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DCF Valuation for Precision Oncology Diagnostics Company

Venture Capital
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Business Situation

A US-based VC fund was evaluating a $25 million pre-series investment in a precision oncology diagnostics startup developing liquid biopsy technology. The company had early clinical results and partnerships with major hospitals. 

The client engaged us to: 

  • Develop a dynamic, driver-based discounted cash flow (DCF) valuation model with a modular structure, enabling easy updates and transparent assumption tracking. 

SGA Approach

Early-Stage Preparation 

  • Reviewed clinical development roadmap, IP strategy, and other milestones 
  • Analyzed current pricing benchmarks and assumptions for oncology diagnostics 
  • Identified key value drivers, including patient adoption rate, expansion rate, and gross margin improvements at scale 

Mid-Stage Execution 

Structured the model, including: 

  • Control Tab: A structured control tab containing all key operating assumptions, including revenue drivers (pricing, volume growth, and adoption curve), churn and retention metrics, cost structure, hiring plan, R&D spend, and working capital parameters. 
  • Revenue Tab: A revenue model with detailed forecasting by product line and market segment, incorporating patient/test volumes, pricing strategy, adoption rates, and distribution assumptions. 
  • Expense Tab: An expense tab separating R&D, COGS, SG&A, and clinical trial expenses, including headcount-linked salary and milestone-based spend logic. 
  • Schedules: Integrated capital requirements & funding schedule to model cash runway, future equity rounds, dilution impact, and milestone-driven financing needs. 
  • Scenarios: Base, upside, and downside valuation scenarios to reflect business uncertainty. 
  • Statements: Monthly (or quarterly) and annual financial statements tabs. 
  • Model Flexibility: Automated dashboard to toggle between scenario outputs and investment return profiles. 

Late-Stage Finalization 

  • Delivered a valuation summary sheet, consolidating NPV, IRR, payback period, and cash runway. 
    Included sensitivity analysis across:

    – Weighted average cost of capital (WACC), reimbursement rates, and turnover
    – Terminal value using EV/Revenue exit multiples + perpetuity validation 
  • Added visual charts and KPIs: Margins, free cash flow, ROA, ROI, burn rate, break-even timeline, etc. 
  • Documented transparent assumptions and risk commentary for Investment Committee use. 

Key Takeaways

  • Decision-Ready Valuation: Delivered a defensible valuation range backed by transparent assumptions to support pricing and term sheet negotiation. 
  • Dynamic Decision Support: Model flexibility enabled rapid iteration during diligence, partner discussions, and IC reviews. 
  • Future-Proof Model: Designed a scalable valuation tool that can be updated when new clinical and commercial data becomes available. 
  • Stronger Investor Positioning: Helped the client justify deal economics to co-investors and LPs with credible analytical support. 

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About SG Analytics

SG Analytics (SGA) is a leading global data and AI consulting firm delivering solutions across AI, Data, Technology, and Research. With deep expertise in BFSI, Capital Markets, TMT (Technology, Media & Telecom), and other emerging industries, SGA empowers clients with Ins(AI)ghts for Business Success through data-driven transformation.

A Great Place to Work® certified company, SGA has a team of over 1,400 professionals across the U.S.A, U.K, Switzerland, Poland, and India. Recognized by Gartner, Everest Group, ISG, and featured in the Deloitte Technology Fast 50 India 2024 and Financial Times & Statista APAC 2025 High Growth Companies, SGA delivers lasting impact at the intersection of data and innovation.

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