How to Build a Fraud Detection Framework Using Financial Statement Signals

What is Corporate Governance in India? The First Line of Defence

Good corporate governance is the system of rules, practices, and processes by which a company is directed and controlled. Think of it as the company's conscience. In India, the framework for this is laid out by the Companies Act, 2013, and regulations from the Securities and Exchange Board of India (SEBI). A company with strong governance is committed to fairness, accountability, and transparency. This isn't just about ethics; it's about survival and trust.

When this system breaks down, the risk of fraud skyrockets. The financial statements you read are a direct product of a company's governance. Strong governance leads to reliable numbers. Weak governance can lead to manipulated reports designed to hide problems. Therefore, understanding the basics of corporate governance is your first and most powerful tool for fraud detection.

Step 1: Analyse the Board of Directors and Audit Committee

The buck stops with the Board of Directors. They are supposed to oversee management and protect shareholder interests. Your first check is on the composition of this board.

Look for a healthy mix of executive and independent directors. An independent director is a board member who does not have a material relationship with the company. They are meant to be an objective voice. Ask yourself:

• How many independent directors are there? SEBI has rules about this, but more is often better.
• Are they truly independent? A director who is a close friend of the CEO or whose firm does business with the company might not be truly independent, even if they are labelled as such.
• Is there high turnover? If directors, especially independent ones, are leaving frequently, it could be a sign of internal conflict or disagreement with the company's direction.

The Audit Committee is a subcommittee of the board. Its job is to oversee financial reporting and disclosures. A weak or inexperienced audit committee is a major red flag. The members should have financial literacy. If the committee is chaired by someone without a financial background, you should question why.

Step 2: Scrutinise Related Party Transactions (RPTs)

This is where a lot of corporate fraud happens. A related party transaction is a deal or arrangement between the company and a person or entity close to it. This could be a major shareholder, a director, their relatives, or other companies they control.

Not all RPTs are bad. A company might legitimately buy raw materials from a sister company. The problem arises when these deals are not done at an "arm's length" basis. This means the terms of the deal are not fair or at market rates. It's a way to siphon money out of the company and into the pockets of the owners.

Here are the signals to watch for in the annual report:

• Unusually large or frequent RPTs: Check the notes to the financial statements for a section on related party transactions. Are the amounts significant compared to the company's revenue or assets?
• Transactions with no clear business purpose: If the company is lending large sums of money to an unknown entity owned by the promoter's family, that's a warning.
• Lack of transparency: If the disclosures are vague and it's hard to understand the nature of the transactions, be suspicious.

SEBI has strict disclosure requirements for RPTs to protect minority shareholders. You can find more about these regulations on their official website, sebi.gov.in.

Step 3: Dig Deep into Financial Ratios and Revenue Recognition

Your fraud detection framework must include a close look at the numbers themselves. Creative accounting can hide problems for a long time, but it often leaves clues in financial ratios.

Focus on these key areas:

1. Revenue Recognition: This is a common area for manipulation. Companies might book revenue before a sale is final or even ship goods to distributors and record it as a sale. A key signal is a rising Days Sales Outstanding (DSO). If DSO is growing faster than revenue, it might mean the company is struggling to collect cash from its supposed sales.
2. Cash Flow vs. Profit: Profit is an opinion, but cash is a fact. A company can show high profits on paper, but if its operating cash flow is consistently low or negative, something is wrong. Where is the cash from all those profits?
3. Inventory Levels: If a company's inventory is growing much faster than its sales, it could be a sign that it is producing goods it cannot sell. In some fraud cases, companies have even faked the existence of inventory.

A sudden, unexplained change in accounting policy is another major red flag. For example, a company might change its method for depreciating assets to make its current profits look better. Always read the notes to the accounts to check for these changes.

Step 4: Watch for Frequent Auditor Changes

An auditor's job is to provide an independent opinion on whether a company's financial statements are true and fair. If a company frequently changes its auditors, it's a huge warning sign. It suggests the company may be "opinion shopping."

This happens when management disagrees with an auditor on an accounting issue. Instead of fixing the issue, they fire the auditor and hire a new one who is more willing to agree with their aggressive accounting. An auditor's resignation, especially mid-year, is an even bigger red flag. It often signals a serious disagreement that could not be resolved. A stable, long-term relationship with a reputable audit firm is a sign of good corporate governance.

Common Red Flags That Scream "Potential Fraud"

Beyond the detailed steps, some signs are just universal indicators of weak governance and high fraud risk. Keep this checklist handy when you review any company:

• Overly complex structure: Too many subsidiaries and holding companies can be used to hide debt and move money around without scrutiny.
• Dominant CEO or founder: When one person has absolute control with no real oversight from the board, the risk of abuse is high.
• Aggressive pursuit of targets: A "growth at all costs" culture can push management to bend or break accounting rules to hit their bonus targets.
• Poor disclosure practices: Vague, evasive, or boilerplate answers in annual reports and investor calls are a sign the company may be hiding something.
• Weak internal controls: The absence of a whistleblower policy or a culture that punishes dissent can allow fraud to go unchecked.

Building a fraud detection framework is not about being a cynic. It's about being a diligent investor. By understanding how strong corporate governance in India works, you can use a company's own disclosures to protect your capital from serious risks.