Screw Up the Control Groups #
- Don't keep a control group
- Make the control group so small as to be useless
- Raid the controls to make up campaign numbers
- Use deadbeats as controls
- Don't make the controls random
- Use Treatment Controls but not Targeting Controls
Alienate or Annoy the Customer #
- Trigger defection with retention activity
- Use intrusive contact mechanisms
- Use inappropriate or niche creative content
- Insult or patronize the Customer
- Mislead or disappint the Customer
- Fail to Listen to the Customer
- bonus marks for refusing to take "no" for an answer
- double bonus marks for calling the customer back after she's said "No thanks, I'm not interested" and hung up.
- Overcommunicate
- Make it hard for the Customer to do what you want.
- (Overloaded websites, uncooperative web forms, understaffed call centres, uninformed staff and failure to carry stock to meet demand are but a few of the ways to achieve this).
- Intrude on the Customer's Privacy
(Over)exploit the customer
Misinterpret the Data #
- Confuse "responses" with "incremental responses" (uplift)
- Confuse revenue with net revenue
- Take Credit for That Which Would have Happened Anyway
20 Double Count
- Believe the name of a cluster means something
- Believe the data
- The fact that the computer says it's true and prints it prettily, doesn't mean it is.
- Disbelieve the data:
- The fact that the data doesn't show what you hoped, thought or expected doesn't mean it isn't so.
Screw Up Campaign Execution #
- Discard response information.
- Revel in unintended discounts and incentives
- Use dangerous, insulting or disrespectful labels
– Yes, I really have known an airline label its bottom-tier frequent fliers "scum class", and a retailer label a segment of its customer "vindaloonies".
- Ship mailings with the internal fields filled in instead of external ones (see also 26)
– Dear ScumClass, . . .
- Direct people to slow, hard-to-navigate websites, IVR Systems or overloaded or poorly designed call centres
- Fail to inform your front-line staff about offers you're sending to customers
- Fail to ensure your company can fulfill what the marketing promises
- Use a name that's very visually similar to a better known name that has negative connotations for many people.
- I frequently get mail from Communisis, but I never read their name correctly.
Mismodel or Misplan the Campaign: #
- Confuse statistical accuracy/excellence with ability to make money
- Model the wrong thing
- Use undirected modelling instead of directed modelling
- Assume equivalence of campaigns when important things have changed.
- Ignore external factors (seasonality, competitor behaviour etc.)
- Fail to make dates relative
- Contaminate the training data with validation data
- Screw up the Observation Window (Predict the Past, not the Future)
- Ignore changes in the meaning of data
- Fail to sanity check anything and everything
Source #
The Scientific Marketer, 2007-09-07