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Sales Forecasting Expert
Location
United States
Posted
111 days ago
Salary
$200 - $275 / hour
10 yrs expEnglish
Job Description
• Develop “gold-standard” peak-sales forecasts for representative drug programs using provided prompts, TPPs, and analogs.
• Establish structural checks, scenario logic, and sanity thresholds for automated evaluation of forecasts.
• Make explicit the heuristics, base-rate assumptions, and pattern-recognition principles that experienced forecasters use to distinguish credible projections from speculative ones.
• A benchmark-quality peak-sales forecast including peak value and a revenue curve across key years.
• A 3–5 point narrative on primary value drivers and 2–3 downside risks.
• A structured evaluation framework for forecast credibility.
• Commentary revealing expert forecaster reasoning, including:
- How base rates and analogs are selected
- How optimism is tempered (payer pushback, access constraints, share ceilings)
- How to identify implausible model structures or magnitudes
Job Requirements
- Director/Senior Director/VP-level experience in global forecasting, brand planning, or commercial insights.
- Proven track record building and defending patient-based peak-sales models used for BD, portfolio, or investment decisions.
- Experience forecasting across multiple drugs or indications, especially pre-launch through early commercialization.
- Ability to clearly explain assumptions around penetration, price, ramp curves, LOE, and how they evolve post-launch.
- Familiarity with preparing governance-ready peak-sales models for executive committees or investor-facing reviews.
- Senior biotech equity analyst or VC/Buy-side professional experienced in incubation, company creation, or asset diligence.
- Built patient-level and revenue models used for valuation, investment diligence, or transaction decisions.
- Ability to critique bottoms-up forecasts and identify optimistic biases, flawed analogs, or unrealistic model structures.
- 10–15 years in biotech/pharma forecasting, investment, commercial strategy, or related fields.
- Experience covering pre-launch forecasts through post-launch actuals for multiple assets.
- CV bullets like:
- “Led global forecast for [drug]”
- “Owned long-range revenue planning and peak-sales scenarios”
- “Built patient-based models for portfolio decisions”
- Deep comfort with market modeling logic including: TPP → eligible pool → penetration → pricing/net → ramp curve → LOE
- Ability to explain real vs. modeled outcomes and articulate where forecasts diverged from reality.
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