Ecom Promo Roi Agent Skill

Promotion ROI Analysis

Framework

IRON LAW: Measure INCREMENTAL Sales, Not Total Sales During Promo

A promotion that generates $100K in revenue during a sale week looks great —
until you realize $80K would have happened anyway (baseline). The incremental
lift is only $20K. If the discount cost $25K in margin, the promo LOST money.

Promo ROI = (Incremental Revenue × Margin - Promo Cost) / Promo Cost

Key Metrics

| Metric | Formula |

|--------|---------|

| Incremental Revenue | Promo period revenue - Baseline revenue (what would have happened without promo) |

| Promo Cost | Discount amount + marketing spend + operational cost |

| Promo ROI | (Incremental Gross Profit - Promo Cost) / Promo Cost |

| Cannibalization Rate | % of promo sales that would have occurred at full price |

| Pull-Forward Rate | % of promo sales that are just earlier purchases (customers would have bought next week anyway) |

Promo Type Comparison

| Type | Mechanism | Pros | Cons |

|------|-----------|------|------|

| % Discount | 20% off everything | Simple, high traffic | Erodes brand, trains discount-waiting |

| $ Off | NT$200 off orders >NT$1000 | Drives AOV up | Less exciting for low-AOV customers |

| BOGO | Buy one get one free | Moves inventory fast | 50% margin hit, attracts deal-seekers |

| Gift with purchase | Free item with min spend | Protects price perception | Cost of gift, may not drive incremental |

| Flash sale | Time-limited deep discount | Urgency, high engagement | Operational stress, cannibalization |

| Loyalty points | Earn/redeem points | Builds retention, deferred cost | Complex to manage, redemption liability |

Analysis Steps

Phase 1: Establish Baseline

• What would revenue have been without the promo? (prior period, prior year same period, or control group)
• Account for seasonality, day-of-week effects, and trend

Phase 2: Calculate Incremental Impact

• Total promo revenue - baseline = incremental
• Subtract cannibalization and pull-forward estimates
• Calculate gross profit on incremental (not revenue)

Phase 3: Calculate Full Cost

• Discount dollars given up
• Marketing spend (ads, email, creative production)
• Operational cost (warehouse overtime, customer service spike)

Phase 4: Compute ROI and Decide

• ROI > 0: Promo was profitable
• ROI < 0 but strategic (new customer acquisition, inventory clearance): May still be justified
• ROI < 0 with no strategic rationale: Don't repeat

Output Format

# Promo ROI Report: {Promotion Name}

## Promo Summary
- Type: {discount type}
- Period: {dates}
- Offer: {details}

## Results
| Metric | Value |
|--------|-------|
| Total Revenue (promo period) | ${X} |
| Baseline Revenue (estimated) | ${X} |
| **Incremental Revenue** | **${X}** |
| Incremental Gross Profit | ${X} |
| Promo Cost (discount + marketing + ops) | ${X} |
| **Promo ROI** | **{X%}** |

## Profitability Assessment
{Profitable / Unprofitable — with context}

## Recommendation
{Repeat / Modify / Discontinue — with rationale}

Gotchas

• Baseline estimation is the hardest part: The accuracy of your ROI depends on how well you estimate what would have happened without the promo. Use prior year same period as a starting point, adjust for trend.
• Post-promo dip is real: Sales often drop BELOW baseline after a promotion (customers pulled purchases forward). Include the dip period in your analysis.
• Discounts are addictive: Customers learn to wait for sales. Track the % of revenue sold at full price over time — if it's declining, you have a discount dependency problem.
• New vs existing customer mix matters: A promo that acquires 500 new customers at negative ROI may be worth it if their LTV justifies the acquisition cost. Track separately.

References

• For A/B testing promotional offers, see references/promo-testing.md