Trace Forensic Experts LLC
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Forensic Data Analyst Services and Forensic Data Investigation in Illinois & Wisconsin

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vendor & procurement fraud Investigation & analytics

Fraudulent activities pose a significant challenge to businesses globally. According to the Association of Certified Fraud Examiners (ACFE) 2022 Report to the Nations, the median loss due to occupational fraud was $117,000, and the total global loss exceeded $3.6 Billion. 

Vendor fraud can take different forms, including billing schemes, inflated invoices, kickbacks, and collusion. Fraudulent vendors may overcharge for goods or services, submit fictitious invoices, or manipulate procurement processes for personal gain. These activities can result in financial losses, damaged reputations, and compromised business relationships.

The DOJ and the Securities Exchange Commission (SEC) have pursued a number of companies for FCPA violations, including kickbacks, payments to consultants, unjustified fees, and employing excessive means to influence professionals in various sectors.

As businesses grow and develop, the potential for fraud, bribery, and corruption increases. Bribery can be recognized in different forms, including procurement corruption, improper marketing practices, misuse of positions of power, unjust reimbursement claims, fraud, and embezzlement. Factors such as duplicate invoices, inflated pricing, fictitious vendors, and collusion can lead to financial losses through vendor over-payments. Due to the sensitive nature of these issues, we exercise a high level of client confidentiality and discretion. Clients trust in our ability to protect their privacy while we work towards case resolution.

Read about how Trace Forensic Experts helped one of our clients recover millions of dollars.
Need Trademark Expert Witness or Copyright Infringement Expert Witness Services? Click Here

Why do I need Experts in Forensic Data Analytics

In today’s data-driven world, traditional accounting methods are often insufficient for identifying complex financial patterns. Trace Forensic Experts LLC employs experts in forensic data analytics to process millions of data points, uncovering anomalies that the human eye would miss. An expert is required to:

Identify Statistical Outliers

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Use Benford’s Law and other statistical tests to find "unnatural" numbers that suggest fraud or manipulation.
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Perform Proactive Fraud Detection

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Monitor ongoing transactions to flag high-risk activity before it results in a catastrophic loss


Visualize Financial Relationships

Create link analyses that show connections between vendors, employees, and bank accounts that appear unrelated on the surface.
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Synthesize Unstructured Data

​Combine data from disparate sources—such as emails, spreadsheets, and POS systems—into a single, cohesive evidence set.​
This technical expertise is the foundation for successful internal investigations. By utilizing forensic data analytics, we provide the empirical "proof" required in the most complex commercial litigation matters.

Legal spend optimization

TRACE FORENSIC EXPERTS works with Legal Operations teams to manage their legal costs. These costs typically include in-house compensation and expenses, spend on outside counsel, the costs of e-Discovery, and the costs associated with software that supports legal operations. Our goal is to assist the Legal Operations department in achieving the right balance between managing risk and cost.

Our process involves analyzing costs obtained from various data sources within the organization and subjecting it to rigorous data analytics. We then present our results in an easy-to-understand, relevant, and informative format. Our reports and dashboards provide Legal Operations with insights into how and where money is being spent so that they can better understand the resulting levels of return. For example, they may realize that their spend on some vendors is disproportionate to their needs or to their perceived value obtained from that vendor. Alternatively, they may gain insights into strategic costs incurred that are yielding higher than anticipated value.

TRACE FORENSIC EXPERTS offers Legal Spend Optimization either as a one-off service or on an ongoing basis. The frequency of our analyses is driven by the needs of the Legal Operations team. For example, in a high-change environment, we might run analyses monthly, while responding to real-time ad hoc requests. In a more stable environment, we might provide quarterly or semi-annual analyses.

At TRACE FORENSIC EXPERTS, we do not assume to know your corporation's objectives, needs, and operations. Our expertise is in the consulting and complex data analytics involved in Legal Spend Optimization. We ask you the right questions so that we can understand your goals, objectives, processes and procedures. Our Forensic data analyst services help you to design an intelligent, well-planned approach to analyzing and optimizing your Legal Spend. Ultimately, we provide you with the information you need to make informed decisions that are based on objective measures.
Looking for Forensic Accounting for Construction? Click Here!
TRACE FORENSIC EXPERTS combines extensive experience and data analytics capabilities in forensic data investigation of fraud, data breaches, economic damages for breach of contract, corruption, and non-compliance
 
Our Advanced Analytics Team uses complex applications of machine learning, robotic process automation, SQL databases, spreadsheets and other analytics to solve our clients’ problems. 




Whether facing acts of fraud, economic damages claims or challenges with compliance and ethics tracking, organizations rely on TRACE FORENSIC EXPERTS for assistance.

Historically,  organizations have had to rely on non-analytical processes such as external audits and tips from whistleblowers to detect and investigate fraud. Unfortunately, most of these methods of detection tend to detect suspicious activity well after the fact. This may give perpetrators extended opportunity to commit additional acts of fraud against the organization.
The longer fraud goes undetected the more costly it becomes. By enabling organizations to be proactive rather than reactive in detecting fraud, forensic data analytics help minimize the damage done to the organization.

Advances in data analytics have made it possible to examine large amounts of data to uncover patterns, anomalies, relations, networks and other issues  quickly and effectively. This technology enables organizations to be proactive in monitoring their activities, detecting and flagging high risk or suspicious activities quickly and cost-effectively. 
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Forensic Data Investigation in life sciences

Globally, life sciences and pharmaceutical companies are under immense pressure and scrutiny from governments, regulators, business partners, and consumers. Added to this pressure are a demand for improved quality of healthcare, improved access to healthcare, and a reduction in the costs of health care.

Globally, the COVID-19 pandemic has exposed weaknesses in the Life Sciences and Pharma sectors, with the rush to find effective treatments and vaccines. The Life Sciences and Pharma sectors face unprecedented challenges particularly in increased risk exposure and in the regulation of products to help keep companies accountable.

These forces and challenges are placing life sciences and pharmaceutical companies at a greater risk of investigation and/or litigation. Taking steps to minimize the risk of litigation requires the assistance of experienced life sciences and pharmaceutical experts.

F
raud and corruption are on the rise in the Life Sciences and Pharmaceutical industries. In 2020, the US Department of Justice (DOJ) recovered over $1.8bn in matters that involved the
healthcare industry, including drug and medical device manufacturers, managed care providers, hospitals, pharmacies, hospice organizations, laboratories, and physicians.

The DOJ and the Securities Exchange Commission (SEC) have pursued a number of companies in the Life Sciences sector for FCPA violations, including kickbacks with foreign health departments, payments to consultants in hospitals, unjustified fees, and excessive means to influence healthcare professionals.

According to Transparency International, of the $7.5trillion spent globally on healthcare each year, $500billion is lost to corruption. 

As the Life Sciences industry grows, the potential for fraud, bribery, and corruption increases. Bribery can be recognized in medical service delivery, procurement corruption, improper marketing relations, misuse of (high) level positions, undue reimbursement claims, fraud, and embezzlement of medicines and medical devices. 


Our Trace Forensic experts have extensive experience in working with life sciences and pharmaceutical companies on industry-specific, financial, fraud, and forensic issues. We work closely with proprietary and generic drug manufacturers, medical suppliers, biotechnology companies, wholesalers, and pharmaceutical research organizations.

Our innovative forensic technology and data analytics practice is  an essential part of almost every forensic investigation.

Our forensic data analysis tools analyze data from different perspectives and analyze it to review unusual and suspected fraudulent conduct as well as weaknesses in analyzed processes.

other forensic analytics

  • Contract Lifecycle Management
  • Bank statement extraction and analysis
  • PDF document extraction and analysis
  • Benchmark and KPI reporting
  • Bespoke reports and dashboards
  • Data tracking and reporting
We provide AI driven medical record review. Learn more ...

FAQs About ​Forensic Data Analyst Investigation Services

How do your experts assist with legal spend optimization?
Our team works directly with Legal Operations departments to help them balance risk management with cost control. Through our Forensic Data Analyst Investigation Services, we analyze costs from various data sources—including in-house compensation, outside counsel spend, and e-Discovery expenses—and present the results in easy-to-understand dashboards. This process provides insights into where money is being spent, allowing organizations to identify disproportionate vendor costs or strategic investments that yield high value.

What types of vendor and procurement fraud can you help investigate?
We have extensive experience investigating various forms of vendor fraud, such as billing schemes, kickbacks, inflated invoices, and collusion. Fraudulent vendors may manipulate procurement processes for personal gain or submit fictitious invoices, leading to significant financial losses. Our Forensic Data Analyst Investigation Services utilize advanced analytics to uncover these patterns, helping clients minimize damage and resolve compromised business relationships with high levels of confidentiality.
Why is a proactive approach to fraud detection superior to traditional methods?
Historically, many organizations relied on reactive measures like external audits or whistleblower tips, which often detect suspicious activity only after significant damage has been done. By utilizing advanced forensic data analytics, we enable organizations to be proactive. This method allows us to examine large datasets quickly to uncover patterns, anomalies, and networks, flagging high-risk activities before they escalate into more costly problems.

How do you support the Life Sciences and Pharmaceutical industries?
The Life Sciences sector faces unique challenges, including strict regulations and high risks of fraud, bribery, and corruption. We assist companies in this industry by investigating issues such as FCPA violations, improper marketing practices, and embezzlement of medical devices. Our experts work with drug manufacturers, biotechnology companies, and researchers to address industry-specific financial and forensic issues, ensuring accountability and compliance.

What technologies does your team use to solve client problems?
Our Advanced Analytics Team employs a suite of complex applications to solve problems effectively. We utilize machine learning, robotic process automation, SQL databases, and spreadsheets to analyze data from multiple perspectives. This technology-driven approach allows us to review unusual conduct and identify weaknesses in processes, providing a robust solution for fraud investigation, economic damages claims, and compliance tracking.
How does Trace Forensic use "Benford’s Law" to detect fraud in massive datasets?
Benford’s Law is a statistical phenomenon regarding the frequency distribution of leading digits. In natural financial data, numbers starting with "1" occur much more frequently than numbers starting with "9." When a fraudster "invents" numbers to pad an invoice or hide a theft, they almost always violate this law. We run your entire transaction history through our analytics software to instantly flag clusters of "man-made" numbers for manual investigation.

Can your data analytics identify "split-purchasing" schemes designed to bypass internal controls?
Many companies have a policy requiring approval for any purchase over a certain threshold (e.g., $5,000). Fraudsters often bypass this by "splitting" a $9,000 purchase into two $4,500 invoices. Our forensic data tools scan for identical vendors, sequential invoice numbers, and "round-dollar" amounts that occur just below authorization limits, exposing attempts to circumvent your company's internal safeguards.
How do you handle "Unstructured Data" like emails or text messages in a financial investigation?
Forensic data analytics isn't just about spreadsheets. We use specialized tools to perform keyword and sentiment analysis on unstructured data. By correlating the timing of specific emails or texts with the timing of unusual financial transactions, we can establish "intent"—proving that a financial anomaly wasn't a clerical error, but a coordinated effort to commit fraud.

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Whether you are ready to line up your Forensic Data Analytics Expert or if you would like to discuss your best way forward, contact us now.

Our Other Services

  • Intellectual Property Experts
  • Commercial Litigation
  • Economic Damages
  • Damages for Breach of Contracts
  • Partnership Disputes
  • Fraud & White Collar Crime
  • Due Diligence
  • Internal Investigations
  • Construction Fraud
  • Asset Recovery
  • Bankruptcy Fraud
  • Forensic Data Analytics
  • Profit Feasibility Studies
  • Information Governance and E-Discovery
  • Early Case Assessment

Contact us


Milwaukee, Wisconsin
​​📞 (262) 337-0458
​

Mailing Address


​Trace Forensic Experts LLC
P.O. Box 305
​North Lake, WI 53064
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  • Home
  • Services
    • Intellectual Property Expert
    • Commercial Litigation >
      • Economic Damages
      • Damages for breach of contract
      • Partnership Disputes
    • FRAUD & WHITE COLLAR CRIME >
      • Due Diligence
      • Internal Investigations
      • Construction Fraud
      • Asset Recovery
      • Bankruptcy Fraud
    • EXPERT WITNESSES FOR divorce and child support
    • EXPERTS IN FORENSIC DATA ANALYTICS
    • Profit Feasibility Studies
    • Information Governance and e-Discovery >
      • Early Case Assessment
  • Leadership
  • News and Insights
    • In The News >
      • July 28, 2022 Press Release
      • October 18, 2022 Press Release
      • January 31, 2023 Press Release
    • TRACE Forensic Newsletters >
      • Volume 4 April 2023
      • Volume 3 December 2022
      • Volume 2 October 2022
      • Volume 1 August 2022
    • Blog
    • Trace on the Case
  • More...
    • TRACE Partners
    • FAQ's
    • Contact