Playbook
Should you nudge customers who are close to VIP?
Studies of reward cards found people buy more as a reward gets closer. Those studies were about coffee and car-wash style cards, not online spend thresholds. Treat a Close to VIP nudge as a test with a holdout group, and measure orders over a window you set, instead of expecting a lift.
By MergeGuard team
Last updated
3 min read
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A customer who is a few dollars short of VIP is a tempting target for a nudge. This guide sets out what research on reward cards found, what it leaves open, and how to test a nudge on your own list before you rely on it.
Key insight
The research supports running a nudge test. It doesn’t support expecting a lift.
What the studies found
Two well-known papers look at how people respond as a reward gets nearer.
- Goal-gradient. Kivetz, Urminsky and Zheng studied reward programs. In a café with a free-coffee card, members bought coffee more often as they got closer to a free coffee. Customers given a 12-stamp card with two bonus stamps already filled in finished the 10 required purchases faster than customers given a regular 10-stamp card (abstract of the 2006 working paper).
- Endowed progress. Nunes and Drèze, in the Journal of Consumer Research, found that reframing an eight-step task as a ten-step task with two steps already complete “increases the likelihood of task completion and decreases completion time” (abstract).
What they don’t show
The studies are about stamp cards for repeat purchases. They don’t test online stores, and they don’t test a dollar spend threshold. A customer a few dollars short of VIP might respond differently from a customer one coffee short of a free one. The studies also don’t count what a nudge costs you in margin if it comes with an offer.
Other pieces of evidence you may have seen are not used here. Figures from blog posts about card redemption rates came through secondary summaries, and we didn’t confirm them against the original papers, so we leave them out.
Build the list
The people to nudge are those who are close to the threshold and haven’t reached it. Count spend per person. A customer whose orders sit on two profiles can look far from the threshold on each, when together they are close or already over it (why split profiles hide your VIPs). You’d nudge someone who is already a VIP, or miss someone who is nearly there.
In a spreadsheet, that is everyone under the threshold whose total is within a margin you choose. A tool that counts people across profiles saves the grouping work, and Help shows the VIP lists in MergeGuard.
Run a test with a holdout
A holdout group is the part of the list that gets no nudge. It shows what would have happened anyway, which is the only way to tell a nudge’s effect from ordinary buying.
- Split the list at random into a nudge group and a holdout group.
- Choose the window and the measure before you start.
- Send the nudge to one group only.
- Compare the two at the end of the window.
Success is more orders from the nudge group than from the holdout group over the window you set. Failure is no difference, or a difference that the cost of the offer cancels out. Both are useful answers.
Read the result
On a small list, a few orders can come from chance. In a small group, one extra order is a large share of the result. Treat a small gap as no result. Repeat the test on the next group to cross the threshold if the first one is unclear.
Where to send
Send the nudge from your own email tool, and only to customers who have agreed to hear from you. Check marketing consent there before you send.
Step by step
List the people close to the threshold
List the people near your threshold who have not reached it. Count spend across each person’s profiles, not per profile.
Split the list at random
Put half in a nudge group and half in a holdout group that gets no message. Splitting at random keeps the groups alike.
Set the window and the measure
Decide the period, such as the next month, and the measure, such as orders placed or spend. Write both down before you start.
Send the nudge from your own tool
Send the nudge group a message through your own email tool. The holdout group gets nothing.
Read the result
Compare orders per person in the two groups over the window. Count a difference as real only if it is bigger than the swings you would expect in a list this size.
Sources
Related
- How to set a VIP threshold on ShopifyPick a share of your own customers, turn it into a dollar figure over a stated window, and check the count. Shopify’s VIP-like groups are relative.
- Split profiles hide your VIPs: a worked exampleFollow one regular’s orders across two Shopify profiles, add them up per person and watch your VIP count change, all without merging anyone’s profiles.
- VIP listsMergeGuard’s VIP audience builds your Shopify VIP customers list from each person’s spend across all their profiles, so split customers reach your threshold.
- Build an audience list that counts each person oncePick a ready Audiences list, adjust its rules with a live preview, then sync it to Klaviyo or export a CSV. See which audience each MergeGuard plan includes.