Forensic Accounting Insights

5 Asset Line Items Where Fraud Hides and What I Look for in Each Most financial statement fraud parks itself in assets. The ACFE's 2024 RTTN puts financial statement fraud at just 5% of cases. But the median loss of $766,000 is the highest across all fraud categories. The damage is disproportionate precisely because it hides where people look least carefully. Based on my experience conducting forensic investigations in various countries for more than one and half decades, I consistently focus on five specific asset line items when searching for signs of fraud. Here’s what I pay attention to in each of them and why these areas often reveal hidden issues. 𝟭. 𝗧𝗿𝗮𝗱𝗲 𝗥𝗲𝗰𝗲𝗶𝘃𝗮𝗯𝗹𝗲𝘀 Not the balance. The ageing. Receivables that keep growing without being collected point to one of two things: revenue that was never real, or customers who were never meant to pay. 𝟮. 𝗜𝗻𝘃𝗲𝗻𝘁𝗼𝗿𝘆  I compare inventory growth against revenue growth and gross margin movement together. When inventory rises, and revenue rises, but margins quietly compress, something is being built into stock that does not belong there. 𝟯. 𝗖𝗮𝗽𝗶𝘁𝗮𝗹 𝗪𝗼𝗿𝗸 𝗶𝗻 𝗣𝗿𝗼𝗴𝗿𝗲𝘀𝘀  CWIP is one of the most consistently misused line items I encounter. Expenses get parked here to avoid hitting the P&L. Projects stay "in progress" for years. Nobody questions an asset that hasn't been commissioned yet. 𝟰. 𝗟𝗼𝗮𝗻𝘀 𝗮𝗻𝗱 𝗔𝗱𝘃𝗮𝗻𝗰𝗲𝘀  Particularly inter-company and related party advances. In several investigations, the actual fraud mechanism lived entirely in this line, i.e., funds moved out as advances, never returned, never written off, quietly evergreened each year. 𝟱. 𝗜𝗻𝘁𝗮𝗻𝗴𝗶𝗯𝗹𝗲𝘀 𝗮𝗻𝗱 𝗚𝗼𝗼𝗱𝘄𝗶𝗹𝗹  Inflated on acquisition. Never tested meaningfully for impairment. When goodwill stops making business sense, but impairment never appears, that’s a question for governance and not simply accounting. 𝗪𝗵𝗶𝗰𝗵 𝗼𝗳 𝘁𝗵𝗲𝘀𝗲 𝗵𝗮𝘃𝗲 𝘆𝗼𝘂 𝗲𝗻𝗰𝗼𝘂𝗻𝘁𝗲𝗿𝗲𝗱 𝗶𝗻 𝗽𝗿𝗮𝗰𝘁𝗶𝗰𝗲? 𝗔𝗻𝗱 𝘄𝗵𝗶𝗰𝗵 𝗼𝗻𝗲 𝘀𝘂𝗿𝗽𝗿𝗶𝘀𝗲𝗱 𝘆𝗼𝘂 𝗺𝗼𝘀𝘁? #Fraud #ACFE #Accounting #ForensicForesight

🚨 AI + Font Forensics = ₹68 Lakh Tax Fraud Busted in Hyderabad 🚨 The Income Tax Department in Hyderabad recently used AI-powered font forensics to uncover a Long-Term Capital Gains (LTCG) fraud worth ₹68.7 lakh. A taxpayer claimed improvement costs from a bill dated 2002, but AI tools flagged the use of the Calibri font—which was only released in 2006–07. This inconsistency exposed the document as forged, prompting a revised ITR and additional taxes paid . 🔍 Why This Matters for Auditors & Risk Professionals 1. Innovative Forensics AI isn't just for big data and predictive insights—it’s now a frontline tool in document authenticity verification. Font analysis is a low-cost, high-impact method. 2. Red-flag Awareness It’s not enough to verify the content—verify the context. Details like font age, metadata timestamps, or even document origin can reveal fraud. 3. Regulatory Relevance Tax authorities are stepping up forensic capabilities. Expect similar methods to be applied in other regulatory areas—GST, money laundering, financial filings. 4.Upgrade Your Toolkit Incorporate similar forensic checks—font, metadata, version histories—into due diligence, vendor audits, expense claim reviews, and whistleblower investigations. ✅ Action Steps ✅ Add font & metadata analysis to your internal audit and investigation playbooks. ✅ Train teams to look beyond signatures—validate document authenticity at a granular level. ✅ Evaluate simple AI tools that can detect anomalies in fonts or document history. ✅ Share this knowledge in audit committees, risk forums, and compliance training. This case is another reminder: fraudsters adapt, but so must we. In a world where even fonts can betray deception, staying ahead requires curiosity, precision, and technology-backed scrutiny. What forensic techniques are you using to catch today’s more subtle frauds? #Forensics #Audit #RiskManagement #AI #InternalAudit #Compliance

🚨 Red Flags of Financial Statement Fraud Financial statements are supposed to tell the truth about a company’s performance. But sometimes, the numbers are deliberately manipulated to mislead investors, regulators, or the public. Detecting these warning signs early is crucial — and that’s where forensic accounting comes in. Here are some common red flags to watch out for: 1️⃣ Unusual Revenue Growth 📈 When revenue grows much faster than industry peers without clear justification, it may signal manipulation. 2️⃣ Complex or Frequent Adjustments 🔄 Excessive write-offs, restatements, or unusual journal entries can indicate earnings management. 3️⃣ Inconsistent Cash Flows 💵 High reported profits but weak operating cash flow often raise serious concerns. 4️⃣ Aggressive Accounting Policies 🧾 Premature revenue recognition, channel stuffing, or off–balance sheet items may hide true performance. 5️⃣ Rapid Executive Turnover 👥 Frequent changes in CFOs, auditors, or board members may point to deeper financial issues. 6️⃣ Unusual Related-Party Transactions 🤝 Complex deals with subsidiaries, affiliates, or insiders can disguise financial realities. 7️⃣ Resistance to Transparency 🚫 Management that avoids questions, delays reporting, or provides vague disclosures should trigger skepticism. ✨ Takeaway: Not every red flag proves fraud, but patterns of these warning signs demand closer investigation.

I often get asked if I do business valuations. The answer is no, and that is very intentional. On the surface, forensic accounting and business valuation can look like two sides of the same coin. Both deal with numbers, financial records, and litigation. But in reality, they are very different disciplines. Business valuation has its own standards, specialized training, and a unique way of thinking about assumptions and projections. I chose early in my career to focus my practice on forensic accounting. That means lifestyle analysis, tracing funds, uncovering undisclosed income, and organizing massive amounts of financial data into something attorneys and courts can actually use. It is deep, detailed, investigative work. And it requires every bit of my attention. Could I add business valuation to my list of services? Sure. But I believe that trying to be everything to everyone dilutes the quality of the work. By narrowing my focus, I can deliver exceptional results in the areas where I have the most expertise. My clients know exactly what they are getting when they hire me, and they know I will do that work extremely well. I value working alongside business valuation experts when a case requires it. Our skill sets complement each other, and the attorney benefits from having two specialists who stay in their lanes and deliver clarity from different angles. Specialization is not about doing less. It is about doing your best in the work that matters most. #ForensicAccounting #ExpertWitness #LitigationSupport #FraudInvestigation #FinancialClarity #BusinessValuation

Every Profit and Loss statement tells a story. Some stories are works of fiction. I have spent years investigating financial "crime scenes" in the world of M&A. The most common culprit? The Anomaly. I once saw a SaaS business show a massive $1M spike in a single month. The founder was celebrating. The buyer’s auditor was sharpening his knife. We opened the case file and dug into the records. The "record revenue" was not real. It was a duplicate entry caused by a messy system migration. It was a ghost in the machine. The founder did not mean to lie. But the damage was done. Trust is the most fragile part of any deal. If your revenue looks too good to be true, buyers assume the worst. Even if it is a simple mistake, you look disorganized. Disorganized founders get "haircuts" on their valuation. You need to be your own lead investigator before you go to market.  🔍 Hunt for the spikes in your P&L detail view.  🔍 Look for duplicate entries from old accounting migrations.  🔍 Question every "miscellaneous" credit. Catch the ghosts before the buyers do. Clean books signal a well run company. Messy books signal a disaster waiting to happen. We created a Data Integrity Audit specifically for this. It helps you find the red flags before they kill your deal. #FinancialForensics #MandA #SaaS #BusinessTrust #Livmo #ExitStrategy

The Fraud Pentagon! In the summer of 1979, I was sitting on a dock bench at the Jersey Shore, watching two men in hoodies walk up and down in ninety-degree heat. That moment, and what followed, was the beginning of a forty-year career in forensic accounting. It also planted the seeds of something I would not fully develop until later in my career: the Fraud Pentagon. I formally developed the Fraud Pentagon circa 2009. It extends Donald Cressey’s classic Fraud Triangle by adding two elements that the Triangle never captured: Competence and Arrogance. Together with Pressure, Opportunity, and Rationalization, the five elements explain not just why fraud happens, but who commits it and how they think. Four of the five elements are human factors. That is not a coincidence. It is the point. Books and records do not commit fraud. People do. The human is always in the loop. I have been saying his for years. I have been making that argument in training sessions and seminars since 2004. I formalized it in print in 2011. I published it in Fraud Magazine with Dick Riley and Scott Fleming in 2018, as part of the Meta-Model of Fraud and later the Advanced Meta-Model of Fraud. And I have spent the years since watching case after case confirm every element of the framework. The profession still underestimates the human element. External auditors detect approximately three percent of fraud despite being present in eighty-four percent of victim organizations. Tips detect forty-three percent. The gap exists because most programs are built around controls and circumstances, not people. I wrote this article to set the record straight: on the origins of the framework, on the intellectual journey behind it, and on why it matters more today than the day I first put a marker to a whiteboard. I hope you will read it. I hope you will apply it. #FraudPentagon #PlayingOffenseInAHighRiskEnvironment #ForensicAccounting #FraudRisk #CorporateGovernance #WhiteCollarCrime #InternalAudit #ACFE #AICPA #IIA #Fraud

A divorce case where the numbers didn’t add up: A stay-at-home mom with 3 kids was separated from her husband. She never touched the finances, but they never had a budget and they had a nice house, brand new truck payment, went on vacations, and shopped where they wanted. He worked for the family business, and after the separation, when they went to negotiate child support and alimony, he handed her a W2 showing $20,000 in yearly income. Her attorney recommended she retain forensic accounting services because that didn;t make sense. I was provided their personal bank account statements, business bank account statements, and business and personal tax returns. It turns out he was running every single one of their personal expenses through the business. The truck payment, vacations, full mortgage payment, DirecTV bill, and the list goes on. I was able to quantify the total cost of the lifestyle her and her children were used to and create a report that allowed her to negotiate for what she deserved. #Accounting #CPA #CFE #FraudPrevention #AntiFraud #FraudAwareness

The most important skill in forensic accounting has nothing to do with numbers. Early in my career, an FBI supervisory special agent told me something that changed how I approach every engagement. You can be the best asset tracer on the planet, but if you can't articulate what you found, the skill is worthless. I thought I understood at the time, but over 20 years later I think about that advice with every engagement I work. Following the money is the part everyone romanticizes. The bank records, the transaction maps, the moment the pattern clicks into place. Those are important parts, but it's not where cases are won or lost. Cases are won or lost in the writing and communication. In the ability to take a complex financial reconstruction and translate it into a narrative that a judge, a jury, a regulator, or opposing counsel can follow without needing your spreadsheet open in front of them. I've seen solid forensic work fail because the report read like it was written for the analyst who produced it rather than the audience who needed to get it. Findings that should have been devastating got buried in jargon, caveats, and a structure that made sense only to the person who did the tracing but not to the person who had to present it. I've also seen solid but unremarkable analysis carry the day because the presentation was clear, sequenced properly, and built toward a conclusion the reader could follow. The same principles apply in depositions, regulator meetings, committee presentations, and courtroom testimony. The forensic accountant who can walk a non-technical audience through a complex financial picture without losing them is the one who gets retained again. The technical work is the foundation. The communication is the delivery mechanism. One without the other doesn't move anything. That FBI agent was right and two decades later, I still think about that message on every engagement.