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A realistic view of attribution that builds trust with leadership.
Correlation is not causation
A spike in coverage that aligns with sales or inquiries is useful, but it does not prove causation.
Be clear about what the data can and cannot show.
Use credible proxies
Proxies such as branded search, inbound inquiries, or website traffic can provide directional insight.
Choose proxies that map to your actual business objectives.
Document assumptions
Every attribution model has assumptions about timing, influence, and overlap with other channels.
Documenting assumptions prevents overstatement and builds credibility.
Pair quant and qual
Combine data with qualitative feedback from stakeholders or sales teams.
Qualitative evidence adds context to numerical trends.
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