Every attribution model I’ve ever built works great until you zoom out and ask: “So what’s the actual long-term impact on the brand itself—not just immediate sales?” That’s when things get fuzzy.
Conversion tracking is straightforward enough. Impressions, clicks, promo codes—you can connect the dots. But brand lift? That’s the thing I’ve been wrestling with for months. Does an influencer post change someone’s perception of the brand even if they don’t buy anything that day? Do they remember the brand better three months later? Would they have bought anyway and just used the influencer’s link?
I started digging into this because our CFO kept asking: “Are these campaigns actually building the brand’s value, or are we just buying short-term sales that we would’ve gotten anyway?”
Working with US-based marketing experts who have experience with cross-market measurement, I learned that this requires a completely different methodology than conversion tracking. We started running brand lift studies—basically surveying the audience that saw an influencer’s content and comparing their brand perception, purchase intent, and recall against a control group that didn’t see it.
The results surprised me. Some influencers we thought were amazing at driving sales were actually terrible at building brand equity. They’d drive a click, someone would buy, and that was it. But other influencers built real brand affinity—people would remember the brand better, feel better about it, be more likely to buy in the future.
When I started looking cross-market (comparing Russian and US campaigns), the differences got even more interesting. The same influencer could have very different brand lift impact depending on the market. Or a creator with lower sales conversion might actually be better at building brand perception in one region versus another.
We built a framework where we’re now doing quarterly brand lift studies on our top creators/campaigns. It’s more expensive than just tracking conversions, but the insights are changing how we allocate budget. We’re starting to see our brand showing up in broader market surveys (brand awareness, consideration) and we can actually trace some of that to influencer work.
The tricky part: isolating influencer impact from all the other brand activity. We’re using multi-touch modeling and trying to be rigorous about control groups, but I’m still not 100% sure we’re doing this right.
How are you thinking about brand lift in your influencer work? Are you measuring it at all, or is it all direct response?