Paid Media

Attribution

Measurement

Academic
Effort: medium
Volume: high

Myth:Last-click attribution is a fair scorecard.

Evidence:Large-scale field experiments show branded search and retargeting capture credit for conversions that would have happened anyway; last-click can overstate paid value by an order of magnitude.

The Nuance

Incrementality varies by brand strength: weak brands see genuinely incremental branded search.

The Receipt

Consumer Heterogeneity and Paid Search Effectiveness: A Large Scale Field Experiment

Blake, Nosko & Tadelis (eBay), Econometrica · 2015 · Academic

Impact9.3/10
Consensus8.4/10
Evidence90/100

Channels: paid · search · analytics

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The Validity Gap

Measurement

Myth:A big enough A/B test or attribution platform can pin down each campaign's ROI.

Evidence:Across 25 large field experiments with major U.S. retailers and brokerages, the median confidence interval on ad ROI was over 100 percentage points wide; individual-level sales are so volatile (coefficient of variation ~10) that an informative test often needs 10M+ person-weeks.

Impact9.4/10
Consensus8.8/10

The Validity Gap

Budget Allocation

Myth:TV's ROI estimates justify current spend levels.

Evidence:Estimating elasticities and ROI across 288 brands, Shapiro, Hitsch & Tuchman find ad elasticities far smaller than the published literature suggests, negative ROI at the margin for more than 80% of brands, and positive overall ROI for only about a third.

Impact9.3/10
Consensus8.2/10

How Advertising Works

Budget Allocation

Myth:Outspending competitors on media weight lifts sales.

Evidence:Across 389 BehaviorScan split-cable TV experiments, increasing budget relative to competitors did not increase sales in general - changing brand, copy, or media strategy did. Standard recall and persuasion pretests did not predict which ads would move sales.

Impact9/10
Consensus8.5/10

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