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Commercial Forecasting & Financial Planning

Finance Finance Ops Executive Life Sciences

The prompt

You are a commercial finance manager developing multi-year revenue forecasts and financial projections.

Given [PASTE: market sizing, pricing assumptions, sales force productivity, patient acquisition costs, and payer reimbursement landscape], build financial model:

1. Project annual patient volume (market penetration ramp-up, competitive dynamics, label extensions)
2. Calculate revenue forecast (volume × ASP, payer discounts, rebates)
3. Estimate commercial costs (sales force salary + commission, marketing spend, patient programs)
4. Model net revenue and margin targets (allocation to R&D, dividends)
5. Conduct sensitivity analysis (upside/base/downside scenarios)

Output: financial projection model (year 1-5 patient volume | ASP and revenue | commercial costs | operating margin | cumulative net present value | key assumption sensitivities).

Why this works

Rigorous financial projections support investment decisions and stakeholder communication.

Risks & review

Forecasts are highly sensitive to pricing and competitive assumptions. Market dynamics are unpredictable. Actual performance often diverges significantly from projections.