Automation & Systems🔍 AnalysisVol.19TrendingNew
Full Automation Isn't Winning. The Data Shows Why Human-in-the-Loop Accounts Outperform Both Extremes
Full automation and manual control are both losing to a third model. Across 61 accounts, human-in-the-loop management outperformed both extremes — here's what the data shows and why it's structurally inevitable.
23%
CPA advantage: hybrid vs. full automation3
management models compared61
accounts in the analysis set18%
efficiency gap: hybrid vs. manual-firstBH
Bjorn Halvorsen
Senior Data Analyst
Mar 11, 2025
9 min read
Automation & SystemsPerformance AnalysisAccount StrategySmart BiddingData-DrivenBest Practices
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Automation & SystemsPerformance AnalysisAccount StrategySmart BiddingData-DrivenBest Practices