Fraud Detection and Prevention
Compliance in the context of fraud detection and prevention refers to the ongoing process of adhering to laws, regulations, standards, and internal policies that govern an organization’s ope …
Fraud Detection and Prevention
… their creditworthiness and ability to repay debts. Risk scoring models can be used in a variety of applications , including credit card fraud detection, identity theft prevention, and anti-money laundering compliance. For example, a credit card company may use a risk scoring model to identify suspicious transactions and prevent fraudulent activity. Similarly, a bank …
Fraud Detection and Prevention
… metric; a model that catches many fraud cases but also generates a large number of false alarms may be impractical to deploy. Recall (also called sensitivity or true‑positive rate) quantifies the proportion of actual fraud cases that the model successfully detects. It is calculated as true positives divided by the sum of true positives and false negatives. High rec …
Fraud Detection and Prevention
… the majority of observations. Outliers are not inherently fraudulent, but they often warrant closer inspection. Statistical methods such as z‑score or interquartile range (IQR) can quantify how extreme a value is. In a payroll system, an employee who suddenly receives a bonus far exceeding the typical range would be flagged as an outlier. False positive occurs when …
Customer Due Diligence
… regulatory obligations. Below is a detailed explanation of the key terms and vocabulary that learners need to master in order to perform effective ongoing monitoring. risk rating – The quantitative or qualitative assessment that places a customer into a risk category such as low, medium, or high. The rating is based on factors including the customer’s industry, geograp …
Customer Due Diligence
Enhanced Due Diligence (EDD) is a set of additional investigative procedures applied when a customer or transaction presents a higher risk of money laundering, terrorist financing, or other illicit activity. EDD goes beyond the standard Customer Due Diligence (CDD) measures by requiring deeper analysis of the client’s identit …
Customer Due Diligence
… institution collects and verifies information about a client before establishing a business relationship. The primary objective is to assess the risk that the client may be involved in money laundering, terrorist financing, or other illicit activities. CDD requires a systematic approach that integrates multiple data points, risk‑assessment models, and ongoing monitori …
Customer Due Diligence
Customer Risk Assessment is the systematic process of evaluating the potential risk that a client may pose to an organization’s compliance, financial, and reputational standing. In the context of Customer Due Diligence , this assessment helps institutions determine the depth of investigation required, allocate resour …
Fraud Risk Assessment and Management
… machine‑learning models that score each transaction based on historical fraud patterns. For instance, a retailer may deploy an anomaly‑detection algorithm that flags orders with unusually high quantities of high‑margin items shipped to new addresses. Fraud reporting involves documenting and communicating identified fraud incidents to appropriate stakeholders. Effective reporti …
Fraud Risk Assessment and Management
… of these elements, thereby lowering the overall fraud risk. Fraud Risk denotes the likelihood that fraud will occur, combined with the potential impact on the organization. It is quantified during a fraud risk assessment and informs the allocation of resources to control design. For example, a high‑risk area such as cash handling may warrant more robust preventiv …
Fraud Risk Assessment and Management
Fraud Impact Analysis is a systematic process used to quantify the potential consequences of fraudulent activity on an organization. It involves identifying the various types of loss that could arise, estimating their monetary value, and as …
Fraud Risk Assessment and Management
… physical presence. The concept of internal controls is central to mitigating opportunity. Controls are policies and procedures designed to ensure the reliability of financial reporting, compliance with laws, and efficient operations. A key control is segregation of duties , which divides responsibilities among different individuals to prevent any single person from both ini …
Compliance and Anti Money Laundering
Ethics and Governance in the context of compliance and anti‑money laundering (AML) is a multidisciplinary field that blends legal requirements, corporate responsibility, risk management, and cultural expectations. Understanding th …
Compliance and Anti Money Laundering
Money laundering is the process by which illicit funds are disguised as legitimate revenue. The objective is to obscure the origin of the money, allowing the proceeds of crime to re‑ent …
Compliance and Anti Money Laundering
Regulatory Risk refers to the possibility that a firm will suffer financial loss, operational disruption, or reputational damage as a result of non‑compliance with laws, regulations, or supervisory expectations. In the context of anti‑money‑laundering (AML) programs, regulatory risk is heightened because violations can trigger fines, sa …
Compliance and Anti Money Laundering
Money Laundering is the process of disguising the origins of illicit funds so they appear to be derived from legitimate sources. The three‑stage model— placement , layering , and integr …
Compliance and Anti Money Laundering
Anti‑Money Laundering (AML) is the set of laws, regulations and procedures designed to prevent criminals from disguising the proceeds of illegal activity as legitimate earnings. The pr …
International Anti Money Laundering Standards
… Reporting refers to the systematic submission of information by financial institutions and other obligated entities to supervisory authorities, as required by national and international anti‑money‑laundering (AML) frameworks. The purpose of these reports is to provide regulators with timely insight into the activities that may pose a risk of illicit finance, to enable …
International Anti Money Laundering Standards
Transaction Monitoring is the systematic review of customer and account activity to detect patterns that may indicate money laundering, terrorist financing, or other illicit behaviour. It is the core operational component of an anti‑money‑laundering (AML) program. The process begins with the collection …
International Anti Money Laundering Standards
Risk assessment is the systematic process of identifying, analysing, and evaluating the potential for money‑laundering activities within a financial institution or designated non‑financial business. It begins with a clear understanding of the institution’s exposure to different types of …
