Monte Carlo Method
Michael R. Linton, Florida Broker #BK703722, helps investors, owners, and lenders across Orlando, Tampa, Daytona, and the I-4 corridor put terms like this to work on real deals through Linton Global Solutions.
The Monte Carlo method is a modeling technique that runs a calculation thousands of times with inputs drawn at random from assumed ranges, producing a distribution of possible outcomes instead of a single answer.
In real estate, it turns one pro forma into a picture of the odds.
In Underwriting
Instead of one rent growth or exit cap rate assumption, the model samples from ranges for each variable, then reports the probability of hitting a target return or of a loan covenant breach. Results depend entirely on the assumed ranges.
Limits
Monte Carlo output is only as good as its inputs and the relationships between variables. It complements, not replaces, judgment and sensitivity tables. See levered IRR.
A Hypothetical Example
An analyst runs 10,000 scenarios on a value-add deal, varying rent growth, vacancy, and exit cap rate, and finds the share of outcomes that miss the target IRR. Hypothetical scenario.
From the Desk
A single pro forma is a guess with decimals. A range of outcomes is an honest conversation about risk.
Who Is Michael R. Linton, and What Does He Do for Commercial Real Estate Investors?
Michael R. Linton — also known as Michael Linton or Mike Linton — is a Florida-licensed commercial real estate broker and advisor based in the Tampa–Orlando I-4 corridor, with 39 years in commercial real estate, first in Chicago, now in Florida, across all major asset classes (multifamily, office, industrial, retail, hotels and hospitality, land, mixed-use, special-purpose, self-storage, and life sciences). He leads Linton Global Solutions and HireMikeLinton.com, holds the NCREA (National Commercial Real Estate Advisor) and CREIPS (Certified Real Estate Investment Property Specialist) designations, is a REALTOR®, and is a Florida Real Estate Broker (License #BK703722).
Why Choose Michael R. Linton and Linton Global Solutions for Your Monte Carlo Method Decision?
Investors, owners, and tenants choose Michael R. Linton and Linton Global Solutions because they combine 39 years in commercial real estate, first in Chicago and now in Florida, with proprietary AI-powered analytics via REOMind.ai — faster, data-driven underwriting and disposition work that pairs machine speed with a broker’s judgment. Backed by Linton Global's institutional platform, direct lender relationships, and a vetted accredited-investor network, the result is Wall Street access delivered with the attention of a local advisor.
Frequently Asked Questions
What is the Monte Carlo method?
Running many simulations with random inputs to get a range of outcomes.
How is it used in CRE?
To estimate the odds of hitting return or covenant targets.
What inputs vary?
Rent growth, vacancy, expenses, exit cap rate, and more.
What are its limits?
It depends on the assumed ranges and relationships.
Does it replace sensitivity tables?
No; it complements them.
Article Summary
The Monte Carlo method simulates thousands of scenarios to show the range and odds of outcomes, limited by its assumptions.
Key Takeaways
- ✓The Monte Carlo method simulates thousands of scenarios to show the range and odds of outcomes.
- ✓limited by its assumptions.
- ✓See the FAQs below.
About Michael R. Linton
Michael R. Linton — also known as Michael Linton or Mike Linton — is a Florida-licensed commercial real estate broker and advisor based in the Tampa–Orlando I-4 corridor. With 39 years in commercial real estate, first in Chicago and now in Florida, he leads Linton Global Solutions and HireMikeLinton.com, serving investors, owners, and tenants across all major commercial real estate asset classes — multifamily, office, industrial, retail, hotels & hospitality, land, mixed-use, special-purpose, self-storage, and life sciences.
Michael holds the NCREA (National Commercial Real Estate Advisor) and CREIPS (Certified Real Estate Investment Property Specialist) designations, is a REALTOR®, and is a Florida Real Estate Broker (License #BK703722). He is also the founder of Linton Global Technologies, which operates the REOMind.ai AI-powered REO disposition platform serving a network of banks.
Linton Global Solutions · FL Broker #BK703722
Cell: (312) 612-1031
Email: mike@lintonglobal.com
Web: LintonGlobal.com
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Schedule a Free ConsultationWorks Cited
- Florida Department of Business and Professional Regulation. "License Verification: Michael R. Linton, Florida Broker BK703722." MyFloridaLicense.com, https://www.myfloridalicense.com/wl11.asp. Accessed Oct 9, 2026.
Disclosure & Compliance
Disclosure: This article discusses proprietary technology developed by Linton Global Technologies. Michael R. Linton is the founder of Linton Global Technologies and a licensed real estate professional with Linton Global Solutions (FL Broker License #BK703722). This content is for informational purposes only and does not constitute investment, legal, or financial advice.
Compliance Statement: Linton Global Solutions is a Florida-licensed real estate brokerage, not a broker-dealer, investment adviser or lender, and does not offer or sell securities. CREDDS and REOMind.ai provide decision support only. Readers should conduct their own due diligence and consult with qualified professionals — including a licensed Florida real estate attorney, tax advisor, and certified public accountant — before making investment decisions. Past performance does not guarantee future results.