Diving into data
Data Findings 2 — Bonobos, Men’s Retailer
In our 2nd data findings installment, we’re going to dive into some more purchase information and see what we can unearth.
As a reminder, here is the sample composition
Gender: All males
Age: Mostly 25–35
Location: Mostly coastal US-based cities
Average time range of purchases: 10 months
In our first installment, we took a look at purchase amounts across all categories and across just retail. Judging from our findings, we have a relatively well-to-do group represented in this sample.
From the sample group, let’s take a look at the number of transactions, by merchant, across all categories.
This is a ‘No Surprise’ slide. This is the kind of stuff we buy everyday: Taxis, ubers, coffee, songs, recurring monthly charges, etc. Somewhat surprising is the number of taxi purchases vs. Uber and Lyft rides. If you remember, the sample is mostly 25–35 year olds in coastal cities. You’d figure that Bonobos shoppers would overwhelmingly use on-demand ride services, but I guest taxis still enable convenience for a preponderance of our sample.
Sidebar 1: both Uber and Lyft raised at the turn of ’15 to ’16. Uber raised ~$2bn at 62bn and Lyft $1bn at ~$5.5bn. The valuation ratio is about 9% Lyft/Uber ($5.5:62bn), but the purchase frequency from our sample has a 13% ratio Lyft/Uber (42:310).
Sidebar 2: It would be really cool if we could tell who in the sample used Amazon prime vs. regular Amazon, so we could differentiate buying behavior. But alas, that is not data we have!
OK, let’s take a look at average transaction size for the sample, across the top 10 merchants, across all categories of spend.
In our eyes, Stubhub and Ticketmaster are interesting vendors on this chart. Perhaps when buying tickets, people purchase for a larger group. Hotels and equivalents (AirBnB) claim 3 of the top 10 spots. Why not, lodging is a big ticket item… Maybe the biggest on average. Insurance, airlines and retail (just Barney’s) round out the rest of the top 10.
So our Bonobos shoppers travel quite a bit, make the regular urban repeat purchases (daily transportation, coffee, delivered goods), but also buy auto insurance (Esurance and Safety). Maybe our coastal-city folk commute to work using cabs and rideshare, but are weekend warriors and leave their urban dwellings for greener pastures on Saturday and Sunday in their cars.
More to come!














