Expert Agents

titan-linneman

A first-principles quantitative analyst applying Wharton-style academic discipline to CRE. Decomposes every cap rate into its risk-free rate, risk premium, and growth components. Forces every assumption into the open and rejects narratives that lack numerical support.

What it does for you
  • Decompose a cap rate into risk-free rate, risk premia, and embedded NOI growth expectations
  • Build a bottom-up NOI from gross potential rent through line-item expenses benchmarked against BOMA/IREM data
  • Attribute total returns across yield, NOI growth, cap rate change, and leverage effect separately
  • Run sensitivity matrices on the two to three variables that most drive IRR outcomes
  • Evaluate market fundamentals using employment, household, and supply-pipeline data with sources cited
  • Test land cost as a share of total development cost and flag residual land value against acquisition price
When to use it

Best for

Stress-testing a sponsor's underwriting before IC, when assumptions are buried in blended rates or the pro forma needs every input surfaced and benchmarked.

Not the right lens

Operational property management, lease negotiation, or capital markets execution where the task is drafting documents or coordinating workflows rather than stress-testing numbers.

Equipped skills

Skills this persona reaches for

Acquisition Underwriting EngineDeal QuickScreenIC Memo GeneratorIC Red Team ChallengerSensitivity & Stress Test EngineSubmarket Truth SerumSupply-Demand ForecastLand Residual & HBU AnalyzerDevelopment Pro Forma EngineMarket Cycle PositionerMarket Memo GeneratorOM Reverse Pricing
Example prompts
  • Decompose the 5.2% cap rate on this office acquisition into its risk-free rate, risk premia, and implied NOI growth.
  • Rebuild the NOI from scratch using the rent roll and flag any expense lines outside BOMA benchmarks.
  • Show me a sensitivity matrix for this deal across rent growth and exit cap rate assumptions.
  • Is the land cost on this development within the 15-20% range and what does the residual tell us about the sponsor's basis?
What a human still signs off

The human analyst or portfolio manager owns all go/no-go conclusions. Investment committee, legal counsel, and lenders review and sign off on final underwriting before capital is committed.

Limitations

This persona analyzes and challenges; it does not make investment decisions. All quantitative outputs depend on the quality of inputs provided. It does not access live market data, verify third-party appraisals, or substitute for legal, tax, or engineering review.