Fraud Detection Methods

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  • View profile for Abhishek Vvyas

    Driving customer acquisition and market planning at MHS

    27,138 followers

    Income Tax Officers May Access Your Emails and Social Media Accounts From April 2026. From April 1, 2026, the Income Tax Department will have expanded powers to access individuals’ digital accounts if they suspect undisclosed income or assets. This includes emails, social media, bank accounts, trading platforms, and online investments. 🔹 Rule 1: Access to Digital Accounts Officers can now access your social media accounts, email, WhatsApp, cloud storage, and online financial accounts. The reason is simple: undisclosed income and hidden assets are increasingly stored digitally. Authorities want to ensure transparency and prevent black money from being hidden online. - Example: If someone frequently posts luxury trips or expensive purchases but shows minimal declared income, it will trigger scrutiny. - What you can do: Keep all your digital financial records in order, avoid flaunting a lifestyle that does not match your declared income, and ensure full disclosure of assets. 🔹 Rule 2: Lifestyle Verification Authorities can check your grocery bills, restaurant bills, travel expenses, personal purchases, and major investments. The reason is to compare your lifestyle with your reported income. Overspending compared to declared income raises red flags. - Example: Posting Dubai trips, expensive dinners, or luxury shopping on social media while reporting a modest income will invite investigation. - What you can do: Maintain records of all significant expenses and reconcile them with your income. Transparency is the only shield. 🔹 Rule 3: Legal Override of Security Codes Passwords, PINs, and digital locks will not protect accounts if there is suspicion of tax evasion. Officers can override security to access emails, accounts, and cloud storage. - Reason: Hidden digital assets can no longer remain secret when taxes are under investigation. - What you can do: Ensure proper reporting and documentation. Avoid keeping undisclosed digital income or assets. 🔹 Rule 4: Importance of Full Disclosure The law emphasizes that any income, property, gold, jewelry, or valuable items must be reported. The reason is to strengthen compliance, curb black money, and ensure fairness in the system. - Example: Even small undeclared income from trading platforms, online sales, or gifts can lead to legal action. - What you can do: Declare all income sources honestly. Organize accounts and records to avoid future scrutiny. 🔹 Rule 5: Flex Wisely The new rules make it clear that lifestyle and social media posts are under indirect scrutiny. Flaunting wealth without proper documentation is risky. -Reason: Authorities use public digital information as indicators of possible tax evasion. -What you can do: Be mindful of what you share online. Focus on transparency and responsibility rather than image. Starting in April 2026, transparency will come into focus. How much of your digital privacy are you willing to exchange for compliance?

  • View profile for Manoj Agarwal

    Chief Audit & Risk Officer | Fraud Investigations | Board-Trusted Risk Leader Driving Control Maturity & Regulatory Compliance | Past President – ACIIA | CIA • CISA • CRMA

    12,110 followers

    🚨 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

  • View profile for Hemant Batra

    Legal Futurist | Global Corporate Lawyer | Advisor to UN Agencies & Multilateral Institutions | Author & Podcast Host

    35,860 followers

    LinkedIn is no #dating, #romancing or #flirting App. Check out the consequences. The rise of online fraud is a hugely growing concern, worldwide. Countries globally are combatting instances of #cyberscams. Fraudsters are constantly coming up with tactics to trick internet users often preying on emotions like excitement, hope, greed, and love. An incident highlighting this manipulation occurred in the United States where a 75-year-old individual lost his life savings of approx. US$ 7,20,000 (the equivalent of Rs 6 crore) to a woman he met and developed feelings for on #LinkedIn. As reported in the Wall Street Journal, the victim fell prey to a scam named "pig butchering." The fraudulent scheme was initiated with a message on LinkedIn from an imposter claiming to be a #Chinese woman named Violaine Chen residing in San Francisco and showcasing images of an opulent lifestyle. Praiseworthy of the man's achievements the scammer gradually shifted communication to WhatsApp for privacy. As the victim fell into the trap, she engaged him in conversations talking about her meals, workouts and charitable activities. He started to trust her as they bonded over their shared interests. Violaine suggested they invest together on a trading platform called FX6, which she claimed was owned by her uncle. She helped him set up an account on a related app called Fuex and convinced him to deposit $1,500. Hoping for a future together the victim sold stocks and mutual funds. Ended up depositing, over $300,000 into the Fuex account. The app showed their combined investments growing to $1.5 million. However, when he tried to withdraw funds Fuex customer service blocked his request and asked for more fees to release his money. In desperation, he used his remaining investments, a bank loan, and a home equity loan to pay these fees. Ended up losing a total of $716,212. The scammer shifted the blame onto the victim. Stopped communicating with him after. After reaching out to the FBI about the incident the victim has faced challenges, in recovering his missing funds. Is still dealing with the financial impacts of the scam. #LawBatra #AvisVyer

  • View profile for Paulinus Iyika Ph.D, FCA,ADIT(UK)

    Adjunct Faculty & Researcher | Transfer Pricing & Tax Policy Expert | Financial Literacy Coach | Public Official

    3,574 followers

    🔍 TRANSFER PRICING AUDIT TRIGGERS 💬 What Tax Authorities Look For 📌 Transfer pricing is under the microscope more than ever. Tax authorities across the globe are ramping up scrutiny — and these are the top red flags that could get your multinational in trouble 👇 1️⃣ REPEATED LOSSES If a subsidiary keeps reporting losses year after year — while the overall group stays profitable — especially where the subsidiary is located in a high-tax jurisdiction, tax authorities will raise their eyebrows. Losses should reflect genuine business conditions, not aggressive tax planning. Business conditions that may lead to genuine losses include businesses in the early stage of their lifecycle (say 1-5 years depending on industry) , economic recession or major policy changes. 2️⃣ RELATED-PARTY LOANS WITHOUT INTEREST/TRANSACTIONS WITHOUT CONSIDERATION Intercompany loans must mirror market terms. Zero- ,high or low-interest loans may indicate hidden profit shifting — especially if they're with affiliates in low-tax jurisdictions. Also , triggers may arise where goods or services/intangibles are exchanged without payment made or received. Tax Authorities will naturally input values to mirror open market conditions. 3️⃣ SUDDEN PROFIT SHIFTS TO TAX HAVENS A classic trigger. If profits that used to be reported in high-tax countries suddenly migrate to low- or zero-tax jurisdictions, expect questions. Substance over form is the new gospel. The Country-by-Country Report has given Tax Authorities visibility about the overall allocation of MNEs resources across different jurisdictions where they operate. 4️⃣ SIGNIFICANT SHARE OF RELATED-PARTY TRANSACTIONS TO 3RD PARTY TRANSACTIONS If a company does more business with its own affiliates than with external parties — especially in key revenue lines — authorities scrutinize pricing, margins, and comparability. 5️⃣ TRANSACTIONS WITH LOW-TAX JURISDICTIONS Even routine business with entities in tax havens attracts attention. Authorities want to know: are these structures commercial, or just conduit arrangements? 💡 Takeaway Transfer pricing isn't just a documentation exercise. It's about aligning profits with real value creation. Be prepared, be compliant, be transparent. 🔁 If you're in tax, finance, or strategy — save & share this with your team. These 5 boxes could save you billions in additional taxes! #TransferPricing #TaxCompliance #InternationalTax #TPAudit #MultinationalStrategy #BEPS #TaxGovernance #NigeriaTax #LinkedInLearning

  • View profile for CA Bhagyashree Thakkar

    Finance educator | CA 40 under 40 by ICAI (2023) | 1Million+ community | Ex-NTPC, Deloitte

    7,714 followers

    🚨 Claimed fake deductions in your ITR to get a higher refund? You might be on the radar now. The Income Tax Department has launched a large-scale crackdown across India targeting bogus refund claims. And it’s not just shady agents involved. Employees from MNCs, government bodies, PSUs, and even entrepreneurs are under investigation. Agents have been filing ITRs using fake rent receipts, false TDS entries, medical bills, and more all to inflate refunds. In return, they take a commission. But the real cost is now being paid by the taxpayer. Over 150 premises have already been raided. ₹1,045 crore worth of fake claims have been voluntarily withdrawn. And with the use of AI tools, third-party data, and ground-level intelligence, even old abandoned email IDs linked to returns are being tracked. The scary part? Many taxpayers didn’t even know what was filed on their behalf. Now, the notices are starting to arrive. Tax planning is smart. Tax fraud is not. If your ITR has any error or inflated claim, update it now. The department is giving people a chance to come clean before penalties and prosecution begin. Keywords: Income Tax India, ITR Filing, Tax Deduction Fraud, Fake Refund Scam, CA Bhagyashree Thakkar, Personal Finance, ITR Update, Tax Compliance, Income Tax Notice, Financial Literacy

  • View profile for Guy Ficco

    Chief (SES) at IRS Criminal Investigation | Leading Global Financial Crimes Investigations. Skilled at Managing Risk and Transforming Organizations

    3,818 followers

    A couple laundered $33 million in drug proceeds through virtual currency over just 21 months. A criminal organization moved $653 million tied to fentanyl trafficking and pig butchering fraud. These are two very different cases with one common thread – Currency Transaction Reports.   I want to take a moment to explain why these filings matter so much to our work.   A CTR is filed by a financial institution when an individual, or someone on their behalf, conducts or benefits from cash transactions (deposits, withdrawals, exchanges) exceeding $10,000 in one business day. This includes aggregated transactions that total over $10,000. These reports are one of our most powerful investigative tools.   Here’s why.   Criminal networks deliberately fragment cash movements to avoid detection. CTRs capture exactly that behavior — objectively, consistently, and without bias. More than 1,700 of our FY25 investigations had a CTR associated with the primary subject, and 89% of those investigations involved aggregated CTRs.   In the $653 million money laundering case, investigators analyzed more than 9,000 CTRs to identify subjects, establish patterns, corroborate evidence, ultimately leading to two more investigations totaling $159 million. In the drug proceeds case, CTRs from multiple financial institutions helped identify money mules, co-conspirators, and witnesses that might never have surfaced otherwise.   This is what public-private partnership looks like in practice. When financial institutions file accurately and completely, we can follow the money.   I’ve included our first CI-FIRST FinTAX Crime Feedback Report on CTRs here. Please take a moment to review.   IRS Criminal Investigation #IRSCI #CIFIRST #FinancialCrimes #MoneyLaundering #BSA #CTR #PublicPrivatePartnership

  • View profile for Pawan Pandey

    Financial Analyst |Stock Market | CA CS CMA Job Updates | Articleship Alerts | IPO Analysis| सह संस्थापक of CA Notes & CA Dreams|

    11,841 followers

    A shocking thing happened to a person. The Income Tax Department, with the help of AI, caught a ₹6.8 million (₹68 lakh) fraud. Here’s what happened: When he filed his Income Tax Return (ITR), he showed the property cost as ₹7.3 million (₹73 lakh). He also claimed ₹6.8 million (₹68 lakh) as construction and other expenses, which we call Cost of Improvement. After claiming all these expenses, his total tax liability became nil (zero). Later, he received a notice from the Income Tax Department asking him to submit bills and proof for the expenses he had claimed. He submitted all the bills and documents and tried to prove that the expenses were genuine. But this is where things got interesting. The department initiated a forensic audit using AI. All the bills he submitted were dated between 2002 and 2006, and the font used on those bills was Calibri. However, Calibri was officially released in 2007 by Microsoft. With the help of AI-based analysis, the department identified that the bills were fake because the font did not even exist during the years mentioned on the invoices. Based on this finding, the Income Tax Department imposed tax, interest, and penalties on him. This shows how advanced scrutiny has become. Submitting fake invoices can seriously backfire and cause major financial and legal trouble.

  • View profile for Robert Nogacki

    Founder & Managing Partner at Skarbiec Law Firm Group | Attorney for Entrepreneurs | Award-Winning Legal Advisor

    20,467 followers

    The message arrives like a mistake. "Hey, is this Michael? We met at that conference last week." You're not Michael. You tell them so. But they don't disappear - they apologize, they're charming, they ask about your day. Over the following weeks, something unexpected happens: a friendship develops. They share photos of their life, ask about yours, remember details from previous conversations. Eventually, almost casually, they mention an investment opportunity that's been working remarkably well for them. Would you like to try? This is how it begins. Not with a Nigerian prince or a obvious phishing scam, but with something that feels achingly real - a human connection in a lonely digital age. And by the time you realize what's happening, your savings are gone. Welcome to the world of pig butchering, a form of fraud so sophisticated and so profitable that it's generated an estimated fifty to seventy-five billion dollars annually - more than the global trade in illegal arms. The name comes from a Chinese phrase, sha zhu pan: the pig-slaughtering board. First you fatten the animal. Then you kill it. In October, federal prosecutors in New York unsealed an indictment that offers a rare glimpse inside this machinery of deception. At its center: Chen Zhi, a businessman who built what prosecutors call one of the largest cryptocurrency fraud and money-laundering operations in history. Behind the respectable facade of Prince Holding Group - with offices in thirty countries, legitimate businesses, even diplomatic connections - Chen ran something else entirely: a network of compounds in Cambodia where thousands of people, many held against their will, spent their days systematically defrauding victims around the world. The documents reveal an operation of staggering scale and chilling efficiency. Detailed ledgers cataloguing which floor of which building ran which specific scam. "Phone farms" controlling tens of thousands of social-media accounts. Scripted conversations tested and optimized like advertising copy. A hundred and twenty-seven thousand bitcoins - worth billions -flowing through an elaborate laundering system that mixed criminal proceeds with legitimate mining operations, making dirty money look clean. The industry Chen helped build, meanwhile, has become Cambodia's largest economic sector, generating more revenue than all others combined. Hundreds of thousands of people work in these compounds across Southeast Asia. And every day, millions of potential victims on every continent open their phones to find a message from a stranger: "Hey, is this Michael?" Someone always answers.

  • View profile for Matthew Hogan, MS

    🛡️ Financial Integrity Guardian 🌎☘️Operation Shamrock 💸Seasoned Fraud & Cryptocurrency Investigator 💻Product tester 👩🦳Elder Financial Fraud Advocate🎙️Speaker ⚖️ Legislative Policy Advisor 🦁Leadership/Growth Nerd

    5,754 followers

    🚨 Learn Something New: The ETHM Token Trap in Pig Butchering Scams If you’re investigating cryptocurrency fraud or educating potential victims, you need to know about ETHM (Ethereum Meta) - a worthless token being weaponized in pig butchering operations. 🐷🔪 Here’s How It Works: Scammers send massive amounts of ETHM to victims’ wallets on BNB Chain. When victims check their balance, they see inflated values - sometimes $50K, $100K, or more. 💰📈 The wallet displays this because of fake pricing data, but ETHM actually trades at essentially $0 with near-zero liquidity. The scammer then claims these tokens are “profits” from the victim’s fake investment platform. But there’s a catch - to “unlock,” “withdraw,” or “bridge” these funds, the victim must pay “fees” or “taxes” in real cryptocurrency (ETH, USDT, BTC). 🎣 The Result: Victim sends real money to access fake profits. The ETHM remains worthless. ❌ Variant: Some victims are tricked into approving contracts that swap their real crypto FOR ETHM - effectively burning their actual assets for worthless tokens🔥 Red Flags: 🚩 ∙ Sudden appearance of high-value tokens you didn’t buy ∙ Demands for fees/taxes to access “profits” ∙ Pressure to “migrate” or “bridge” tokens ∙ Unfamiliar tokens with astronomical displayed values If You’re a Victim: 🛡️ 1. ⛔ STOP - Don’t send any more funds 2. 🔒 Secure your wallet - Revoke permissions at revoke.cash 3. 📞 Report to IC3.gov and your local cybercrime unit 4. 📸 Document everything - screenshots, transaction hashes, chat logs For Investigators: 🔍 ETHM on BNB Chain (contract: 0xbb38f4b6e289aa900505c92bd9743bd4d3c8d2de) is showing up repeatedly in 2024-2026 pig butchering cases. When you see it, you’re likely looking at a secondary extraction attempt after the initial fraud. The enemy is creative. We must be more vigilant. 💪⚖️ Operation Shamrock TRM Labs Chainalysis Deconflict.com Anchorage Digital Heights Labs ACAMS Association of Certified Financial Crime Specialists - ACFCS Association of Certified Fraud Examiners (ACFE) International Association of Financial Crimes Investigators University of New Haven Fairfield University Charles F. Dolan School of Business CT Digital Forum CT Blockchain Association

  • View profile for Adil Salih

    Helping professionals enter and grow in the Saudi job market. (HRSD Authorized ID FL-625745060)

    45,481 followers

    𝟔 𝐦𝐲𝐭𝐡𝐬 about Saudi work visas. The “Visa-Giving Company” Is a Scam 🔴 . And it’s costing people their careers. Let’s get one thing straight: No one gives you a Saudi work visa. A visa is not a product. It’s a permission that comes after you secure a real job. If someone is selling you the visa first, they’re not helping you. They’re scamming you. 𝐌𝐲𝐭𝐡 #𝟏: “Any company can get you a visa” Reality: Only Saudi companies with: A valid Commercial Registration Government-approved visa quotas Compliance with Saudization rules can sponsor a work visa. Many “visa-giving companies” are shells. The visa may exist. The job usually doesn’t. You arrive in Saudi Arabia with nowhere to work. Game over. 𝐌𝐲𝐭𝐡 #𝟐: “Come on a visit visa, we’ll convert it later” Reality: Visit and Umrah visas are for visiting — not working. Conversion is rare, restricted, and often impossible. Working on a visit visa is illegal. When caught, consequences are real: • Deportation • Fines • Possible re-entry bans 𝐌𝐲𝐭𝐡 #𝟑: “The visa matters more than the contract” Reality: This is completely backwards. The contract creates the job. The visa only allows entry to perform it. If someone is vague about the contract but obsessed with the visa, walk away. 𝐌𝐲𝐭𝐡 #𝟒: “Pay a fee and we guarantee the job + Iqama” Reality: Legitimate employers never charge candidates. Not for: • Visa processing • File opening • Guarantees If you’re paying, you’re not a candidate. You’re the customer in a con. 𝐌𝐲𝐭𝐡 #𝟓: “Once inside Saudi, switching sponsors is easy” Reality: Sponsor transfer is regulated and system-controlled. It requires: • A compliant current sponsor • A valid new employer • Official approvals Arriving under Company A and working for Company B = illegal. The system will catch it. 𝐌𝐲𝐭𝐡 #𝟔: “This foreign agent is my sponsor” Reality: Agents cannot sponsor you. Only a Saudi entity can. The sponsor name on your visa and Iqama must match your employer. No Saudi CR number? No deal. The simple rule to avoid scams Legit path: Real Saudi company → Real job offer → Signed Qiwa contract → Company applies for visa → Entry to KSA → Iqama issued → Work starts Scam path: Agent talk → “Visa first” → Payment requests → Vague contract → “Job after arrival” promises → Lost money, time, and status Bottom line In Saudi Arabia, systems always beat stories. There are no shortcuts around the Ministry of Labor. No magic visas. No guarantees for sale. Only: • A real employer • A real contract • Real compliance If someone offers a shortcut, they’re lying. This is exactly why 𝐍𝐞𝐱𝐭 𝐢𝐧 𝐒𝐚𝐮𝐝𝐢 exists — to help professionals understand the system before they make irreversible mistakes, and to navigate the market with structure, not hope. Stop looking for a “visa-giving company” Start looking for a real job.

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