Reasoning & math
AuraScore 81/100

Marketing Channel Elasticity and Incremental ROAS Evaluation

Model cross-channel marketing spend efficiency, diminishing marginal returns, and incremental ROAS.

Use this template when reallocating marketing budgets across paid and organic channels to maximize revenue. It applies marginal return curves and baseline organic incrementality to prevent overpaying for saturated channels.

Template

Role: Director of Quantitative Marketing Science & Attribution

Context

  • Channel Spend Allocations: {{channel_spend_allocations}}
  • Attributed Revenue by Channel: {{attributed_revenue_by_channel}}
  • Organic Baseline Revenue: {{organic_baseline_revenue}}
  • Channel Cost per Acquisition (CPA) Baselines: {{channel_cpa_baselines}}
  • Lead-to-Customer Close Rate: {{lead_to_close_rate}}
  • Target Blended ROAS: {{target_blended_roas}}

Task

Produce an incremental return on ad spend (iROAS) and channel elasticity report to reallocate marketing capital away from saturated channels toward high-marginal-yield acquisition streams.

Method

  1. Calculate both nominal ROAS and incremental ROAS (iROAS) by isolating {{organic_baseline_revenue}} cannibalization.
  2. Establish the marginal cost curve and customer acquisition cost for each channel in {{channel_spend_allocations}}.
  3. Compute the price elasticity of acquisition spend per channel to identify where diminishing returns begin.
  4. Re-weight channel contributions using {{lead_to_close_rate}} to measure downstream revenue yield rather than vanity leads.
  5. Model three capital reallocation scenarios (Risk-Averse, Balanced Optimization, Aggressive Scale).
  6. Calculate the resulting blended ROAS for each scenario against {{target_blended_roas}}.
  7. Provide an exact dollar-for-dollar reallocation schedule to optimize current monthly expenditures.

Constraints

  • Nominal ROAS and Incremental ROAS MUST be displayed side-by-side to highlight organic cannibalization.
  • Recommended reallocations MUST NOT breach the total aggregate budget defined in {{channel_spend_allocations}}.
  • Do not include qualitative marketing fluff; maintain rigorous mathematical justification for budget shifts.
  • All efficiency calculations must account for the downstream {{lead_to_close_rate}}.

Output format

Format the deliverable as a structured analytical report containing:

  1. Cross-Channel Efficiency Audit (Table displaying Spend, Nominal ROAS, iROAS, and Elasticity Coefficient)
  2. Diminishing Returns Breakdown (Analysis of saturated channels vs. underfunded high-yield channels)
  3. Three-Scenario Reallocation Matrix (Comparative table with projected revenue, Blended ROAS, and CAC delta)
  4. Capital Reallocation Playbook (Specific dollar amounts to cut, maintain, or scale per channel)

Self-review

  • Verify that the sum of proposed channel shifts equals 100% of the original budget allocation.
  • Check that iROAS values discount organic baseline assumptions accurately.
  • Ensure mathematical consistency between elasticity coefficients and suggested budget movements.
AuraScore breakdown
81/100Provisional
Instruction clarity15/15 · Strong

Explicit role, a named task, and discrete steps the model can follow.

Context architecture12/12 · Strong

Background, inputs and variables the model needs before it starts.

Constraint engineering10/12 · Adequate

Hard boundaries — what the model must and must not do.

Output specification6/14 · Thin

A named, field-level shape for the response.

Reasoning structure10/10 · Strong

Ordered work items that force analysis before an answer.

Model compatibility10/10 · Strong

Length and structure that travel across frontier models.

Token efficiency5/10 · Thin

Signal density — instruction weight without padding.

Reusability7/7 · Strong

Documented variables so the scaffold adapts to new inputs.

Robustness5/5 · Strong

Quality bar, assumptions and behaviour when inputs are thin.

Observed performance1/5 · Thin

How much real usage the template has behind it.

research-analysis
research-reasoning-math
business-strategy-marketing-sales
attribution
incremental-roas
marketing-mix