What is a White-Collar Crime and Its Inter-Relationship with ML/TF

A non-violent and financially motivated crime is termed a white-collar crime when it is executed by an employee while carrying out their responsibilities at work. This blog aims to elaborate upon the concept of white-collar crime, its characteristics, and its types. The blog also sheds light on how white-collar crime impacts not only the country where it originates but also its impact across the globe and how white-collar crime is carried out.

In addition, the blog elaborates upon how machine learning helps counter white-collar crime, the challenges in investigating and prosecuting the same, the steps that businesses can take to combat the occurrence of white-collar crime, and how white-collar crime is closely linked to money laundering (ML) and terrorism financing (TF).

What is a White-Collar Crime

The term ‘white collar’ refers to any person employed in an organisation who does not carry out manual labour and makes use of their intellectual capacities.

White-collar crimes refer to crimes carried out by white-collar employees. White-collar employees may tend to misuse their ability to make decisions at work to conceal, deceive, violate trust or commit fraud related to large amounts of money upon any other company or person.

Characteristics of a White-Collar Crime

White-collar crimes have the following characteristics which make them different from blue-collar crimes:

1. Non-Violent

White-collar crimes, by definition, are non-violent in nature. An example of this would be no violent activity being carried out in committing white-collar crimes such as insider trading. This crime takes place by misuse of unpublished price–sensitive information by any person within the business (usually a white–collar employee in this example) to book profits or facilitate price manipulation. Here, the entire crime gets executed, generating immense profits for the criminal without the use of violence.

2. Financially Motivated

The primary motive behind white-collar crimes is generating quick financial gains illegally. In many businesses, where the management itself is ignorant about ethical conduct and does not set the tone from the top for utmost good behaviour and ethically carrying out duties in the interest of the business. This mismanagement, coupled with frustrated employees who are morally and ethically compromised, get attracted to making quick money by disclosing confidential company information or carrying out corrupt and fraudulent activities to enrich themselves financially.

3. Carried Out by Professionals

The nature of white-collar crime is such that it can be carried out by knowledgeable and educated professionals in their relevant sphere, as they are aware of how to misuse the loopholes in compliance within their workspace. This can be better understood with the help of an example: a white-collar employee, such as a screening analyst facilitating terrorism financing, can simply manually manipulate sanctions screening results flagging a sanctioned individual to a non-sanctioned individual, resulting in the onboarding of such a sanctioned person carrying out terrorism financing by using the business as a vehicle to move funds for terrorist end-use.

4. Carefully Planned

The execution of white-collar crime requires the person executing it to devise steps to work around the checks and balances and plan for carrying out the intended white-collar crime. Generally, white-collar crimes are carried out by identifying loopholes and navigating checks and balances well in advance, as a lack of planning would result in the employee getting caught and questioned for misconduct.

5. Technology-Driven

A lot of white-collar crimes these days, such as forgery, misappropriation of funds, cybercrime, personal data privacy violations, and intellectual property infringement, are carried out online or with the help of hacking into secure databases containing sensitive data or information.

6. Concealment and Deception

White–collar crimes, in general, have an element of concealment and deception as a normal–appearing employee facilitates the planning and execution of crime in the background. Such employees, in the guise of their routine work, look for opportunities which they can exploit to make financial gains.

Understanding White-Collar Crime

White-collar crimes are non-violent, sophisticated crimes. Professionals in high-paying private or government jobs and big corporations engage in such crimes. These crimes are more strategic, innovative, and meticulously planned to avoid detection.

However, the fight against these crimes is not so strong because detection is challenging and often goes unaddressed in terms of legislation. Since these crimes are non-violent and involve many complexities, misuses, and misrepresentations, uncovering these crimes and the persons committing them before they impact society is challenging. The major impact is on individuals, corporations, economies, and communities. If caught, the perpetrators will face financial penalties, jail terms, and bankrupt business.

Why is White-Collar Crime a Matter of Global Concern

The impact of white-collar crimes on – employees, customers, and society – is enormous. They lose money, assets, jobs, and mental peace. Even the countries suffer substantial economic costs, investor confidence loss, and customer trust reduction. Bankruptcies and business failures can destroy the entire country’s economy. It can also distort competition, create social unrest, weaken integrity, and aggravate inequality and poverty.

These effects on the societies and economies sometimes spread to other jurisdictions. This is because of globalisation, which has interconnected many global financial systems. Cross-border white-collar crimes have also become frequent, affecting several countries. So, it is a matter of grave concern for global watchdogs and regulatory authorities.

Types of White-Collar Crime

The different types of white-collar crimes include:

Fraud

Fraud involves misrepresentation or the use of a false pretence to obtain something from someone. There are various ways to deceive someone to get their money or other valuable assets.

Embezzlement

Embezzlement occurs when someone entrusted with funds or assets misappropriates them without the consent of the company or agency allocating the funds or assets.

Insider trading

Insider trading refers to misusing unpublished price-sensitive information that has the potential to sway market prices to make profits out of it.

The insiders can be directors, promoters, employees, executives of the company, or someone closely related to such people who have access to inside information.

Bribery

Bribery involves influencing the decision or action of an individual or entity in power to get preferential treatment in exchange for gifts, payments, or valuable items. The bribe can be cash, property, services, or favours. The reason can be anything like getting a government contract or an award.

Cybercrimes

Cybercrimes are crimes occurring using digital means, including laptops, mobile phones, computers, and the internet. Criminals use these mediums to harass someone, lure people online, or conduct fraudulent activities. These are sophisticated crimes conducted for monetary or non-monetary gains. This can be data theft, mental harassment, stealing online money, or any other crime.

Money Laundering

Money laundering is a white-collar crime in which criminals disguise the illegal origins or sources of funds by layering them with legal transactions or integrating them into the legal financial system. Criminals hide the sources of such funds through complex transactions or a series of money movements. These activities lead to cleaning the illegitimate origins of the funds to make them appear legal.

Tax Evasion

Tax evasion means avoiding taxes by falsifying data, hiding income, or other illegal ways. Some common tax evasion strategies include underreporting income, using shell companies to hide the beneficial owners of assets, not reporting illegal income, avoiding tax audits, altering financial statements, having offshore accounts in tax havens, and many more.

Ponzi Schemes

It is a type of white-collar crime involving fraudulent investment schemes. The initiator of the scheme promises investment of money to generate higher profits for distribution. However, the investments of new investors are actually used as returns to pay off earlier investors. When the new investments are less than the amount to be paid off to previous investors, the scheme fails.

Forgery

Forgery includes altering or copying legal documents or records to defraud someone. Criminals can forge currency, cheques, identity documents, artwork, wills, certificates, or contract agreements. It can be a physical forgery or electronic. Criminals use sophisticated technologies to forge or create false documents. For example, employees may create a false letter of recommendation to get a job in a company.

Counterfeiting

Counterfeiting means imitating a genuine or authentic object. Counterfeiting aims to replace the original and earn greater value from the sale of fake products. The objects generally counterfeited are currency, identity documents, luxury goods, chemicals, spare parts, medicines, and food items. It primarily affects the trader of original products who suffers losses. Counterfeiting can also harm the lives, health, safety, and well-being of individuals, companies, or economies.

Extortion

Extortion involves threatening a person or their family or friends to gain some money or other valuable things. The criminal might threaten the victim’s family, use force to intimidate them or use violence to harm them. The criminal gains money, property, valuable security, or a signature on a critical document from the victim.

Environmental Crime

Environmental crime means the exploitation of natural resources or causing harm to the environment. It affects a country’s natural resources, human health, plants and animals’ lives, food chains, life expectancy, and biodiversity. These can include crimes such as improper disposal of waste, the killing of protected wild animals, illegal trading of plant species, illegal operations of destructive substances or materials, and others. Chemical pollutants released by industries and factories are a big crime, destroying environments across the globe.

Common Methods Used in White-Collar Crime

Knowing these common methods of conducting white-collar crimes enables businesses to detect them before the crime occurs. The common ways in which white-collar crimes occur are:

Identity Theft

Identity theft occurs when someone illegally obtains or uses an individual’s identity details without consent.

This information includes personal identification documents such as an identity, credit/debit card, bank account details, and many more. Criminals use this information to conduct any of the following:

Open new accounts
Obtain products and services in the victim’s name
Use the victim’s existing bank accounts to conduct transactions
Apply for loans
Spend money on travel, tickets, property purchases, etc.
Buy medicines or medical facilities, affecting health insurance coverage
Commit a crime under the victim’s name, leading to legal consequences

Accounting Data Manipulation

Another way criminals conduct white-collar crimes is by manipulating accounting data. It involves the misstatement or misrepresentation of a company’s or individual’s financial data. Companies manipulate these statements to avoid the repercussions of showing an adverse financial scenario. Some of the ways they manipulate this information are:

Recording fictitious revenues or adding other incomes to it
Change the accounting period for a few expenses
Adjusting accounting estimates and assumptions
Understating liability or overstating assets
Creating fake invoices
Falsifying cash and bank balances.

Market Manipulation

Manipulating the markets is another way to conduct white-collar crimes. The aim is to influence people’s behaviour in one direction so that the criminal can benefit. It means artificially affecting a financial instrument’s demand, supply, or price. It can be a currency, commodity, or share. Market manipulation can involve any of the following:

Manipulating the quotes or prices of securities
Spreading misleading information about a company
Posting fake orders
Acting on insider information not made public yet.

Exploitation of New and Emerging Technology

Technological advancements are a benefit to any economy because they solve problems. However, the exploitation of such technologies by criminals has increased. Financial criminals know how to utilise technology to deceive businesses, regulators, or individuals to achieve some financial benefits.

The primary ways in which fraudsters exploit emerging and new technologies for their personal gain are:

Data breaches
Gaining wrongful access to sensitive customer information
Malicious software or hacking to steal money
Hacking financial systems to get insider information
Technologies make identity theft easier
Cyber fraud
Fake online marketplaces
Using digital currencies to launder money.

Challenges in Investigating and Prosecuting White-Collar Crime

White-collar criminals exploit technologies, manipulate data, and misuse information to conduct crimes. Their work is so sophisticated that detecting the crime is challenging.

Cross-Border Transactions

Investigating cross-border transactions is challenging, given the jurisdictional variances and the need for cross-border collaborations. Currency fluctuations and regulatory differences make it easier to commit crimes. Prosecuting becomes even tougher due to legal differences in civil and criminal laws.

Resource-Intensive Investigations

Having adequate compliance measures in place and implementing them to avoid the materialisation of white-collar crimes requires funding, as compliance tools such as the screening software or employee background and monitoring policy require substantial funding, which not all types of businesses can afford. Even if the funding is available, it is difficult to recruit the right skills. This gives scope for businesses being used for conducting white-collar crimes.

Influential Perpetrators

The wrongdoers in white-collar crimes are employees, top management, or leaders of entities. In most cases, they are business and government professionals. These people have earned respect in their community. They are influential people with known credibility and trust among their professional and personal networks. So, detecting such people and understanding their criminal minds is challenging. Further, if they are guilty of having committed a white-collar crime, they use their influential network to jeopardise the investigation against them.

Evolving Crime Typologies

Crimes worldwide are increasing day-by-day. Countries are introducing new laws, and companies are developing new technologies to restrict the execution of crimes. But criminals find loopholes and harness them for their benefit. They try new ways, identify new loopholes in laws, and harness technologies’ weak points to commit crimes.

Difficulty in Gathering Evidence

White-collar crimes involve either the entire organisation, a few top managers, or one individual. One can identify all these only after in-depth investigations. Detecting the part where the fault lies or from where it all started is challenging.

Machine Learning and its Application in Detecting White-Collar Crimes

Machine learning (ML) learns the data patterns and predicts future occurrences. Based on these predictions, potential red flags can be spotted and stopped before occurrence. Machine learning helps businesses with the following:

Anomaly Detection

Anomaly means the behaviour in contrast to the usual customer activity. ML helps spot unusual patterns, outliers, or irregularities in customer or transaction data. These irregularities point towards a potential fraud, vulnerability, or failure. Incomplete data, unexpected manual intervention, or inconsistencies in the dataset are warning signs.

These signs indicate a problem which needs further investigation. Anomaly detection helps businesses to spot suspicions in datasets in real time so that immediate action can be taken.

Predictive Analytics

Predictive analytics in machine learning predicts future outcomes based on historical data analysis. So, while studying the old data, predictive analytics identifies patterns and trends and analyses them. It uses past learnings while analysing the new data. Based on the analysis of old data on user behaviour, ML predicts potential patterns in new data. It recognises similar trends and behaviour and flags them as suspicious.

Automated Monitoring

Any system using ML techniques to sift through data runs on automated monitoring. It is in continuous action. It continuously monitors it. It studies the old data, identifies patterns, and applies the same learning to the new incoming data. It checks and tracks the data in real-time to identify trends and flag them for further investigation.

Network Analysis

Network analysis means studying the relationships between factors. Businesses can identify the linkages between data points under study in machine learning and detect the following:

Relationships between various people involved in the crime
The pattern of relationships between them
Key influencers in the group who control others
The spread of unique behaviour that led to the crime
The organisation and hierarchy of criminal groups

Natural Language Processing (NLP)

Natural language processing means processing and understanding the natural language of humans. Using this feature, ML helps study, comprehend, and analyse text. Text-based data can be from emails, videos, audio, social media posts, or other sources. It helps understand the text exchanged between white-collar criminals. It sifts through all this qualitative data and detects suspicious behaviour. Whether it is phrases, keywords, tone, or patterns, it can study them to identify suspicious behaviour.

What is Money Laundering and Terrorist Financing

Money laundering means disguising the origin or source of illegal money and introducing it into the legal financial system. It is a financial crime committed by individuals, entities, and big criminal organisations. When an individual earns or generates illicit funds from a transaction, they layer these funds with complex transactions and integrate them with legal money. This entire process of placement, layering, and integration is called money laundering.

Terrorist financing means funding the activities of terrorists and terrorism. This can include operational activities of terrorism, terrorist attacks, travel, and lives of terrorists, or buying weapons. Any activity that provides financial support to terrorist organisations to carry out their terrorist acts is terrorist financing. The process of terrorism financing is carried out by collecting funding either legally or illegally, followed by making provisions to store or park such funds until they can be moved safely for further use without raising suspicion.

The Inter-Relationship between White-Collar Crime and Money Laundering and Terrorist Financing

Generally, it’s the greed of some individuals or entities that leads to white-collar crimes. These criminals are already in a position of power and prestige and command respect for it. But they want a commercial or personal advantage, more money, or avoid losing their assets.

White-collar crimes involve manipulating data or markets, misusing identities, or exploiting technology. Using these techniques, white-collar criminals can deceive the legal and regulatory authorities and people. Now, hiding this illegal money or disguising illegal funds and reintroducing it into the financial system as legitimate gains or income is possible with money laundering.

Criminals hide the illegal money or assets gained from such white-collar crimes by taking the money far from their origins. The aim is to confuse the investigators who want to trace the money or assets. So, criminals either layer them with several transactions or integrate them with the legal financial system. This is how white-collar crimes, in a way, facilitate money laundering.

White-collar criminals might also use money from such crimes to fund terrorist activities. If they have more dangerous aims, they will transfer the money to terrorist organisations. In doing this, they use false identities to save their name from all crimes.

To distance themselves from illicit sources of income or gains, white-collar criminals resort to:

Hiding the source or destination of funds
Creating layers of transactions to conceal them
Using the illicit layered money for a legal transaction

This is how white-collar crimes are interrelated with ML/TF. Not only this, the financial gains from white-collar crimes are also used in drug trafficking, arms dealing, and other transnational criminal activities. So, they create a maze of unlawful and unethical activities to hide their face and name.

Measures to Combat White-Collar Crimes, ML, TF

Businesses need to find a weak link in interrelationships between these white-collar crimes to catch them and implement the following measures to prevent these crimes by having in place:

Strong Legal and Regulatory Framework

In cognisance of the white-collar crimes in the country, UAE has taken strong steps to fight them and reduce their impact. The UAE Penal Code, the Federal Decree Law on AML/CFT and TFS Compliance are measures taken by the government to identify and take action in the event of any white-collar crime and have in place measures to report suspicious activity to the goAML portal by filing a Suspicious Activity Report.

Also, laws governing the protection of whistleblowers contribute to quick detection of potential white-collar crime.

Enhanced Supervision and Oversight

Businesses must strive to improve the supervision and oversight of their anti-crime measures. This will enable the business to know the status of each procedure, internal control, and technique applied against these white-collar crimes and gauge the following with such supervision:

Positive points of its anti-financial crime measures
Gaps, weaknesses, and areas of concern
Ways to fill these gaps and solutions for them
Whether these measures facilitate compliance with regulations
Reporting the compliance status to authorities
Any non-compliance penalties or legal proceedings against the business

Corporate Governance

The senior management in a company must set the tone at the top. Once that is taken care of, it is possible to design and implement effective measures against these crimes. Businesses must have a strong board of directors and top management who define the plan, accountability, and responsibilities.

Other corporate governance practices that help in preventing these white-collar crimes are:

Defining clear roles and responsibilities to facilitate faster crime prevention initiatives.
Defining a code of conduct, including acceptable and unacceptable behaviours, to create an ethical environment in the entity.
Ongoing training to employees and other stakeholders on crime prevention, compliance, and ethical behaviour.
Defining data permissions and accessibility to prevent data theft or misuse by internal people.
A reporting structure to keep everyone in the entity aware of the entity’s financial health and any potential crime threats.
Auditing by internal and external parties to ensure accuracy and completeness of the anti-crime measures.

Enhanced Compliance

UAE has specific laws against money laundering, terrorism financing, proliferation financing, fraud, embezzlement, cybercrimes, and many more. These laws mention the mandatory requirements needed to be followed to prevent white-collar crimes by enabling businesses to:

Identify and analyse the risks to the business from these crimes
Implement policies, procedures, and internal controls to fight these crimes
Train employees on these procedures
Conduct processes to know your customers and their transactions better
Appoint relevant officers and team to handle the compliance requirements
Perform audits of all these systems, technologies, and procedures to improve

Performing all these activities leads to compliance with these regulations.

Technological Solutions

Technology is a sure-shot solution to white-collar crimes. Advanced technologies like artificial intelligence, machine learning, data analytics, and others can help detect suspicious activities. They can identify potential warning signs in customers’ behaviour and transactions.

These technological solutions help mitigate crimes besides prevention. Technological systems help in conducting audits, monitoring, and investigations of measures against financial crimes.

Training and Awareness

It is difficult to achieve success in anti-crime measures without knowledge. Businesses must conduct employee training on the above aspects to make them aware and diligent in their approach. Building a positive, anti-crime culture in any business is crucial so that no employee resorts to white-collar crimes. Such culture also ensures that employees report or discourage others from committing white-collar crimes. Having a legally compliant and ethical culture is an excellent anti-crime measure.

Collaborative Approach

Collaboration and coordination with regulators, peers, and industry-specific associations is an effective step against these crimes. Such collaboration helps businesses by:

Understanding the challenges and finding their solutions
Learning about the best practices peers have implemented
Detecting the new emerging risks and white-collar crime tactics
Improving record-keeping and reporting procedures by consulting with regulators.

Harmonisation of Laws

By coordinating with authorities of the free zones and federal, regional, and international jurisdictions, businesses can create consistent anti-financial crime/AML frameworks and internal guidelines. Harmonised laws make compliance easier and faster. Also, it reduces criminals’ opportunities to exploit jurisdictional differences in laws.

Whistleblower Protection

One vital activity that can help businesses uncover white-collar crimes or criminals is whistleblowers. They are people from inside the organisation who report suspicious activities or operations. However, one factor that discourages them from such reporting is personal risks. If businesses do not keep them anonymous, criminals or their associates can harm whistleblowers or their families’ lives or jobs.

Whistleblower protection programs are essential to encourage employees to report their suspicions. They must feel safe and secure to report such crimes. Businesses must create policies to protect their anonymity and keep their information confidential. With a guarantee of a safe environment, whistleblowers will be active in detecting suspicions and reporting them on time.

Media and Civil Society Participation

This is also a measure not in the hands of entities but other associations and society. Regulatory authorities must run campaigns to increase the awareness of white-collar crimes and the significance of measures against them. They must impart training on ethics, fraud prevention strategies, and corporate governance to improve the workforce’s integrity. Besides, the following can help:

Media must write articles on such crimes and measures businesses implement against them.
The supervisory authorities must keep a check on businesses in their industry to ensure the implementation of anti-crime measures.
Civil society must provide platforms for whistleblowers to voice their concerns and protect them.
The media can create anonymous reporting channels so whistleblowers feel safe and secure to report.
Media and civil society can create public pressure and lobby for stronger laws against white-collar crimes.
They can facilitate collaboration between different stakeholders and the community to devise a plan against crimes.

About the Author

Pathik Shah

FCA, CAMS, CISA, CS, DISA (ICAI), FAFP (ICAI)

Pathik is a Chartered Accountant with more than 26 years of experience in governance, risk, and compliance. He helps companies with end-to-end AML compliance services, from conducting Enterprise- Wide Risk Assessments to implementing the robust AML Compliance framework. He has played a pivotal role as a functional expert in developing and implementing RegTech solutions for streamlined compliance.