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Question 1 of 10
1. Question
You have recently joined a fintech lender as privacy officer. Your first major assignment involves Data privacy and protection regulations (e.g., GDPR) and their implications during record-keeping, and a customer complaint indicates that their personal identification documents, submitted for a rejected loan application three years ago, are still being stored in the primary production database. The customer is demanding immediate deletion under the right to erasure. Local AML regulations require the firm to maintain records of all customer due diligence (CDD) measures for five years from the date of the transaction or the end of the relationship. How should the firm reconcile these conflicting requirements?
Correct
Correct: Under data protection frameworks like GDPR, the ‘right to erasure’ is not absolute and does not apply when the processing is necessary for compliance with a legal obligation, such as AML record-keeping requirements. Most jurisdictions require CDD records to be kept for at least five years. However, the firm must still adhere to the principle of purpose limitation, meaning the data should be ‘blocked’ or restricted from general business use and only accessed for regulatory inquiries or legal defense.
Incorrect: Immediate erasure would cause the firm to violate AML statutory requirements, as CDD records must be kept even for rejected or attempted transactions. Anonymization is not a viable solution for AML compliance because regulators require the actual, unmasked identification documents to be available for investigation. Keeping the data in the active production environment for general fraud detection purposes after a relationship has ended may violate the GDPR principle of data minimization if the data is no longer necessary for the specific purpose for which it was collected.
Takeaway: Statutory AML record-keeping obligations provide a legal basis that overrides a GDPR erasure request, provided the data is only used for compliance purposes.
Incorrect
Correct: Under data protection frameworks like GDPR, the ‘right to erasure’ is not absolute and does not apply when the processing is necessary for compliance with a legal obligation, such as AML record-keeping requirements. Most jurisdictions require CDD records to be kept for at least five years. However, the firm must still adhere to the principle of purpose limitation, meaning the data should be ‘blocked’ or restricted from general business use and only accessed for regulatory inquiries or legal defense.
Incorrect: Immediate erasure would cause the firm to violate AML statutory requirements, as CDD records must be kept even for rejected or attempted transactions. Anonymization is not a viable solution for AML compliance because regulators require the actual, unmasked identification documents to be available for investigation. Keeping the data in the active production environment for general fraud detection purposes after a relationship has ended may violate the GDPR principle of data minimization if the data is no longer necessary for the specific purpose for which it was collected.
Takeaway: Statutory AML record-keeping obligations provide a legal basis that overrides a GDPR erasure request, provided the data is only used for compliance purposes.
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Question 2 of 10
2. Question
A procedure review at a broker-dealer has identified gaps in Specific risks associated with VASPs as part of outsourcing. The review highlights that the outsourced compliance vendor has not been collecting or transmitting the required originator and beneficiary information for virtual asset transfers over the $1,000 threshold. This gap was discovered during an annual audit of the firm’s cross-border transaction monitoring system. Which of the following represents the most significant AML/CFT risk resulting from this specific procedural failure?
Correct
Correct: FATF Recommendation 16, often referred to as the Travel Rule, requires Virtual Asset Service Providers (VASPs) to collect and share specific information about the originators and beneficiaries of digital asset transfers. When this information is missing, the institution cannot verify if the counterparty is on a sanctions list or if the transaction originates from a high-risk jurisdiction, which is a fundamental requirement for preventing money laundering and terrorist financing.
Incorrect: While private key management is important for security and custody, it is not the primary AML/CFT risk associated with the Travel Rule. Operational synchronization and API downtime are business continuity issues rather than AML compliance failures. Consumer protection and fee disclosure are regulatory requirements but do not address the specific ML/TF risks associated with the lack of counterparty transparency in virtual asset transfers.
Takeaway: Effective implementation of the FATF Travel Rule is critical for VASPs to mitigate ML/TF risks by enabling counterparty identification and sanctions screening during virtual asset transfers.
Incorrect
Correct: FATF Recommendation 16, often referred to as the Travel Rule, requires Virtual Asset Service Providers (VASPs) to collect and share specific information about the originators and beneficiaries of digital asset transfers. When this information is missing, the institution cannot verify if the counterparty is on a sanctions list or if the transaction originates from a high-risk jurisdiction, which is a fundamental requirement for preventing money laundering and terrorist financing.
Incorrect: While private key management is important for security and custody, it is not the primary AML/CFT risk associated with the Travel Rule. Operational synchronization and API downtime are business continuity issues rather than AML compliance failures. Consumer protection and fee disclosure are regulatory requirements but do not address the specific ML/TF risks associated with the lack of counterparty transparency in virtual asset transfers.
Takeaway: Effective implementation of the FATF Travel Rule is critical for VASPs to mitigate ML/TF risks by enabling counterparty identification and sanctions screening during virtual asset transfers.
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Question 3 of 10
3. Question
What distinguishes Ethical considerations and bias in AI/ML applications from related concepts for Certified AML and Fraud Professional (CAFP)? A large regional bank is replacing its legacy rule-based transaction monitoring system with an advanced machine learning model to better detect complex layering patterns. During the validation phase, the internal audit team identifies that the model consistently flags transactions from specific immigrant communities at a significantly higher rate than other groups, even when transaction volumes and values are comparable. When evaluating this scenario from a CAFP perspective, which of the following best describes the unique ethical and bias challenge presented by the AI/ML implementation?
Correct
Correct: In the context of AI and ML for AML, ethical considerations center on the ‘black box’ problem and the potential for bias. Unlike traditional rules, ML models can identify correlations in data that act as proxies for protected characteristics (like race or national origin), leading to discriminatory outcomes. CAFP professionals must ensure model explainability (XAI) to understand why a model reaches a conclusion and to mitigate these biases, ensuring the system remains fair and compliant with broader consumer protection and anti-discrimination laws.
Incorrect: The suggestion that AI shifts the bank to a deterministic approach is incorrect because ML is inherently probabilistic, not deterministic. The idea that human intervention or SAR filing requirements are eliminated is false; regulators still require human review and ‘meaningful mind’ application before filing. Finally, regulatory accountability cannot be outsourced or transferred to data scientists; the financial institution and its board remain legally responsible for the effectiveness and fairness of their AML programs.
Takeaway: Ethical AI in AML requires managing the risk of proxy-based discrimination and ensuring model transparency to maintain regulatory compliance and social responsibility.
Incorrect
Correct: In the context of AI and ML for AML, ethical considerations center on the ‘black box’ problem and the potential for bias. Unlike traditional rules, ML models can identify correlations in data that act as proxies for protected characteristics (like race or national origin), leading to discriminatory outcomes. CAFP professionals must ensure model explainability (XAI) to understand why a model reaches a conclusion and to mitigate these biases, ensuring the system remains fair and compliant with broader consumer protection and anti-discrimination laws.
Incorrect: The suggestion that AI shifts the bank to a deterministic approach is incorrect because ML is inherently probabilistic, not deterministic. The idea that human intervention or SAR filing requirements are eliminated is false; regulators still require human review and ‘meaningful mind’ application before filing. Finally, regulatory accountability cannot be outsourced or transferred to data scientists; the financial institution and its board remain legally responsible for the effectiveness and fairness of their AML programs.
Takeaway: Ethical AI in AML requires managing the risk of proxy-based discrimination and ensuring model transparency to maintain regulatory compliance and social responsibility.
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Question 4 of 10
4. Question
The quality assurance team at a fund administrator identified a finding related to Establishing a strong culture of compliance as part of risk appetite review. The assessment reveals that over the last 12 months, senior management has consistently approved the onboarding of high-risk clients despite unresolved discrepancies in their source of wealth documentation, citing the need to meet aggressive year-end assets under management (AUM) targets. Which of the following actions would most effectively address the root cause of this cultural deficiency?
Correct
Correct: A strong culture of compliance is driven by the Tone at the Top. When senior management prioritizes financial targets over regulatory requirements, it signals that compliance is secondary. By linking executive compensation and performance reviews directly to compliance metrics and risk appetite adherence, the organization creates a tangible incentive for leaders to uphold AML standards, thereby addressing the root cause of the cultural failure.
Incorrect: Retraining relationship managers focuses on technical skills rather than the behavioral issue of management overrides. Requiring internal audit to review every high-risk file before onboarding inappropriately shifts a management function to an independent oversight body, potentially compromising audit independence. Implementing an automated workflow system is a technical control that ensures data entry completeness but does not prevent management from intentionally overriding or ignoring the quality of the documentation provided.
Takeaway: Establishing a strong culture of compliance requires aligning senior management’s incentives with the organization’s regulatory obligations and risk appetite.
Incorrect
Correct: A strong culture of compliance is driven by the Tone at the Top. When senior management prioritizes financial targets over regulatory requirements, it signals that compliance is secondary. By linking executive compensation and performance reviews directly to compliance metrics and risk appetite adherence, the organization creates a tangible incentive for leaders to uphold AML standards, thereby addressing the root cause of the cultural failure.
Incorrect: Retraining relationship managers focuses on technical skills rather than the behavioral issue of management overrides. Requiring internal audit to review every high-risk file before onboarding inappropriately shifts a management function to an independent oversight body, potentially compromising audit independence. Implementing an automated workflow system is a technical control that ensures data entry completeness but does not prevent management from intentionally overriding or ignoring the quality of the documentation provided.
Takeaway: Establishing a strong culture of compliance requires aligning senior management’s incentives with the organization’s regulatory obligations and risk appetite.
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Question 5 of 10
5. Question
Following an on-site examination at an investment firm, regulators raised concerns about Ensuring compliance with AML/CFT regulations in a rapidly evolving landscape in the context of transaction monitoring. Their preliminary finding is that the firm’s automated system relies on static rules that have not been updated in 24 months, failing to capture emerging risks associated with virtual asset transfers and complex layering through shell companies. The Chief Compliance Officer must now demonstrate a plan to align the monitoring framework with current regulatory expectations. Which action should the firm prioritize to ensure the transaction monitoring system effectively mitigates modern money laundering risks?
Correct
Correct: A risk-based approach (RBA) is the cornerstone of modern AML/CFT compliance as emphasized by FATF Recommendation 1. In a rapidly evolving landscape, static rules become obsolete quickly. By integrating current typologies (such as those involving virtual assets) and calibrating alerts based on customer risk profiles, the firm ensures that its resources are focused on the highest risks, making the monitoring system both effective and compliant with international standards.
Incorrect: Implementing manual reviews for all transactions from high-risk jurisdictions is an inefficient use of resources and fails to address the need for a sophisticated, automated risk-based system. Adopting a retail banking solution is inappropriate because investment firms have significantly different risk profiles, transaction patterns, and customer behaviors than retail banks. Suspending services to international clients is a drastic business measure that avoids the regulatory requirement to build an effective compliance infrastructure rather than solving the underlying system deficiency.
Takeaway: Effective AML compliance requires a dynamic, risk-based monitoring system that evolves alongside emerging money laundering typologies and specific customer risk profiles.
Incorrect
Correct: A risk-based approach (RBA) is the cornerstone of modern AML/CFT compliance as emphasized by FATF Recommendation 1. In a rapidly evolving landscape, static rules become obsolete quickly. By integrating current typologies (such as those involving virtual assets) and calibrating alerts based on customer risk profiles, the firm ensures that its resources are focused on the highest risks, making the monitoring system both effective and compliant with international standards.
Incorrect: Implementing manual reviews for all transactions from high-risk jurisdictions is an inefficient use of resources and fails to address the need for a sophisticated, automated risk-based system. Adopting a retail banking solution is inappropriate because investment firms have significantly different risk profiles, transaction patterns, and customer behaviors than retail banks. Suspending services to international clients is a drastic business measure that avoids the regulatory requirement to build an effective compliance infrastructure rather than solving the underlying system deficiency.
Takeaway: Effective AML compliance requires a dynamic, risk-based monitoring system that evolves alongside emerging money laundering typologies and specific customer risk profiles.
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Question 6 of 10
6. Question
How should AML/CFT for the Securities and Investment Sector be correctly understood for Certified AML and Fraud Professional (CAFP)? A compliance officer at a global investment firm is reviewing a new account application for a private investment company (PIC) based in a low-tax jurisdiction. The PIC is owned by a discretionary trust where the beneficiaries are members of a family from a high-risk jurisdiction. The initial deposit consists of a transfer of highly liquid blue-chip stocks from another reputable financial institution. Which of the following actions best demonstrates the application of a risk-based approach and Enhanced Due Diligence (EDD) in this scenario?
Correct
Correct: In the securities and investment sector, complex structures like trusts and PICs are frequently used for the layering and integration stages of money laundering. FATF Recommendation 10 and 19 require that for high-risk scenarios—such as those involving high-risk jurisdictions and complex ownership—financial institutions must perform Enhanced Due Diligence. This includes identifying the beneficial owners (settlor, trustees, protector, and beneficiaries) and, crucially, establishing both the source of wealth (the origin of the customer’s entire body of wealth) and the source of funds (the origin of the specific assets used in the transaction) to ensure they are not derived from criminal activity.
Incorrect: Relying solely on a third party’s due diligence is a common misconception; while some reliance is permitted, the firm remains ultimately responsible, and high-risk factors necessitate independent verification. Focusing only on tax compliance or the legality of the securities themselves ignores the core AML requirement to understand the customer’s profile and the legitimacy of the wealth. Finally, assuming that securities transfers are low risk because they are not cash ignores the fact that the securities sector is primarily used for layering and integration, where the ‘placement’ of cash has already occurred elsewhere.
Takeaway: Effective AML in the securities sector requires looking through complex legal structures to identify ultimate beneficial owners and verifying the source of wealth when high-risk factors are present.
Incorrect
Correct: In the securities and investment sector, complex structures like trusts and PICs are frequently used for the layering and integration stages of money laundering. FATF Recommendation 10 and 19 require that for high-risk scenarios—such as those involving high-risk jurisdictions and complex ownership—financial institutions must perform Enhanced Due Diligence. This includes identifying the beneficial owners (settlor, trustees, protector, and beneficiaries) and, crucially, establishing both the source of wealth (the origin of the customer’s entire body of wealth) and the source of funds (the origin of the specific assets used in the transaction) to ensure they are not derived from criminal activity.
Incorrect: Relying solely on a third party’s due diligence is a common misconception; while some reliance is permitted, the firm remains ultimately responsible, and high-risk factors necessitate independent verification. Focusing only on tax compliance or the legality of the securities themselves ignores the core AML requirement to understand the customer’s profile and the legitimacy of the wealth. Finally, assuming that securities transfers are low risk because they are not cash ignores the fact that the securities sector is primarily used for layering and integration, where the ‘placement’ of cash has already occurred elsewhere.
Takeaway: Effective AML in the securities sector requires looking through complex legal structures to identify ultimate beneficial owners and verifying the source of wealth when high-risk factors are present.
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Question 7 of 10
7. Question
You are the compliance officer at a private bank. While working on Specific AML/CFT obligations for DNFBPs during sanctions screening, you receive an incident report. The issue is that a high-end real estate brokerage, acting as a Designated Non-Financial Business and Profession (DNFBP), has facilitated a 12 million dollar commercial property acquisition for a complex offshore trust. The brokerage argues that they did not need to verify the identity of the trust’s ultimate beneficial owners (UBOs) because the funds originated from your bank, which is a regulated financial institution. According to FATF Recommendation 22, what is the correct regulatory stance regarding the brokerage’s obligation in this scenario?
Correct
Correct: Under FATF Recommendation 22, real estate agents are specifically required to comply with the customer due diligence (CDD) requirements set out in Recommendation 10 when they are involved in transactions for their clients concerning the buying and selling of real estate. This includes identifying the beneficial owner and taking reasonable measures to verify their identity. This obligation is independent of the source of funds or the due diligence performed by other financial institutions involved in the payment process.
Incorrect: Relying entirely on the bank’s due diligence is incorrect because DNFBPs have an independent regulatory responsibility to know their customers. The threshold-based argument for cash is a common misconception; while some reporting triggers are threshold-based, the fundamental CDD requirement for real estate transactions applies regardless of the payment method (wire vs. cash). Shifting the entire burden to a TCSP is also incorrect, as multiple DNFBPs involved in a single transaction may each have concurrent obligations to perform CDD.
Takeaway: DNFBPs such as real estate agents have an independent and mandatory obligation to perform CDD and identify beneficial owners in property transactions, regardless of whether a regulated bank is also involved.
Incorrect
Correct: Under FATF Recommendation 22, real estate agents are specifically required to comply with the customer due diligence (CDD) requirements set out in Recommendation 10 when they are involved in transactions for their clients concerning the buying and selling of real estate. This includes identifying the beneficial owner and taking reasonable measures to verify their identity. This obligation is independent of the source of funds or the due diligence performed by other financial institutions involved in the payment process.
Incorrect: Relying entirely on the bank’s due diligence is incorrect because DNFBPs have an independent regulatory responsibility to know their customers. The threshold-based argument for cash is a common misconception; while some reporting triggers are threshold-based, the fundamental CDD requirement for real estate transactions applies regardless of the payment method (wire vs. cash). Shifting the entire burden to a TCSP is also incorrect, as multiple DNFBPs involved in a single transaction may each have concurrent obligations to perform CDD.
Takeaway: DNFBPs such as real estate agents have an independent and mandatory obligation to perform CDD and identify beneficial owners in property transactions, regardless of whether a regulated bank is also involved.
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Question 8 of 10
8. Question
If concerns emerge regarding Key risk indicators (KRIs) for AML/CFT and fraud, what is the recommended course of action? A mid-sized commercial bank observes a sustained 30 percent increase in the ‘percentage of wire transfers to high-risk jurisdictions’ KRI over a single quarter, which now exceeds the board-approved risk appetite. The compliance officer notes that while individual transactions are being screened, the aggregate trend suggests a shift in the institutional risk profile.
Correct
Correct: KRIs are designed to act as early warning systems for changes in risk exposure. When a KRI exceeds a threshold, the appropriate response is to conduct a root cause analysis. This helps the institution determine if the increase is due to legitimate business growth, an emerging money laundering typology, or a failure in the current control environment. Based on the findings, the institution should then update its risk assessment and adjust its monitoring strategies to ensure they are commensurate with the current risk level.
Incorrect: Increasing KRI thresholds simply to reduce alerts is a failure of risk management and ignores the underlying threat. Filing bulk SARs without investigating individual suspicious activity is considered defensive filing and is generally discouraged by regulators as it degrades the quality of financial intelligence. Ceasing all business operations in those jurisdictions is a disproportionate response that contradicts the risk-based approach advocated by the FATF, which suggests managing risks rather than avoiding them entirely through de-risking.
Takeaway: When a Key Risk Indicator exceeds established thresholds, a root cause analysis must be conducted to determine if the institution’s risk assessment and control framework need to be updated to address emerging threats or business changes.
Incorrect
Correct: KRIs are designed to act as early warning systems for changes in risk exposure. When a KRI exceeds a threshold, the appropriate response is to conduct a root cause analysis. This helps the institution determine if the increase is due to legitimate business growth, an emerging money laundering typology, or a failure in the current control environment. Based on the findings, the institution should then update its risk assessment and adjust its monitoring strategies to ensure they are commensurate with the current risk level.
Incorrect: Increasing KRI thresholds simply to reduce alerts is a failure of risk management and ignores the underlying threat. Filing bulk SARs without investigating individual suspicious activity is considered defensive filing and is generally discouraged by regulators as it degrades the quality of financial intelligence. Ceasing all business operations in those jurisdictions is a disproportionate response that contradicts the risk-based approach advocated by the FATF, which suggests managing risks rather than avoiding them entirely through de-risking.
Takeaway: When a Key Risk Indicator exceeds established thresholds, a root cause analysis must be conducted to determine if the institution’s risk assessment and control framework need to be updated to address emerging threats or business changes.
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Question 9 of 10
9. Question
When a problem arises concerning Wire Transfer Reporting and Monitoring, what should be the immediate priority for a compliance officer who discovers that several incoming cross-border wires lack mandatory originator data and appear to be structured to evade internal triggers?
Correct
Correct: According to FATF Recommendation 16 (the Travel Rule), financial institutions must ensure that wire transfers are accompanied by required and accurate originator and beneficiary information. When information is missing, the receiving institution should apply risk-based procedures to decide whether to execute, reject, or suspend the transfer, while simultaneously determining if the lack of information and the transaction patterns necessitate the filing of a Suspicious Activity Report (SAR).
Incorrect: Returning funds immediately without an investigation or reporting assessment can hinder law enforcement efforts and may not satisfy regulatory requirements for suspicious activity monitoring. Updating system thresholds is a long-term administrative control but does not address the immediate legal obligation to investigate and report current suspicious activity. Contacting the beneficiary for originator details is not the standard regulatory protocol for wire remediation and risks tipping off the customer regarding the bank’s internal monitoring and suspicion.
Takeaway: Effective wire transfer monitoring requires both the remediation of missing data from the counterparty institution and a risk-based evaluation for potential suspicious activity reporting.
Incorrect
Correct: According to FATF Recommendation 16 (the Travel Rule), financial institutions must ensure that wire transfers are accompanied by required and accurate originator and beneficiary information. When information is missing, the receiving institution should apply risk-based procedures to decide whether to execute, reject, or suspend the transfer, while simultaneously determining if the lack of information and the transaction patterns necessitate the filing of a Suspicious Activity Report (SAR).
Incorrect: Returning funds immediately without an investigation or reporting assessment can hinder law enforcement efforts and may not satisfy regulatory requirements for suspicious activity monitoring. Updating system thresholds is a long-term administrative control but does not address the immediate legal obligation to investigate and report current suspicious activity. Contacting the beneficiary for originator details is not the standard regulatory protocol for wire remediation and risks tipping off the customer regarding the bank’s internal monitoring and suspicion.
Takeaway: Effective wire transfer monitoring requires both the remediation of missing data from the counterparty institution and a risk-based evaluation for potential suspicious activity reporting.
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Question 10 of 10
10. Question
Senior management at a private bank requests your input on Challenges in monitoring cross-border wire transfers as part of client suitability. Their briefing note explains that over the last 18 months, the bank has seen a 40% increase in wire transfers originating from jurisdictions with varying regulatory standards. The current automated monitoring system frequently flags transactions due to incomplete originator or beneficiary information, particularly when funds pass through multiple intermediary institutions before reaching the final destination. Which of the following represents the most significant operational challenge in effectively monitoring these transactions according to FATF standards?
Correct
Correct: FATF Recommendation 16, often referred to as the Travel Rule, requires that wire transfers be accompanied by accurate originator and beneficiary information. A primary challenge in cross-border environments is the technical incompatibility between different messaging standards (such as the transition from legacy MT formats to ISO 20022 MX formats) and the risk that intermediary banks might strip or truncate data to fit system limitations, leading to a loss of transparency for the final receiving institution.
Incorrect: Verifying the physical identity of every beneficiary before release is not a universal requirement for intermediary banks; they generally rely on the information provided in the payment message. Hawala systems are informal and are not a mandatory or standard requirement for high-value bank transfers; in fact, they often represent a risk to be mitigated. Receiving banks are never legally exempt from their own sanctions screening obligations; every institution in the payment chain is responsible for ensuring they do not facilitate transactions for sanctioned parties.
Takeaway: The integrity and continuity of originator and beneficiary data across multiple jurisdictions and technical platforms remain the most critical hurdles in cross-border wire monitoring.
Incorrect
Correct: FATF Recommendation 16, often referred to as the Travel Rule, requires that wire transfers be accompanied by accurate originator and beneficiary information. A primary challenge in cross-border environments is the technical incompatibility between different messaging standards (such as the transition from legacy MT formats to ISO 20022 MX formats) and the risk that intermediary banks might strip or truncate data to fit system limitations, leading to a loss of transparency for the final receiving institution.
Incorrect: Verifying the physical identity of every beneficiary before release is not a universal requirement for intermediary banks; they generally rely on the information provided in the payment message. Hawala systems are informal and are not a mandatory or standard requirement for high-value bank transfers; in fact, they often represent a risk to be mitigated. Receiving banks are never legally exempt from their own sanctions screening obligations; every institution in the payment chain is responsible for ensuring they do not facilitate transactions for sanctioned parties.
Takeaway: The integrity and continuity of originator and beneficiary data across multiple jurisdictions and technical platforms remain the most critical hurdles in cross-border wire monitoring.