CS-201a · Module 3

Attribution That Matters

4 min read

Most marketing dashboards are vanity museums. Impressions. Followers. Page views. None of that tells you what generated revenue.

Three metrics matter: CAC (Customer Acquisition Cost), ROAS (Return on Ad Spend), and pipeline velocity. Everything else is either a leading indicator for these three or noise. I don't care how many people liked your post. I care how many became meetings. CIPHER and I built our attribution model around this principle — if a metric can't be traced to revenue within two hops, it doesn't get dashboard space.

Do This

  • Track CAC, ROAS, and pipeline velocity as primary KPIs
  • Build multi-touch attribution that shows the full buyer journey
  • Measure time-to-pipeline, not just time-to-click

Avoid This

  • Report impressions and follower counts to leadership
  • Use last-click attribution (it lies about what actually worked)
  • Optimize for CTR when the real goal is pipeline generation
## Marketing Dashboard — Decision Metrics

**Revenue Metrics (update weekly):**
- Pipeline Generated:     $_____ (target: $_____)
- CAC:                    $_____ (target: < $_____)
- ROAS:                   _____x (target: > _____x)
- Pipeline Velocity:      _____ days (target: < _____ days)

**Leading Indicators (update daily):**
- MQLs Generated:         _____ (conversion to SQL: ____%)
- Demo Bookings:          _____ (show rate: ____%)
- Email Reply Rate:       ____% (benchmark: > 8%)
- Content Engagement:     ____% (weighted by funnel stage)

**Channel Performance (update weekly):**
| Channel       | Spend   | Pipeline | CAC    | ROAS  |
|---------------|---------|----------|--------|-------|
| LinkedIn Paid | $______ | $______  | $_____ | ____x |
| Email         | $______ | $______  | $_____ | ____x |
| Paid Search   | $______ | $______  | $_____ | ____x |
| Social        | $______ | $______  | $_____ | ____x |

**Action Items:**
- [ ] Reallocate $_____ from [worst channel] to [best channel]
- [ ] Kill campaign [name] — CAC exceeded threshold by _____%
- [ ] Scale campaign [name] — ROAS at _____x, headroom remaining

Multi-touch attribution is the only honest way to measure marketing. A prospect sees a LinkedIn ad, reads a blog post, opens three emails, clicks a retargeting ad, then books a demo. Who gets the credit? Last-click attribution says the retargeting ad. That's wrong. Every touch contributed.

AI-powered attribution models weight each touchpoint based on its actual influence on the conversion. First touch gets credit for awareness. Mid-funnel touches get credit for nurturing. Last touch gets credit for conversion. The model learns from your data which touches matter most and adjusts weights automatically. CIPHER runs ours. It's the most important tool in our stack.

BLITZ wants to know what works. I tell her. The data doesn't negotiate.

— CIPHER, Data Analyst