"How would you normalize a company's EBITDA?" is a staple question in sell-side M&A and private equity interviews — it tests whether you understand that EBITDA is a calculated, non-GAAP metric, not a literal line on the income statement, and whether you can defend your adjustments under scrutiny. Here's a structured way to answer it.

Step 1: State the Purpose First

Before touching numbers, frame why normalization matters: because Enterprise Value is typically calculated as a multiple of EBITDA, the EBITDA figure you use directly drives the purchase price. Reported EBITDA often includes one-time items that don't reflect the business's sustainable, run-rate earnings power — normalization strips those out so the buyer is paying for the real business, not a distorted snapshot of one year.

Step 2: Separate the Two Buckets

Structure your answer around two categories, in this order:

1. Add back non-recurring expenses — costs that depressed EBITDA but won't happen again: legal settlements, restructuring or severance charges, one-off advisory fees tied to a transaction process.

2. Remove non-recurring gains — income that inflated EBITDA but also won't recur: a gain on selling a non-core asset, a favorable one-time settlement receipt.

Interviewers are listening for whether you remember the second bucket — most candidates default to only adding back costs and forget that gains need to come out too.

Step 3: Walk Through a Worked Example Out Loud

Concrete numbers make the answer land. Take Reported EBITDA of $50.0m, with a $4.0m one-time legal settlement, $6.0m of restructuring costs, and $2.0m of M&A advisory fees to add back ($12.0m total), and a $3.0m gain on a non-core asset sale to remove. Normalized EBITDA = $50.0m + $12.0m − $3.0m = $59.0m. Walking through a live example like this — the full version is in our EBITDA Normalization case study — shows the interviewer you can execute the logic under pressure, not just recite the concept.

Step 4: Show Judgment, Not Just Arithmetic

The strongest answers go one level deeper: flag that classification is the hard part, not the addition. A "one-time" restructuring charge that recurs every year isn't genuinely one-time — say so, and explain you'd either exclude it or discount the add-back. If asked about stock-based compensation, don't automatically add it back: it's non-cash but represents a real, ongoing cost of employee compensation, and most sophisticated buyers treat it as a genuine operating expense rather than a normalization item.

Step 5: Anticipate the Follow-Up

Interviewers often push on why a buyer would resist a seller's proposed add-backs. The answer: every dollar added back increases the purchase price at a given multiple, so buyers have every incentive to challenge whether each item is genuinely non-recurring and genuinely unrelated to core operations. Mentioning this buyer-vs-seller tension — rather than presenting normalization as a purely mechanical exercise — signals you understand how the concept plays out in a real negotiation.

For the mechanics of building EBITDA itself before you normalize it, see EBITDA Bridge from Net Income, which covers adding back taxes, interest, and D&A step by step.