The Bot Baseline Fraud in Digital Advertising
1NBjsKK
1NBjsKK
You also want an ePaper? Increase the reach of your titles
YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.
BOT FRAUD VARIES OVER TIMENot all bot operations are created equal. Half of bots are not sophisticated enough to keepnormal wak<strong>in</strong>g hours.FINDINGAt night, bot percentages were higher.Total bots observed were higher dur<strong>in</strong>g the day but were a lowerproportion of overall traffic.AVG. HOURLY BOT PERCENTAGEFOR ALL CAMPAIGNS28211470midnight 6 a.m. noon 6 p.m. midnightHOUR OF DAYFigure 2: <strong>Bot</strong> Traffic Time-of-Day Pattern Across Study Time PeriodLocal time determ<strong>in</strong>ation was made us<strong>in</strong>g IP geolocation data provided by Maxm<strong>in</strong>d.RECOMMENDATIONConsider day-part<strong>in</strong>g to reducetime-of-day bot percentage spikes.13