Concept: Forensic Accounting

Forensic accounting is the art of detecting financial manipulation, fraud, and aggressive accounting by analysing published financial statements. You're look...

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What it is

Forensic accounting is the art of detecting financial manipulation, fraud, and aggressive accounting by analysing published financial statements. You're looking for things the company doesn't WANT you to find — discrepancies, patterns, and red flags that suggest profits are overstated or assets are fictitious.

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"Forensic accounting matlab — company ke financial statements mein jhooth pakadna. Detective ban ke dekhna ki kya cheezein tally nahi kar rahi hain."

Why Indian investors need this skill

India has had more corporate frauds per decade than most developed markets:

  • Satyam (2008): ₹7,000 Cr fictitious cash
  • Manpasand (2019): Channel stuffing exposed
  • DHFL (2019): ₹30,000+ Cr siphoned
  • Bhushan Steel (2017): Fund diversion
  • PC Jeweller (2018): Revenue manipulation

Rules of forensic analysis:

  1. Trust numbers, not narratives
  2. Cash flow statement is hardest to manipulate (start here)
  3. Balance sheet manipulation shows up as growing gaps between profit and cash
  4. Auditors can be complicit — don't assume clean audit = safe

The Beneish M-Score model

A statistical model with 8 factors that detects earnings manipulation. Score > -1.78 = likely manipulator.

$$M = -4.84 + 0.92 \times DSRI + 0.528 \times GMI + 0.404 \times AQI + 0.892 \times SGI$$ $$+ 0.115 \times DEPI - 0.172 \times SGAI + 4.679 \times TATA - 0.327 \times LVGI$$

Factor Code What it detects
Days Sales Receivable Index DSRI Revenue recognition manipulation
Gross Margin Index GMI Operating deterioration being hidden
Asset Quality Index AQI Aggressive capitalisation of expenses
Sales Growth Index SGI High growth = higher incentive to manipulate
Depreciation Index DEPI Policies extended to boost profit
SGA Expense Index SGAI Cost-cutting sustainability
Total Accruals to Total Assets TATA Accruals quality — the #1 red flag indicator
Leverage Index LVGI Debt increase signalling financial stress

The 12 red-flag tests (simplified)

Cash flow tests (MOST reliable)

# Test Red flag if...
1 CFO vs PAT CFO/PAT < 0.5 for 3+ years
2 Accrual ratio (PAT - CFO) / Total Assets > 10%
3 Cash tax vs P&L tax Significant and persistent difference

Revenue tests

# Test Red flag if...
4 Receivable days trend Rising > 30% over 3 years alongside revenue growth
5 Revenue concentration > 50% from related parties or < 5 customers
6 Other income % > 20% of PBT coming from non-operational sources

Balance sheet tests

# Test Red flag if...
7 CWIP proportion CWIP / Gross Block > 30% for 3+ years
8 Goodwill & Intangibles > 30% of total assets (M&A overpayment)
9 Inventory vs revenue Inventory growing faster than revenue for 3+ years

Governance tests

# Test Red flag if...
10 Auditor change Changed within 2 years without clear reason
11 Audit qualification Any qualification, emphasis of matter, or disclaimer
12 Related-party loans Any non-zero loans to promoter group entities

How companies manipulate (with detection methods)

1Revenue inflation

Method: Fake invoices to related parties, bill-and-hold, channel stuffing

Detection:

  • Receivable days spiking while revenue grows
  • Revenue growth disconnected from industry growth
  • Cash collection < revenue booked

Indian example: Manpasand Beverages — revenue grew 30% annually but receivable days tripled

2Expense suppression

Method: Capitalise operating expenses, extend useful life of assets, reduce provisions

Detection:

  • CWIP growing without proportional capacity addition
  • D&A as % of gross block declining over time
  • Provision for bad debts declining even as receivables grow

Indian example: Various real estate companies capitalise interest forever without completing projects

3Cash fabrication

Method: Fake bank statements, show cash that doesn't exist

Detection:

  • Very high cash balance but no dividends/buybacks (why hoard?)
  • Interest income inconsistent with cash balance (if ₹7,000 Cr cash at 6% = ₹420 Cr interest. Is it showing that?)
  • Cash balance grows but never deployed productively

Indian example: Satyam showed ₹7,000 Cr cash that didn't exist

4Fund diversion

Method: Loans to promoter entities, overpriced related-party deals, round-tripping

Detection:

  • Loans & advances to related parties (in notes)
  • Inter-corporate deposits to unlisted entities
  • Revenue from company → related party → back to promoter (round-tripping)

Indian example: DHFL — loans to shell companies that bought promoter's real estate

The progression: from suspicion to conviction

Screening AlertCFO/PAT < 0.6 orBeneish M-Score > -1.78
Deep DiveRead notes to accountsRelated-party disclosuresAudit report
▼
Multiple red flagsconfirm suspicion?
Yes (3+ red flags)
▼
EXIT or AVOIDEven if valuation looks cheap
No (isolated issue)
▼
Monitor quarterlyKeep position smallWatch for deterioration

Common mistakes

Mistakes to avoid

  1. Assuming one red flag = fraud — Sometimes receivable days rise for genuine reasons (govt customer). Look for CLUSTERS of red flags
  2. Only checking annual data — Quarterly data can show intra-year manipulations that wash out annually
  3. Trusting standalone over consolidated — Frauds often hide in subsidiaries. ALWAYS use consolidated numbers
  4. Not reading audit report — The emphasis of matter paragraph is where auditors bury important concerns
  5. Hindsight bias — Red flags are obvious AFTER the fraud. Train yourself to spot them in real-time

Related concepts

  • Earnings Quality — Forensic accounting is the deep version of earnings quality analysis
  • Corporate Governance — Governance failures enable the manipulation that forensic accounting detects
  • Circle of Competence — Forensic skills expand your circle by letting you confidently avoid frauds