How to Answer “What’s the difference between LTM and NTM, and when would you use each?” in Investment Banking Interviews
In ltm vs ntm investment banking questions, interviewers are really checking whether you understand what time period your metric represents—and how that choice changes valuation multiples and comparability.
If you’re asked “What’s the difference between LTM and NTM, and when would you use each?”, define both clearly, tie them to common multiples (EV/EBITDA, P/E), then explain practical situations where trailing actuals are more appropriate versus where forward expectations matter more.
What Interviewers Test with LTM vs NTM in Investment Banking
This is a staple among investment banking technical questions because it tests period discipline and judgement. Interviewers want to see that you keep the numerator and denominator aligned (valuation date vs trailing/forward window) and that you understand how growth, cyclicality, and one-offs can distort multiples.
They’re also assessing whether you can apply the concept the way an analyst would in comps and deal work: trading comparables and CIMs commonly show both LTM and NTM, and you need to interpret why the two differ and which better represents sustainable earnings.
Finally, it’s a communication test: can you give a 30–60 second explanation, then go deeper on mechanics (rolling LTM, true NTM vs FY1, adjustments) only if prompted—exactly the style expected in investment banking.
Framework for Trading Comps and Period Alignment
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Step 1: Define LTM and NTM in the language of multiples
Start with crisp definitions, then immediately connect them to how multiples are quoted.
- LTM (Last Twelve Months): trailing 12 months of actual results (e.g., revenue, EBITDA, EPS) based on reported financials. It answers: what just happened?
- NTM (Next Twelve Months): forward 12 months of expected results, typically based on consensus estimates, management guidance, or your model. It answers: what’s expected to happen next?
Then make it concrete: EV/LTM EBITDA uses trailing EBITDA in the denominator; EV/NTM EBITDA uses forward EBITDA. Same enterprise value, different earnings window.
One sentence of intuition: LTM is more objective and auditable; NTM is more forward-looking and often better reflects current run-rate, but depends on forecast quality.
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Step 2: State when to use each (comparability + business context)
Give rule-of-thumb use cases, framed around comparability and representativeness—this is what interviewers mean by “when would you use each?”
Use LTM when:
- You want a clean, verifiable baseline and estimates are limited or inconsistent.
- The business is relatively stable and the trailing period is representative.
- You’re comparing names with uneven research coverage, making forward numbers less comparable.
Use NTM when:
- The market is pricing the business on near-term expectations (common in live trading comps).
- Trailing results are not representative due to growth, a recent downturn/recovery, pricing resets, or operational changes.
- There’s been a major event (acquisition, restructuring) and you need a better view of “normalised” near-term earnings.
Anchor the takeaway for valuation metrics in interviews: the best choice is the one that makes peers most comparable and best reflects sustainable earnings power.
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Step 3: Explain the mechanics analysts use (rolling LTM, true NTM, and adjustments)
Show you can actually build the numbers, not just define them—this matters in financial modeling interview prep.
- Rolling LTM (typical build): last fiscal year + latest interim period − prior-year comparable interim period (to avoid double counting). This creates a trailing 12-month window as of the latest quarter.
- NTM construction: ideally a true next-12-month window using consensus quarterly (or monthly) estimates rolled forward from the valuation date. If only annual numbers are available, be explicit whether you’re using FY1 as a proxy (and that FY1 ≠ NTM except near fiscal year-end).
- Consistency checks:
- EV and the financial metric should be as-of the same date,
- apply the same normalisations (one-offs, run-rate cost saves, pro forma acquisition effects) across the entire comp set.
Close by stating you’d often look at both LTM and NTM, but you’ll justify which one you anchor on for the specific situation.
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Step 4: Use a quick example to prove judgement (growth or cyclicality)
Pick one simple example that explains why EV/LTM and EV/NTM can diverge.
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High-growth company: If EBITDA is ramping quickly, EV/LTM EBITDA can look artificially high because the denominator reflects a smaller historical earnings base. EV/NTM EBITDA may be more representative of near-term earning power and how investors are pricing the growth.
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Cyclical/peak earnings: If the last twelve months captured peak margins or commodity pricing, LTM may overstate sustainable earnings. NTM (based on downcycle forecasts) will usually produce a higher multiple, which can be a more realistic view of through-cycle valuation.
Wrap with an interview-ready line: you choose LTM vs NTM based on which best represents sustainable run-rate and keeps the peer set comparable.
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Model Answer: LTM and NTM Explained Clearly
LTM is the last twelve months of actual results, while NTM is the next twelve months of expected results. In practice, it just changes whether a multiple like EV/EBITDA or P/E is based on trailing actuals or forward estimates.
I’d use LTM when I want an objective, auditable baseline—especially if the business is stable or if forward estimates aren’t reliable or consistent across the comp set. It’s also useful when coverage is uneven and you’re trying to keep everyone on comparable, reported numbers.
I’d use NTM when the goal is to reflect the company’s current run-rate and near-term outlook, which is often how trading comps are quoted in live markets. It’s particularly relevant when trailing performance is not representative—like a fast-growing company, a business recovering from a temporary dip, or a company that’s just done a major acquisition or restructuring.
Mechanically, I make sure the periods line up: today’s EV should be matched with an LTM window rolled from reported quarters, or with an NTM window rolled forward from consensus estimates. And I keep adjustments consistent—if I’m normalising EBITDA for one-offs or pro forma changes, I apply the same approach across the peer set so EV/LTM and EV/NTM are comparable.
- Open with a standalone definition snippet (easy to quote).
- Tie the concept directly to multiples (EV/EBITDA, P/E).
- Give clear “use LTM vs use NTM” rules based on comparability and representativeness.
- Signal you understand true NTM vs FY1 and rolling LTM mechanics.
- Emphasise consistency: same as-of date and the same adjustments across peers.
Common Pitfalls in Valuation Metrics in Interviews
- Equating **NTM** with “next fiscal year” without clarifying that NTM is a rolling next-12-month window.
- Mixing time periods (e.g., using today’s EV with an outdated LTM that isn’t updated for the latest quarter).
- Claiming NTM is always superior and ignoring forecast risk or inconsistent estimate coverage.
- Using adjusted EBITDA for some companies and unadjusted EBITDA for others, making the multiples incomparable.
- Missing the business-context reason the question is asked (growth, cyclicality, acquisitions, or one-offs).
- Not explaining *why* LTM and NTM multiples differ for the same company (changing earnings base, not EV).
Follow-Ups in Investment Banking Technical Questions (LTM/NTM)
How do you calculate LTM revenue or EBITDA from quarterly filings?
Take last fiscal year, add the latest reported interim period, and subtract the prior-year comparable interim period to create a trailing 12-month window.
Is NTM the same as FY1?
Not necessarily—NTM is a rolling next-12-month period from the valuation date, while FY1 is the next fiscal year total; they only align near fiscal year-end.
If a company just completed a big acquisition, do you prefer LTM or NTM?
Often NTM (or a pro forma run-rate) because trailing results may not include a full period of the acquired earnings, but you must apply consistent pro forma adjustments.
Why might EV/LTM EBITDA and EV/NTM EBITDA tell different stories for a high-growth company?
Because EBITDA is rising; the trailing denominator is smaller, so EV/LTM looks higher, while EV/NTM incorporates the higher expected earnings base.
In trading comps, should you show both LTM and NTM multiples?
Often yes—showing both can bridge reported history and the market’s forward view, as long as the methodology and adjustments are consistent across peers.
Financial Modeling Interview Prep Drill for LTM vs NTM
- Practise a 45–60 second version: define LTM/NTM, then one sentence on when you’d use each.
- Drill the two mechanics interviewers love: rolling LTM from quarterly statements and explaining why NTM ≠ FY1.
- Prepare one example (high growth or cyclical) that explains why the multiple changes—this is the quickest way to show judgement.
- In AceTheRound, run this as a prompt plus follow-ups, focusing on period alignment (“as-of” date) and consistent EBITDA adjustments across the comp set.
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