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    Pro Forma Adjustments

    Pro forma adjustments clean up financial statements so you can compare companies fairly — aligning different fiscal years, removing one-time items, and showing what a combined company would look like after an M&A deal.

    Definition

    Pro forma adjustments are modifications made to historical or projected financial statements to make them more comparable, reflective of ongoing operations, or representative of a combined entity following a transaction. In investment banking, pro forma adjustments are applied in three main contexts: comparable company analysis (normalizing one-time items and aligning fiscal periods), M&A modeling (combining acquirer and target financials), and IPO preparation (presenting financials as if the company had been public for the historical period). These adjustments are essential because raw financial statements often contain distortions that would lead to misleading valuations if left unadjusted.

    C

    Calendarization

    Converting different fiscal year-ends to a common calendar year

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    A
    M
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    D

    Company A

    FY: Dec 31

    Company B

    FY: Jun 30

    Company C

    FY: Sep 30

    Calendarized

    Jan-Dec

    Formula: Cal Year Revenue = (Months in CY / 12) x Current FY + (Remaining Months / 12) x Prior FY. This ensures apples-to-apples comparisons across peers.

    L

    LTM from Stub Periods

    Building last-twelve-months financials from partial periods

    LTM Formula

    LTM = Full Year + Current Stub - Prior Year Stub

    Full Year 2024 Revenue
    $1,200M
    +Q1 2025 Revenue (Current Stub)
    $340M
    -Q1 2024 Revenue (Prior Stub)
    $290M
    EQUALS
    LTM Revenue$1,250M
    N

    Normalizing Financials

    Adjustments to arrive at a clean, recurring earnings base

    1Remove One-Time Items
    +$45M

    Litigation costs, restructuring charges, asset write-downs

    2Adjust Non-Recurring Revenue
    -$20M

    Large one-off contracts, COVID-related spikes

    3Normalize Compensation
    +$8M

    Above/below-market owner salary in private companies

    4Adjust Rent / Leases
    +$3M

    Related-party leases at non-market rates

    5Normalize Working Capital
    -$5M

    Remove seasonal or one-time swings

    Net EBITDA Adjustment+$31M

    Calendarization

    Calendarization adjusts financial data for companies with different fiscal year-end dates so they can be compared on a common period. For example, if you are building a comparable companies analysis and Company A has a December fiscal year-end while Company B has a June fiscal year-end, you need to calendarize Company B's results to a December year-end. The standard approach is to weight two fiscal years proportionally: for a December calendar year, take 6/12 of Company B's June 2025 fiscal year and 6/12 of its June 2026 fiscal year. This ensures all companies in the comp set are measured over the same time period, which is critical for accurate multiple comparisons. Most banking teams calendarize to a December year-end or to the target company's fiscal year-end.

    Stub Period Calculations

    Stub periods arise when you need financial data for a partial year — commonly in M&A deals that close mid-year or when the latest available data is an interim quarterly filing. To calculate last-twelve-months (LTM) figures, bankers use the formula: LTM = Latest Fiscal Year + Latest Stub Period − Prior-Year Stub Period. For example, if a company has a December year-end and the latest filing is Q3, LTM Revenue = FY2024 Revenue + Q3 2025 YTD Revenue − Q3 2024 YTD Revenue. Stub period adjustments ensure that valuation multiples reflect the most current operating performance rather than potentially stale annual figures. In an M&A context, stub period analysis determines how much of the target's earnings the acquirer will capture from close date to year-end.

    Normalization of One-Time Items

    Normalization removes non-recurring items that distort a company's underlying operating performance. Common adjustments include removing restructuring charges, litigation settlements, asset impairments, gain/loss on asset sales, and pandemic-related disruptions. The goal is to arrive at adjusted EBITDA and pro forma financial statements that reflect sustainable, run-rate profitability. Bankers must exercise judgment about what qualifies as truly non-recurring — a company that has 'one-time' restructuring charges every year is arguably not non-recurring. Sell-side bankers tend to adjust more aggressively (higher adjusted EBITDA), while buy-side investors scrutinize each add-back carefully.

    M&A Pro Forma Combination

    In an M&A context, pro forma adjustments combine the acquirer and target financials as if the transaction had already occurred. This includes adding the target's revenue and expenses to the acquirer's, reflecting new debt and equity issuance from the deal financing, recording purchase price allocation adjustments (new D&A from asset step-ups, goodwill creation), eliminating intercompany transactions if the companies had a pre-existing relationship, and incorporating expected synergies on a phased-in basis. The resulting pro forma income statement shows the combined company's earnings, which is the starting point for accretion/dilution analysis. Pro forma balance sheets are similarly adjusted to reflect the new capital structure and asset base post-closing.

    Worked Example — With Real Numbers

    You are building a comp set and Company X has a March fiscal year-end while all peers have December year-ends. Company X reported $800M revenue for FY ending March 2025 and $850M for FY ending March 2026. To calendarize to CY 2025 (Dec): take 3/12 of FY March 2025 ($200M for Jan-Mar 2025) + 9/12 of FY March 2026 ($637.5M for Apr-Dec 2025) = $837.5M calendarized CY 2025 revenue. Additionally, Company X had a $40M restructuring charge in FY March 2026. Normalizing: Adjusted EBITDA = reported EBITDA of $170M + $40M restructuring add-back = $210M. The calendarized, normalized figures are now comparable to December year-end peers.

    Key Takeaways

    1

    Calendarization aligns companies with different fiscal year-ends to the same time period for accurate comparisons

    2

    LTM = Latest Fiscal Year + Current Stub − Prior-Year Stub — this formula appears constantly in banking

    3

    Normalization removes one-time items to reveal sustainable run-rate profitability

    4

    Sell-side bankers adjust more aggressively than buy-side — always scrutinize add-backs for reasonableness

    5

    M&A pro forma combination includes purchase accounting adjustments, new financing, and phased synergies

    Common Mistakes in Interviews

    Forgetting to calendarize when comp set companies have different fiscal year-ends — this leads to comparing different time periods

    Double-counting in LTM calculations by adding the stub period without subtracting the prior-year stub

    Treating recurring costs as non-recurring — if a company has restructuring charges every year, they are arguably part of ongoing operations

    Not adjusting for partial-period ownership in M&A models — if the deal closes mid-year, the acquirer only gets a portion of annual synergies

    How Interviewers Test This

    When an interviewer asks 'Walk me through how you would set up a comps analysis,' mention calendarization and normalization as critical steps — this shows you understand the nuances beyond simply pulling multiples from a database. A great follow-up answer: 'I would calendarize all companies to a common fiscal year-end, calculate LTM figures using the stub period formula, and normalize EBITDA by adding back non-recurring items after carefully reviewing each add-back for legitimacy.'

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