Digital marketing analytics and data collection present a great
opportunity for modern marketers. We can answer just about every question about
human behavior in our online environment – where you acquired them from, how
they use your site, when they’ve visited, etcetera. But even with all of this
data, determining why someone did
something is still an educated assumption at best.
Luckily there’s a wealth of research and data at marketers’
disposal that they can employ to complement their digital data, and create a
more complete customer persona. Behavioral economics, in particular, offers a
unique resource for marketers who want to take their targeting strategies to
the next level .
Behavioral Economics
Behavioral economics is a fascinating field because it
focuses on two aspects: What the sensible, prudent choice would be in a
financial situation; and what people actually do instead. A nonprofit
organization pioneering research in this field is Innovations for PovertyAction (IPA). Hearing that example, you’re probably thinking
“What on earth does research on financial behavior in the developing world have
to do with digital marketing in a first world country?”
The answer is that people are equally as bad with money and
irrational about their spending habits in the first world as the developing
world. And on the other side of the coin, sometimes the best choice for an
individual is not always what a company might imagine.
Translating Third-World Crop Insurance into Conversions
Take this study for example, which offered farmers in Kenya three options for buying
fertilizer: A standard offer; a discounted offer where the price was reduced
30%; and a “harvest deduction offer,” where farmers would pay full-price, but a
significant portion of was paid after harvest. 72% of respondents chose the
third, Harvest Deduction offer.
Now here’s the dreaded question: why? The researchers
posited two ideas.
1.
The farmers have a present bias, meaning they
give more weight to costs closer to the present time, and don’t feel the loss
as much when considering a further future payment;
2.
Farmers did not have enough lump sum capital to
make the full purchase at the outset without selling crops, even with a 30%
discount.
So how does selling agricultural insurance in Kenya relate
to selling products online? Take, for example, a segment of customers who have
been buying from your site for a long period of time, but their purchases are
less frequent compared to other customers, and they also spend less money per
order. This segment also tends to make wish lists if your site has that feature,
or they put items in their cart and leave them there for long periods of time
without ever even beginning the checkout funnel. Just like the farmers, they
know they want to buy from you, but they also know when it is prudent for them
to actually finalize the purchase.
This is valuable information. Now you can send them
discounts via email to speed up and encourage the purchase process; you can
launch a CPI remarketing ad campaign targeting this segment to keep ad costs
low and conversions high; and if you notice a segment like this comprising a
large swatch of your customer base, you may want to consider introducing
payment plan options like the researchers did in Kenya. This would make the
customer buy earlier, possibly buy more frequently, and greatly increase their
lifetime value.
Lessons in Direct Marketing from Ghana
Another IPA study in Ghana tested whether text message reminders straight to peoples’ cell phones
increased their rate of completion for malaria treatment. The results are
significant, but not staggering. There was a 5% increase in completion in the
treatment group. Two different messages were used – a short one, and longer one
with an additional warning – and there was no statistically significant
difference between the two.
However, the short text message reminder more than doubled
the completion rates amongst women, yet had no significant effect on completion
rates amongst men. It’s also worth noting that participants who attended
private clinics had a 14% increase in completion compared to participants who
attended public hospitals and the control group.
Again, how does this relate to digital marketing? Simply
put, it reinforces that profiling is not only ok in the marketing world, but it
has more value than marketers may even give it credit for. Granted there is
more research needed and every industry is different, but taking medication for
a sickness you want to get rid of is a pretty convincing control.
According to this research, a direct marketing message
reminding someone of something they want to do, that also provides a direct
reminder of next steps to take, can be very effective with women, but not so
much with men. Also, the private clinic participants could be considered your
segment of reliable customers – they’re looking for you to reach out to them,
and they’re more ready than their counterparts to take action.
This is a lot of great information.
ReplyDeleteI like it so much.
Thank you for sharing