Regulation, Ethics and Responsible Market Conduct

Introduction and Context

Foreign exchange (FX) markets are central to international business. They facilitate cross-border trade, investment, payment settlement, risk transfer and monetary-policy transmission. Their scale, however, does not eliminate vulnerability. FX trading is predominantly over-the-counter, globally dispersed, technologically intensive and conducted across legal entities, time zones and currencies. These features create opportunities for misconduct that may not be visible within a single institution or jurisdiction.

Responsible market conduct therefore extends beyond compliance with a particular statute. It requires firms and professionals to understand the purpose of regulation, identify conduct risks, protect market integrity, treat clients fairly, control financial crime and accept personal accountability for decisions. The central challenge is to combine commercial efficiency with confidence in the fairness, resilience and transparency of the market.

Regulation is also fragmented. A transaction may involve a client in one country, a dealer in another, a trading venue in a third and settlement through institutions in several jurisdictions. Applicable requirements may arise from banking law, securities and derivatives regulation, payment rules, anti-money-laundering (AML) legislation, sanctions regimes, data protection law, competition law and professional standards. Firms must therefore manage both the substance of rules and the risk of conflicts between them.

Learning Objectives

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

1. Explain the principal objectives and architecture of FX regulation.
2. Distinguish prudential regulation, conduct regulation, market-integrity rules and financial-crime controls.
3. Evaluate derivatives reporting, recordkeeping and benchmark-governance expectations.
4. Analyse AML, counter-terrorist-financing and sanctions risks in FX activity.
5. Identify manipulation, conflicts of interest, unfair dealing and information-abuse risks.
6. Apply a risk-based framework to professional accountability and cross-border governance.
7. Critically assess the role of technology, data and artificial intelligence in responsible market conduct.

1. The Regulatory Architecture of FX Markets

1.1 Why FX markets require public oversight

FX markets perform socially valuable functions, but market failures can impose costs on clients and the wider economy. The principal regulatory rationales are:

• Market integrity: preventing manipulation, misleading conduct and abuse of confidential information.
• Client protection: ensuring that products, prices, disclosures and execution practices are appropriate and fair.
• Financial stability: limiting excessive leverage, counterparty failure and contagion.
• Transparency: enabling supervisors and, where appropriate, market participants to understand activity and exposures.
• Financial-crime prevention: preventing the market from being used for money laundering, terrorist financing, corruption, evasion of sanctions or tax crime.
• Operational resilience: ensuring that critical systems, staff and third parties can withstand disruption.

The policy problem is not simply whether a trade is profitable. It is whether the trade was executed through a process that respected applicable law, contractual obligations, market integrity and the legitimate interests of affected parties.

1.2 Main categories of regulation

These categories overlap. For example, inadequate trade records may be a governance failure, a market-integrity weakness and an obstacle to an AML investigation.

1.3 International standards and national implementation

International bodies influence regulatory convergence, but they do not create a single global FX law. The Financial Stability Board, Basel Committee on Banking Supervision, International Organization of Securities Commissions (IOSCO), Financial Action Task Force (FATF) and the Global Foreign Exchange Committee publish standards, principles or recommendations. National and regional authorities then implement these through legislation, rules, supervisory guidance and enforcement.

Important examples include the FX Global Code, which sets globally recognised principles of good practice; the European Union’s Markets in Financial Instruments framework and European Market Infrastructure Regulation; the United States’ Commodity Exchange Act, Dodd–Frank requirements and Bank Secrecy Act framework; and national AML, sanctions and market-abuse regimes elsewhere. The legal status of a code or principle varies. A voluntary code may not itself create a cause of action, but it can influence supervisory expectations, contractual representations, internal policy and the assessment of whether conduct was reasonable.

A useful distinction is between home-state regulation, which applies through the jurisdiction of incorporation or authorisation, and host-state regulation, which applies to activities conducted in another jurisdiction. Cross-border firms must map both. “We are regulated at headquarters” is not a sufficient answer when a local branch, client, employee, server or transaction creates a host-state nexus.

2. The FX Global Code and Responsible Dealing

The FX Global Code is a principles-based framework developed through cooperation between central banks and market participants. It addresses ethics, governance, information sharing, execution, confirmation and settlement, risk management and compliance. It is not a substitute for legislation; rather, it provides a common vocabulary for responsible wholesale FX practice.

Its practical significance lies in translating broad values into dealing-room expectations. Participants should:

• act honestly and professionally;
• communicate clearly and not mislead counterparties;
• protect confidential information;
• distinguish market colour from client-specific information;
• execute orders fairly and in accordance with agreed terms;
• manage conflicts of interest;
• maintain effective controls and records; and
• supervise automated and electronic trading responsibly.

2.1 Information sharing

Market participants routinely exchange information about liquidity, flows, volatility and market conditions. Legitimate market colour can improve price discovery, but disclosure becomes problematic when it identifies a client, reveals a pending order or enables another party to trade against a known position. Information should be shared only for a legitimate business purpose, at an appropriate level of aggregation and in accordance with confidentiality obligations.

A dealer who receives a large client order must not use that order for personal or proprietary benefit, disclose it to favoured counterparties or alter execution to benefit an affiliated desk. The fact that the order is likely to affect the market does not make it public information.

2.2 Last look and execution fairness

“Last look” is a period during which a liquidity provider may accept or reject an electronic request for a quote before execution. It can support credit, operational and pricing controls, but its legitimacy depends on how it is used. A firm should disclose the existence and purpose of last look, apply it consistently, avoid using the information gained during the hold period to trade or reprice unfairly, and monitor rejection patterns.

A stated credit-control function is not a licence to reject trades selectively after observing market movements. Governance should define permissible reasons, data access, decision rights, retention and surveillance.

3. Derivatives Reporting, Records and Transparency

FX derivatives include forwards, swaps, options, non-deliverable forwards and related contracts. Reporting requirements differ by jurisdiction and by product classification. A firm may need to report transaction details to a trade repository, swap data repository or competent authority; clear or margin certain contracts; maintain records; and provide information to regulators on request.

3.1 Purpose of reporting

Derivatives reporting supports:

• supervisory visibility into concentrations and interconnectedness;
• detection of abusive trading patterns;
• monitoring of systemic risk;
• valuation and collateral oversight; and
• post-crisis regulatory transparency.

Reporting is not merely an administrative exercise. Inaccurate data can conceal exposures, produce false supervisory signals and impair enforcement.

3.2 Data-quality responsibilities

A reporting control framework should allocate responsibility for each data field, including the legal entity identifier, unique transaction identifier, product classification, notional amount, price, currency pair, maturity, execution timestamp, counterparty and lifecycle events. The firm should reconcile internal records with repository records, investigate rejects and corrections, and preserve an audit trail of amendments.

Common failures include reporting under the wrong entity, confusing trade date with settlement date, omitting amendments, duplicating transactions and applying the wrong reporting regime to a cross-border transaction. Outsourcing reporting does not necessarily transfer regulatory responsibility. Senior management must understand what the service provider does, how exceptions are escalated and whether data can be retrieved promptly.

3.3 Recordkeeping and communications

Orders, chats, voice calls, electronic messages, pricing information, approvals, cancellations and post-trade amendments may all be relevant evidence. Records should be complete, retrievable, time-synchronised and protected from unauthorised alteration. Retention periods vary; firms must follow the longest applicable requirement where regimes overlap, subject to lawful data-minimisation and privacy obligations.

A “business communication” policy should cover personal devices and informal channels. Moving a discussion to an unrecorded application does not remove the underlying obligation to preserve it. Surveillance and compliance teams need sufficient context to distinguish legitimate negotiation from manipulation.

4. Benchmark Integrity

FX benchmarks are reference prices used for valuation, accounting, performance measurement, index construction and execution. A benchmark is vulnerable when a concentrated order flow enters a narrow calculation window or when contributors have incentives to influence published rates.

4.1 Benchmark manipulation risks

Potential misconduct includes:

• placing orders to move a benchmark and then benefiting from contracts linked to it;
• coordinating with other traders to influence a fixing rate;
• submitting false or misleading information to a benchmark administrator;
• delaying, accelerating or splitting transactions to affect the calculation window; and
• exploiting confidential knowledge of a client’s benchmark-related order.

The legal classification varies across jurisdictions, but the conduct risk is consistent: a participant uses information, order flow or market power to distort a reference price rather than to execute a legitimate commercial transaction.

4.2 Governance controls

A robust benchmark-control framework includes separation of client order handling from proprietary trading where appropriate, pre-trade controls, restricted lists, surveillance around fixing windows, review of unusual profit and loss, independent benchmark administration, contributor standards and escalation of suspicious activity.

Clients should receive clear information about how benchmark orders will be handled, including timing, aggregation, execution method, fees and possible market impact. “Best execution” is not necessarily the same as achieving the benchmark rate; the relevant obligation depends on the mandate and applicable law.

5. AML, Counter-Terrorist Financing and Sanctions

5.1 Risk-based AML framework

AML regulation requires firms to identify and manage the risk that products, clients or transactions may be used for illicit purposes. A risk-based approach does not mean ignoring low-risk clients or applying identical controls to every transaction. It means applying proportionate controls based on evidence.

Core elements normally include:

1. customer identification and verification;
2. beneficial-owner identification;
3. understanding the purpose and expected nature of the relationship;
4. customer-risk classification;
5. ongoing transaction monitoring;
6. enhanced due diligence for higher-risk cases;
7. suspicious-activity escalation and reporting; and
8. independent testing, training and record retention.

FX creates distinctive risks because transactions can be rapid, high-value, cross-border and economically complex. A payment may be inconsistent with the customer’s business, involve opaque ownership, pass through high-risk jurisdictions or use nested relationships that obscure the ultimate beneficiary.

5.2 Beneficial ownership and source of funds

A legal entity is not necessarily the person who ultimately owns or controls it. Firms must investigate ownership chains, control arrangements, nominee structures and politically exposed person (PEP) connections. Source of funds concerns the origin of money used in a transaction; source of wealth concerns how a customer accumulated overall wealth. Both may be relevant in higher-risk relationships.

Documentation alone is insufficient. A sophisticated false invoice, shell company or forged corporate record may appear legitimate. Analysts should compare the customer’s stated profile with transaction behaviour, counterparties, jurisdictions, timing and economic rationale.

5.3 Sanctions compliance

Sanctions may target countries, governments, entities, vessels, sectors, individuals, goods or services. Obligations differ by regime, and a firm may be subject to multiple regimes because of its incorporation, ownership, staff, currency, correspondent bank or transaction location.

Controls should address customer screening, counterparty screening, payment filtering, securities and derivatives activity, ownership and control, sanctions updates, alert handling, licensing and escalation. Screening names alone is inadequate where sanctioned parties use aliases, intermediaries or controlled companies.

A sanctions alert should not be closed merely because a name is common or the transaction is commercially urgent. It requires documented investigation, appropriate evidence and, where necessary, legal or compliance approval. Deliberately structuring a transaction to evade screening can itself constitute misconduct even where the underlying payment might otherwise be lawful.

6. Market Abuse and Manipulation

Market abuse can occur in voice, electronic and algorithmic markets. Relevant conduct may include spoofing, layering, wash trading, momentum ignition, marking the close or fix, front-running, benchmark manipulation and dissemination of false information.

• Spoofing: placing orders with an intention to cancel them before execution in order to create a false impression of supply or demand.
• Layering: using multiple orders at different prices to create a misleading order-book appearance.
• Wash trading: transactions that create apparent activity without genuine change in beneficial ownership or economic exposure.
• Front-running: trading ahead of a client or other known order to benefit from its anticipated market impact.
• Marking: trading or quoting to influence a reference price, valuation point or closing level.

Intent is often assessed through evidence rather than a single statement. Relevant evidence includes order-to-trade ratios, cancellation timing, communications, profit patterns, trader instructions, algorithm parameters and whether the trader had a legitimate execution rationale. A high cancellation rate is not automatically abusive: liquidity provision and fast markets can generate legitimate cancellations. Context and purpose matter.

7. Conflicts of Interest and Fair Dealing

Conflicts arise when the interests of the firm, employee, affiliate or one client may diverge from those of another client. Typical FX conflicts include principal trading against clients, internalisation of orders, mark-ups, information asymmetry, employee personal trading, gifts, entertainment, allocation of scarce liquidity and compensation linked to short-term revenue.

A conflict framework should identify, assess, mitigate, disclose and monitor conflicts. Disclosure is not a universal cure. If a firm cannot manage a conflict fairly, it may need to decline the activity, separate functions or obtain informed consent where legally permitted.

Fair dealing does not require identical treatment in every circumstance. Wholesale clients may negotiate bespoke prices and execution arrangements, while less sophisticated clients may require greater explanation and protection. Fairness requires consistency with the client’s mandate, contractual terms, stated service and applicable regulatory duties.

Important controls include:

• transparent pricing methodology and mark-ups;
• clear disclosure of principal capacity and agency capacity;
• order-allocation rules;
• information barriers;
• personal-account dealing restrictions;
• gifts and inducements controls;
• independent complaints handling; and
• testing of outcomes, not only written procedures.

8. Professional Accountability and the Three Lines of Defence

A mature control system assigns responsibility rather than treating compliance as the sole responsibility of a control department.

1. First line: front-office and operations personnel identify and manage risks in daily activity.
2. Second line: compliance and risk functions set standards, advise, challenge and monitor.
3. Third line: internal audit independently evaluates governance and control effectiveness.

The board and senior management remain responsible for culture, resources, risk appetite and escalation. Individual accountability requires professionals to understand their authority, keep adequate records, challenge questionable instructions and escalate concerns without retaliation.

A strong culture is demonstrated by behaviour under commercial pressure. If revenue targets consistently override surveillance alerts, staff may rationally infer that misconduct is tolerated. Conversely, a credible consequence-management system links remuneration, promotion and disciplinary outcomes to conduct quality as well as financial performance.

9. A Practical Conduct-Risk Framework

Firms can evaluate a proposed activity through six questions:

1. Purpose: What legitimate economic purpose does the activity serve?
2. Authority: Who authorised it, and under which legal and contractual framework?
3. Information: What confidential, inside or client-specific information is involved?
4. Treatment: Could a reasonable client or regulator view the execution as unfair or misleading?
5. Evidence: What records demonstrate the decision, rationale, price and outcome?
6. Escalation: What happens if facts change or a control fails?

This framework should be embedded in product approval, client onboarding, algorithm deployment, benchmark orders, exceptional pricing and incident management. It is not a substitute for jurisdiction-specific legal advice, but it helps convert abstract ethical expectations into operational decisions.

10. Technology, Algorithms and Artificial Intelligence

Electronic FX trading creates speed, scale and consistency, but it can also amplify misconduct. Algorithms may generate excessive cancellations, disadvantage slower participants, exploit confidential order information or behave unpredictably during stressed conditions. Machine-learning systems introduce additional concerns because their logic may be difficult to explain and their training data may contain historical bias or confidential information.

Responsible governance should include:

• documented purpose and permitted use;
• pre-deployment testing under normal and stressed conditions;
• independent validation;
• access controls and version management;
• kill switches and exposure limits;
• monitoring for anomalous behaviour;
• human accountability for approvals and overrides; and
• post-incident review.

Generative AI also creates risks involving confidential client data, fabricated analysis, unverified regulatory interpretations and automated communications that may mislead clients. Firms should prohibit uploading restricted information into unauthorised tools and require human review of material outputs.

11. Cross-Jurisdictional Case Study: The Fixing-Window Incident

This is a fictional illustrative case.

Background

Global Meridian Bank operates FX desks in London, Singapore and New York. It executes benchmark-related orders for asset managers and also operates a principal liquidity business. The bank has policies prohibiting misuse of confidential client information and requires communications to be recorded.

Problem

A portfolio manager gives the London desk a large order to buy euros against dollars at a specified benchmark fixing. A trader informs colleagues in an internal chat that the order is unusually large and likely to move the market. Before and during the fixing window, affiliated traders buy euros in several venues. Some trades are profitable when the benchmark is published. The desk later reports that the transactions were ordinary market-making activity. Surveillance detects an unusual concentration of trading and communications, but the alert is closed because no single trader admits an intention to manipulate the fixing.

Analysis

The incident presents several risks:

• confidential client-order information may have been misused;
• affiliated desks may have traded ahead of or alongside the client order;
• communications may evidence coordination;
• the benchmark window creates a heightened manipulation risk;
• the surveillance rule focused too narrowly on individual accounts; and
• the conflict between agency execution and principal trading was not adequately controlled.

The absence of an admission does not resolve the issue. Investigators should reconstruct order and message timelines, identify who had access to the client information, compare pre-window and window trading, examine profit attribution, test whether the trades had an independent commercial rationale and assess client disclosure and consent.

Approach and solution

The bank should suspend relevant access where necessary, preserve records and appoint an independent investigation team. It should review the client mandate, execution policy and information barriers; separate benchmark execution from potentially conflicted principal activity; enhance surveillance around fixing windows; require documented rationales for exceptional trading; and retrain staff. If evidence indicates a breach, the bank should make required regulatory, client and suspicious-activity notifications and apply appropriate disciplinary measures.

Outcome

In this illustrative case, the bank concludes that some trades were legitimate liquidity management but that two traders used client-specific information beyond the permitted purpose. The bank compensates the affected client under the applicable framework, reports the matter to relevant authorities, strengthens access controls and changes remuneration criteria so that benchmark-related revenue is not rewarded without regard to conduct quality.

Learning points

1. A legitimate client order can create sensitive information even when the order is not legally “inside information.”
2. Surveillance must examine relationships, communications and affiliated entities, not only isolated accounts.
3. A voluntary code can become operationally important through policies, contracts and supervisory expectations.
4. Remediation must address client harm, regulatory reporting, individual accountability and root causes.

12. Challenges and Limitations

Regulation cannot eliminate all misconduct. Rules may be fragmented, concepts may differ across jurisdictions and supervisory technology may lag behind market innovation. Excessive compliance friction can reduce liquidity or exclude legitimate clients, while insufficient controls expose firms to legal, financial and reputational harm.

Principles-based standards require judgement and may produce uncertainty. A checklist can also create false assurance if employees treat compliance as documentation rather than conduct. Automated surveillance generates false positives and false negatives; human review remains necessary. Finally, enforcement after harm occurs is less effective than prevention through sound incentives, competent staff and a culture of challenge.

Best-Practice Checklist

A responsible FX institution should:

• maintain a jurisdiction-by-activity regulatory inventory;
• document client mandates, capacity and execution terms;
• protect confidential information and control access;
• reconcile derivatives reports and investigate exceptions;
• monitor benchmark windows and electronic-trading behaviour;
• apply risk-based KYC, AML and sanctions controls;
• test conflicts, pricing and client outcomes;
• preserve communications and decision records;
• validate algorithms and maintain intervention capability;
• train staff using realistic scenarios;
• provide safe escalation and whistleblowing channels; and
• review incidents for systemic causes rather than blaming individuals alone.

Chapter Summary

FX regulation combines prudential, conduct, market-integrity, financial-crime, infrastructure and governance requirements. Because FX is global and largely over-the-counter, firms must manage overlapping home- and host-state obligations. The FX Global Code provides principles for ethical dealing, information protection, execution fairness and governance, but it does not replace law.

Derivatives reporting and recordkeeping give regulators visibility into exposures and conduct, making data quality a substantive control responsibility. Benchmark integrity depends on preventing misuse of client information, manipulation during fixing windows and conflicts between agency execution and principal trading. AML and sanctions controls require risk-based customer understanding, beneficial-owner analysis, transaction monitoring and documented escalation.

Market manipulation may involve spoofing, layering, wash trading, front-running or marking. Conflicts must be managed through organisational separation, transparency, information barriers and outcome testing. Technology and AI require validation, surveillance, human accountability and secure data practices. Ultimately, responsible conduct depends on professional judgement, credible senior accountability, effective incentives and a culture in which commercial pressure does not override market integrity.

Key Terms

Anti-money laundering (AML): Controls and legal obligations intended to prevent the financial system being used to disguise criminal proceeds.

Benchmark: A reference price or rate used for valuation, performance measurement, settlement or index construction.

Beneficial owner: The natural person who ultimately owns or controls a customer or legal arrangement.

Conduct risk: The risk that behaviour causes client harm, market disorder or loss of confidence.

Confidential information: Non-public information that must be protected from unauthorised use or disclosure.

Conflict of interest: A situation in which competing interests may impair fair and objective treatment.

Derivatives reporting: Submission of transaction and lifecycle information to regulators or repositories.

FX Global Code: A global principles-based framework for responsible wholesale FX market practice.

Front-running: Trading ahead of a known order to benefit from its expected market impact.

Host-state regulation: Rules applying to activities conducted in a jurisdiction other than the firm’s home jurisdiction.

Information barrier: A control restricting the flow of sensitive information between persons or functions.

Last look: A disclosed pre-trade review period during which a liquidity provider may accept or reject a quote request.

Market manipulation: Conduct that creates a false or misleading impression or distorts prices or market functioning.

Politically exposed person (PEP): A person entrusted with a prominent public function, together with relevant associated persons under applicable law.

Prudential regulation: Regulation directed at solvency, liquidity, capital and financial resilience.

Sanctions: Legal restrictions imposed on specified persons, countries, sectors, goods, services or transactions.

Spoofing: Placing orders without genuine execution intent to mislead other market participants.

Three lines of defence: A governance model dividing risk ownership, control oversight and independent assurance.

Review Questions

Short Answer Questions

1. Why is FX regulation necessarily cross-jurisdictional?
2. What are the main purposes of derivatives reporting?
3. Explain the difference between source of funds and source of wealth.
4. What is the conduct risk associated with last look?
5. Identify three controls for protecting confidential client information.

Long Answer Questions

1. Compare prudential regulation, conduct regulation and market-integrity regulation in FX markets.
2. Explain how benchmark manipulation may occur and evaluate appropriate governance controls.
3. Discuss the responsibilities of a firm that outsources derivatives reporting.
4. Analyse the relationship between AML controls, sanctions compliance and beneficial-owner identification.
5. Evaluate whether disclosure alone is sufficient to manage conflicts of interest in FX dealing.

Analytical / Application Questions

1. A dealer receives a large client order and shares the currency pair and approximate size with a preferred liquidity provider. Apply the six-question conduct-risk framework and determine what further facts are needed.
2. An algorithm cancels 98% of its orders during volatile periods and generates profits for the firm. Design an investigation that distinguishes legitimate liquidity provision from spoofing or layering.
3. A multinational bank discovers that a sanctioned company is indirectly controlled by a non-sanctioned parent through several subsidiaries. Recommend immediate actions and longer-term control improvements, recognising that applicable legal duties depend on the relevant jurisdictions.

Multiple Choice Questions with Answers

Question 1

Which regulatory objective is most directly concerned with preventing spoofing and benchmark manipulation?

A. Market integrity

B. Prudential solvency

C. Data minimisation

D. Foreign-exchange settlement finality

Correct Answer: A. Market integrity

Question 2

Why does outsourcing derivatives reporting not necessarily transfer regulatory responsibility?

A. The service provider becomes the client’s beneficial owner

B. The regulated firm remains accountable for the quality and retrieval of its regulatory data

C. Outsourcing removes the need for reconciliations

D. Repositories do not accept corrections from service providers

Correct Answer: B. The regulated firm remains accountable for the quality and retrieval of its regulatory data

Question 3

Which action best reflects a risk-based AML approach?

A. Applying exactly the same review to every customer

B. Accepting documents without assessing transaction behaviour

C. Applying enhanced due diligence where ownership, jurisdiction or activity creates higher risk

D. Screening only customers who request spot FX

Correct Answer: C. Applying enhanced due diligence where ownership, jurisdiction or activity creates higher risk

Question 4

What is the principal conduct concern when a trader uses a large client order for personal trading?

A. Settlement netting

B. Misuse of confidential information and front-running

C. Capital adequacy

D. Currency convertibility

Correct Answer: B. Misuse of confidential information and front-running

Question 5

Which statement about the FX Global Code is most accurate?

A. It replaces all national FX legislation

B. It is a principles-based framework that supports responsible wholesale FX practice

C. It applies only to retail customers

D. It prohibits all principal trading

Correct Answer: B. It is a principles-based framework that supports responsible wholesale FX practice

Question 6

A benchmark-related order creates a conflict between agency execution and a bank’s principal trading desk. Which control is most appropriate?

A. Remove all records after execution

B. Permit unrestricted information sharing

C. Use information barriers and clearly defined execution and principal-trading rules

D. Allow traders to decide individually whether disclosure is necessary

Correct Answer: C. Use information barriers and clearly defined execution and principal-trading rules

Question 7

Which feature is most important in a defensible derivatives-reporting framework?

A. High reporting volume regardless of accuracy

B. Complete data ownership, reconciliation and investigation of exceptions

C. Elimination of lifecycle-event reporting

D. Reliance on undocumented manual adjustments

Correct Answer: B. Complete data ownership, reconciliation and investigation of exceptions

Question 8

Why is a high order-cancellation rate not automatically proof of market manipulation?

A. Cancellations never affect markets

B. Legitimate market-making can involve frequent cancellations, so purpose and context must be assessed

C. Only voice trades can be manipulative

D. Algorithms are exempt from conduct rules

Correct Answer: B. Legitimate market-making can involve frequent cancellations, so purpose and context must be assessed

Question 9

Which function represents the third line of defence?

A. Front-office trading

B. Compliance advisory

C. Internal audit

D. Client sales

Correct Answer: C. Internal audit

Question 10

Which practice is most consistent with responsible AI governance in electronic FX trading?

A. Deploying an untested model because it is profitable

B. Uploading confidential client data into any public AI tool

C. Maintaining validation, access controls, monitoring and human accountability

D. Removing kill switches to prevent interruptions

Correct Answer: C. Maintaining validation, access controls, monitoring and human accountability