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Guesswork Is Dead as Channel Propensity Models Drive Down Wasted Ad Spend

Tummalapalli, one of the key lessons from all this has been that people’s preferences aren’t fixed.

Vaibhav Tummalapalli

Vaibhav Tummalapalli

Automobile companies spend millions trying to get the attention of potential buyers and loyal customers. From flashy emails to old-school mailers, these messages are everywhere. But too often, they are sent without much thought about whether the person receiving them actually prefers that method of communication or not. This is where arises the need for a push towards smarter, data-driven marketing.

Contributing significantly to this shift is Vaibhav Tummalapalli, a Data Science Manager at a leading marketing agency that works with some of the world’s biggest car manufacturers. With over a decade of experience in machine learning and predictive analytics, the professional has helped shape marketing strategies across the automotive, telecom, and retail sectors. His work focuses on using data to better understand customer behavior and drive smarter, more personalized outreach.

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