client to understand.

9. Technology, Data and Artificial Intelligence

Technology supports portfolio accounting, risk analytics, digital onboarding, client reporting, automated advice and regulatory monitoring. Data quality is foundational: incorrect prices, stale valuations or misclassified instruments can distort risk and performance.

Artificial intelligence may assist with document analysis, research summarisation, fraud detection, client segmentation and operational automation. It should not be treated as inherently objective. Risks include biased training data, hallucinated outputs, lack of explainability, model drift, privacy violations, cybersecurity attacks and excessive dependence on automated recommendations.

Best practice requires human accountability, controlled data access, model validation, audit trails, testing under unusual market conditions and clear limits on automated decisions. A manager remains responsible for compliance and client outcomes even when a technology provider supplies part of the analytical process.

10. Illustrative Case: The Meridian Family Office

Background

The fictional Meridian family has investable assets of $80 million, concentrated in a family operating business and a portfolio of listed securities. The family requires $2 million annually for spending and philanthropy, expects to transfer wealth to the next generation and is considering a major property investment. It approaches a private bank that offers lending, discretionary portfolio management and proprietary structured products.

Problem

The private bank proposes a portfolio with a substantial allocation to illiquid private credit and a securities-backed loan to finance the property. The proposal appears attractive because projected returns exceed those of government bonds. However, it does not clearly model liquidity needs, business concentration, loan-collateral risk or the possibility of a fall in private-asset valuations.

Analysis

A wealth-management process should first establish the family’s complete balance sheet, spending schedule, tax position, business exposure, governance preferences, time horizons and loss capacity. The family’s operating business already creates concentrated equity and liquidity risk. Adding leveraged property exposure and illiquid private credit could cause forced sales during a downturn.

The adviser should separate advice from product sales, compare internal and external alternatives, explain all fees and assess whether the proposed products are suitable. The investment mandate might divide assets into a liquidity reserve, a diversified long-term portfolio and a carefully limited illiquidity allocation. The loan should be stress-tested against collateral declines, interest-rate increases and business-income disruption.

Approach and outcome

The family establishes a written IPS, retains an independent tax adviser, limits illiquid investments, negotiates a lower loan-to-value ratio and requires quarterly reporting. It uses a combination of low-cost liquid funds, high-quality fixed income, global equities, selected private investments and a cash reserve. The private bank remains a service provider, but product selection is subject to documented comparison and conflict review.

Learning points

The case demonstrates that wealth management is not simply the selection of high-return products. It requires balance-sheet analysis, liquidity planning, conflict management, coordination among professionals and alignment with intergenerational objectives. It also shows why investment risk must be considered together with borrowing and operating-business risk.

11. Challenges and Limitations

Several structural challenges affect the industry. Fee pressure may encourage scale and standardisation, while clients increasingly demand personalisation. Illiquid assets can appear less volatile because they are valued infrequently, not because they are necessarily less risky. Benchmarks may be inappropriate or difficult to replicate. Historical performance can be misleading because of survivorship bias, changing strategies and selective reporting.

Delegation creates agency problems: managers may pursue asset growth, career incentives or benchmark-relative objectives that differ from the client’s goals. ESG and impact claims can be difficult to verify, creating greenwashing risk. Cross-border clients face complex tax, legal, reporting and regulatory requirements. Cybersecurity and operational resilience are now investment-management issues, not merely information-technology concerns.

Professionals should respond through clear mandates, independent oversight, robust due diligence, scenario analysis, transparent reporting and continuous review. No framework eliminates uncertainty; the objective is to make risks visible, decision processes disciplined and responsibilities accountable.

Chapter Summary

Asset and wealth management channel capital from savers to investment opportunities while providing portfolio construction, risk management, administration, advice and stewardship. The industry includes managers, advisers, private banks, investment banks, custodians, administrators, distributors, auditors and regulators.

Asset management focuses on managing portfolios or pooled funds. Wealth management provides a broader, client-centred service that may include investment management, planning, tax, estate and family-governance coordination. Private banking combines banking, credit and wealth services for affluent clients. Investment banking focuses mainly on capital raising, underwriting, mergers and acquisitions and strategic transactions.

Important concepts include AUM, NAV, mandate, IPS, benchmark, suitability, appropriateness and fiduciary duty. Major asset classes include cash, fixed income, equities, real assets, alternatives and derivatives. Each has distinct return drivers, liquidity characteristics and risks. Effective professional practice requires appropriate mandates, suitable benchmarks, transparent fees, conflict management, independent controls, accurate valuation, strong governance and responsible use of technology.

Key Terms

Asset management: Professional management of investment portfolios or pooled funds.

Wealth management: Integrated investment, planning and financial services for individuals or families.

Private banking: Banking, lending, custody, investment and advisory services for affluent clients.

Investment banking: Advisory and capital-markets services for corporations, governments and sponsors.

Assets under management (AUM): Market value of assets managed or advised by a firm.

Net asset value (NAV): Assets minus liabilities, often expressed per fund unit.

Investment mandate: Authority and constraints governing investment decisions.

Investment policy statement (IPS): Formal record of objectives, constraints, governance and procedures.

Benchmark: Reference portfolio or index used to evaluate performance and risk.

Fiduciary duty: Duty to act with loyalty and care for a party that has entrusted decision-making authority.

Suitability: Assessment of whether advice fits a client’s circumstances and objectives.

Appropriateness: Assessment of whether a client understands the risks of a product or transaction.

Strategic asset allocation: Long-term target distribution across asset classes.

Tactical asset allocation: Deliberate short- or medium-term deviation from strategic targets.

Custodian: Institution responsible for safekeeping assets and settlement support.

Illiquidity: Difficulty or cost associated with converting an asset into cash quickly.

Performance fee: Compensation linked to investment performance under defined conditions.

High-water mark: Previous performance peak used in calculating certain performance fees.

Stewardship: Monitoring, voting and engagement undertaken as an owner of investments.

Review Questions

5 Short Answer Questions

  1. What is AUM, and why might two firms report different AUM figures for similar businesses?
  2. Define an investment mandate and identify four matters it should address.
  3. What is the principal difference between asset management and wealth management?
  4. Name three risks associated with alternative investments.
  5. Why is custody commonly separated from portfolio management?

5 Long Answer Questions

  1. Explain the structure of the asset and wealth management ecosystem and describe the roles of its principal participants.
  2. Compare asset management, wealth management, private banking and investment banking in terms of clients, activities, revenues and conflicts.
  3. Discuss how asset classes differ in their return sources, liquidity and principal risks.
  4. Explain fiduciary duty, suitability and conflict management in the context of professional investment advice.
  5. Evaluate the importance of an IPS and benchmark in governing and assessing an institutional portfolio.

3 Analytical / Application Questions

  1. A pension fund has long-term liabilities but must pay benefits monthly. Design the major sections of an appropriate investment mandate and explain the trade-offs involved.
  2. A private bank recommends a proprietary fund to a client while also offering a loan secured against the client’s portfolio. Identify the conflicts and propose governance controls.
  3. A family office holds a concentrated business stake, listed equities and illiquid private funds. Analyse its principal risks and recommend a process for determining liquidity reserves and diversification priorities.

Multiple Choice Questions with Answers

Question 1

Which activity is most characteristic of asset management?

A. Managing portfolios within an agreed investment mandate

B. Underwriting a corporation’s initial public offering

C. Providing only short-term deposit accounts

D. Advising exclusively on mergers and acquisitions

Correct Answer: A. Managing portfolios within an agreed investment mandate

Question 2

What does AUM generally measure?

A. A firm’s annual profit after tax

B. The market value of assets managed or advised by a firm

C. The total liabilities of a fund

D. The number of clients served by a firm

Correct Answer: B. The market value of assets managed or advised by a firm

Question 3

A fund has assets of $105 million, liabilities of $5 million and 10 million units outstanding. What is its NAV per unit?

A. $5

B. $10

C. $10.50

D. $11

Correct Answer: B. $10

Question 4

Which service most clearly distinguishes private banking from many conventional wealth-management arrangements?

A. Provision of corporate merger advice

B. Access to banking and credit facilities integrated with wealth services

C. Execution of only exchange-traded equity orders

D. Calculation of a public equity index

Correct Answer: B. Access to banking and credit facilities integrated with wealth services

Question 5

Which statement best describes a benchmark?

A. A guaranteed investment return

B. A reference portfolio or index used to evaluate performance and risk

C. A legal licence to manage client assets

D. A measure of a client’s tax liability

Correct Answer: B. A reference portfolio or index used to evaluate performance and risk

Question 6

Which is a typical characteristic of fixed-income investments?

A. They represent only residual ownership claims

B. They are entirely free from interest-rate risk

C. They may expose investors to credit and interest-rate risk

D. They cannot generate periodic income

Correct Answer: C. They may expose investors to credit and interest-rate risk

Question 7

Why can infrequent valuation make an illiquid asset appear less volatile?

A. Its economic risk is automatically eliminated

B. Valuations may not fully reflect changing market prices between valuation dates

C. The asset becomes equivalent to cash

D. The investment is protected by a benchmark

Correct Answer: B. Valuations may not fully reflect changing market prices between valuation dates

Question 8

Which practice most directly supports fair treatment of clients?

A. Allocating attractive trades preferentially to senior employees

B. Using undisclosed proprietary products whenever possible

C. Applying documented and fair trade-allocation procedures

D. Reporting only favourable performance periods

Correct Answer: C. Applying documented and fair trade-allocation procedures

Question 9

What is the primary purpose of an investment policy statement?

A. To guarantee that a portfolio will outperform its benchmark

B. To document objectives, constraints, governance and investment procedures

C. To replace all regulatory requirements

D. To eliminate the need for client communication

Correct Answer: B. To document objectives, constraints, governance and investment procedures

Question 10

Which risk is especially relevant when AI is used in investment-management processes?

A. Guaranteed elimination of human bias

B. Model error, biased data or unexplained automated outputs

C. Automatic compliance with every jurisdiction’s laws

D. Removal of all cybersecurity threats

Correct Answer: B. Model error, biased data or unexplained automated outputs

Asset Management & Wealth Management
Chapter 1 of 15