March Madness Meets M&A: Don't Let Your Deal Be a Busted Bracket — The McLean Group
Mergers & Acquisitions · Quality of Earnings · Valuation Advisory

March Madness Meets M&A:
Don't Let Your Deal Be a Busted Bracket

In the high-stakes tournament of mergers and acquisitions, the real madness isn't on the court — it's hiding in the financials. A disciplined Quality of Earnings process is no longer optional. It's the difference between advancing and going home early.

The McLean GroupAdvisory Insights
TopicQuality of Earnings
Applies ToBuy-Side & Sell-Side M&A

The Tournament Begins

It's that time of year. Brackets are filling, underdogs are rising, and one wrong pick can shatter your dreams. But for dealmakers, the stakes extend well beyond the hardwood. We've seen too many "sure things" get upset by hidden fouls in the earnings playbook — and unlike March Madness, there's no rematch.

The QofE Bracket Challenge reframes financial diligence as what it truly is: a tournament. Round by round, the pretenders get eliminated and the sustainable, defensible numbers emerge. In today's environment — where margin for error is thin and returns depend on execution — earning that championship-caliber EBITDA isn't just a goal. It's the methodology.

March Madness Meets M&A

The bracket below maps the full QofE process across six tournament rounds — from initial scouting to the championship deliverable.

Round 1
Selection Sunday
Scouting the field
Round 2
First Round
Surviving the upsets
Round 3
Sweet 16
Cutting the fluff
Round 4
Elite Eight
Full-court press on proof
Round 5
Final Four
Core contenders only
Championship
Cutting Down the Nets
Validated QofE deliverable

Selection Sunday: Scouting the Field

Round 1

Your LOI is in, but the financials? A wild 68-team bracket of spreadsheets, "creative" add-backs, and that one subsidiary playing like a No. 16 seed — it looks harmless, but it's capable of a massive upset if its revenue goes unvetted.

The first stage is about separating All-Stars from benchwarmers. That means assessing data quality across financial statements, identifying aggressive accounting practices before they compound, and pressure-testing management's narrative against actual performance. The goal is to know exactly where risk is hiding before the game tips off.

First Round: Surviving the Upsets

Round 2

Sixty-four data sources enter, but half get bounced early — and for good reason. This is the round where aggressive revenue recognition reveals itself as the buzzer-beater that doesn't count. Where owner perks disguised as business expenses get disqualified. Where unrecorded liabilities lurk like a full-court trap, waiting for the closing table.

Common First-Round Eliminations
Rev. Rec.
Aggressive recognition timing
Owner Perks
Expenses disguised as business costs
Hidden Liabilities
Unrecorded obligations at close
Calling fouls early ensures no Cinderella story derails your valuation. This is where deal risk gets quantified, not guessed.

Sweet 16: Cutting the Fluff

Round 3

The pretenders are gone. What remains deserves rigorous scrutiny. The Sweet 16 is where the analytical work turns toward what actually drives value: normalizing non-recurring items (those "one-time" expenses that seem to recur every year), eliminating unsupported add-backs and inflated synergies, and adjusting for out-of-period revenue and expense distortions.

The result is a clean, defensible earnings baseline that holds up under scrutiny from buyers, lenders, and investment committees alike.

Elite Eight: Full-Court Press on Proof

Round 4

Defense wins championships — and deals. At the Elite Eight stage, maximum pressure is applied to the numbers that matter most. Is that star revenue stream about to hit the transfer portal? Rigorous diligence exposes it before it tanks your post-deal ROI. By this stage, assumptions have become evidence-backed conclusions.

What We Test
Elite Eight Focus Areas
  • Proof of cash and revenue reconciliation
  • Working capital analysis and peg validation
  • Customer concentration review
  • Revenue durability and stream testing
What You Gain
From Evidence-Backed Conclusions
  • Confidence in the earnings baseline
  • Leverage in price and terms negotiations
  • Reduced post-close surprises
  • A defensible position with lenders

Final Four: The Core Contenders

Round 5

Only the strongest metrics remain. This is where financial diligence evolves into strategic insight — giving dealmakers leverage not just to close the deal, but to create value immediately after the ink dries.

  • Sustainable, repeatable earnings — verified to hold beyond the first year post-close
  • Normalized working capital — fully adjusted, with no surprises at close
  • Debt-like items — identified, quantified, and priced into the transaction
  • Operational insights — actionable findings that inform post-close strategy from day one

National Championship: Cutting Down the Nets

Championship Round

One shining moment: a single, validated QofE deliverable that becomes the source of truth for buyers, sellers, and lenders alike. Defensible EBITDA that supports valuation. Reduced execution risk. Fewer post-close surprises. Confidence in your investment thesis.

In today's environment — where growth assumptions face heightened scrutiny and leverage is tighter than it has been in years — this level of rigor is what separates winning deals from write-downs.

Why It Matters More Than Ever

The M&A landscape has fundamentally shifted. Multiple expansion is no longer a reliable lever. Debt markets are more selective. Value creation depends on operational performance, not financial engineering. That means earnings quality isn't just one dimension of diligence — it's the game itself.

A strong QofE doesn't simply validate a deal. It protects returns, strengthens negotiations, and accelerates post-close execution. The bracket is filled. The upsets are coming. The only question is whether your diligence process is ready for the tournament.

M&A Advisory Services
Ready to Run a Championship-Caliber QofE?

The McLean Group brings deep expertise in Quality of Earnings, financial diligence, and M&A advisory — helping buyers and sellers close deals with confidence and clarity.

Contact Our Team

QofE as a Competitive Advantage

In a market where margin for error is razor-thin, Quality of Earnings is no longer a checkbox — it's a strategic differentiator. Disciplined diligence protects returns, strengthens your negotiating position, and gives lenders and investment committees the confidence they need to move forward.

The McLean Group works alongside buyers, sellers, and their advisors to deliver QofE analyses that are thorough, independent, and built to withstand scrutiny at every stage of the transaction process.

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