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| DirecTV Attribution Model — Data Source | |||||
| OBT Advanced Analytics | Multi-Touch Attribution & Channel ROI | |||||
| Date: 2026-05-06 | |||||
| Sheet | Description | ||||
| KPI Summary | Top-line attribution metrics | ||||
| Multi-Touch Attribution | 4-model comparison by channel | ||||
| ROAS by Channel | Return on ad spend per channel | ||||
| Funnel Attribution | Credit by funnel stage | ||||
| Budget Reallocation | Current vs recommended budget | ||||
| Path Analysis | Top conversion journey paths | ||||
| Shapley Values | Shapley value attribution table |
| Metric | Data-Driven Model | Last-Touch Model | Delta | Lift % |
|---|---|---|---|---|
| Overall ROAS | 8.8 | 5.2 | 3.6 | 0.692307692307692 |
| Top Channel | Connected TV | Linear TV | — | — |
| Avg Touchpoints to Convert | 4.3 | 4.3 | 0 | — |
| Model Accuracy | 94.2% | 71.3% | 22.9pp | — |
| Annual Revenue Attributed ($B) | 2.4 | 1.6 | 0.8 | 0.5 |
| Budget Efficiency Score | 87 | 61 | 26 | — |
| Channel | First Touch % | Last Touch % | Linear % | Data-Driven % |
|---|---|---|---|---|
| Connected TV | 38 | 18 | 22 | 31 |
| Linear TV | 12 | 28 | 18 | 17 |
| Digital Display | 8 | 14 | 13 | 11 |
| Paid Search | 22 | 31 | 21 | 19 |
| Social Media | 11 | 7 | 14 | 13 |
| Email/CRM | 6 | 2 | 8 | 6 |
| OOH/Radio | 3 | 0 | 4 | 3 |
| TOTAL | 100 | 100 | 100 | 100 |
| Channel | ROAS | Annual Revenue ($M) | Annual Cost ($M) | Incremental Revenue ($M) | Efficiency Tier |
|---|---|---|---|---|---|
| Connected TV | 11.2 | 744 | 66.4 | 677.6 | Tier 1 — Maximize |
| Paid Search | 9.4 | 456 | 48.5 | 407.5 | Tier 1 — Maximize |
| Email/CRM | 8.1 | 144 | 17.8 | 126.2 | Tier 1 — Maximize |
| Social Media | 6.3 | 312 | 49.5 | 262.5 | Tier 2 — Optimize |
| Linear TV | 5.8 | 408 | 70.3 | 337.7 | Tier 2 — Optimize |
| Digital Display | 4.2 | 264 | 62.9 | 201.1 | Tier 3 — Review |
| OOH/Radio | 2.9 | 72 | 24.8 | 47.2 | Tier 3 — Review |
| TOTALS | 7.05467372134039 | 2400 | 340.2 | 2059.8 |
| Funnel Stage | CTV % | Linear TV % | Digital % | Search % | Social % | Email % | Total |
|---|---|---|---|---|---|---|---|
| Awareness | 45 | 30 | 12 | 3 | 8 | 2 | 100 |
| Consideration | 25 | 20 | 20 | 15 | 15 | 5 | 100 |
| Intent | 15 | 12 | 18 | 32 | 14 | 9 | 100 |
| Conversion | 10 | 8 | 12 | 38 | 12 | 20 | 100 |
| Retention | 8 | 5 | 8 | 12 | 22 | 45 | 100 |
| Channel | Current Budget % | Current Budget ($M) | Recommended % | Recommended ($M) | Delta ($M) | Revenue Impact ($M) |
|---|---|---|---|---|---|---|
| Connected TV | 0.22 | 74.8 | 0.34 | 115.6 | 40.8 | +$134M |
| Linear TV | 0.35 | 119 | 0.22 | 74.8 | -44.2 | -$48M |
| Digital Display | 0.15 | 51 | 0.12 | 40.8 | -10.2 | -$22M |
| Paid Search | 0.14 | 47.6 | 0.16 | 54.4 | 6.8 | +$31M |
| Social Media | 0.1 | 34 | 0.11 | 37.4 | 3.4 | +$18M |
| Email/CRM | 0.04 | 13.6 | 0.05 | 17 | 3.4 | +$12M |
| TOTALS | 1 | 340 | 1 | 340 | 1.59872115546023e-14 | Projected Total Revenue Impact: +$340M |
| Conversion Path | % of Conversions | Avg Touchpoints | Avg Days to Convert | Avg Order Value ($) | ROAS |
|---|---|---|---|---|---|
| CTV → Search → Convert | 0.28 | 2 | 3 | 94 | 11.4x |
| Linear → CTV → Search → Convert | 0.19 | 3 | 7 | 89 | 8.2x |
| Social → CTV → Convert | 0.16 | 2 | 5 | 86 | 7.8x |
| Search → Convert (Direct) | 0.14 | 1 | 1 | 91 | 9.8x |
| Display → Social → Search → Convert | 0.12 | 3 | 9 | 82 | 5.1x |
| Other Multi-Touch | 0.11 | 4.3 | 12 | 78 | 4.4x |
| TOTALS / AVERAGES | 1 | 2.55 | 6.16666666666667 | 86.6666666666667 | — |
| Channel | Shapley Value | % of Credit | Avg Position in Path | Incremental Revenue ($M) | Total Cost ($M) | ROAS | vs Last-Touch Delta |
|---|---|---|---|---|---|---|---|
| Connected TV | 0.31 | 0.31 | 1.2 | 744 | 66.4 | 11.2x | +13pp |
| Linear TV | 0.17 | 0.17 | 2.1 | 408 | 70.3 | 5.8x | -11pp |
| Paid Search | 0.19 | 0.19 | 3.4 | 456 | 48.5 | 9.4x | -12pp |
| Social Media | 0.13 | 0.13 | 2.8 | 312 | 49.5 | 6.3x | +6pp |
| Digital Display | 0.11 | 0.11 | 1.8 | 264 | 62.9 | 4.2x | -3pp |
| Email/CRM | 0.06 | 0.06 | 4.1 | 144 | 17.8 | 8.1x | +4pp |
| OOH/Radio | 0.03 | 0.03 | 1.5 | 72 | 24.8 | 2.9x | +3pp |
| TOTALS | 1 | 1 | 2400 | 340.2 | 7.05467372134039 | — |
Downloads
Source artefacts behind this analysis — case study writeups, raw data, and deliverable templates.
DirecTV_Attribution_Model_Data.xlsx Excel Data · ~18 KB Download →