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Tales of good and bad
customers
Professor Merlin Stone
merlin@merlin-stone.com
The game of customer management
• Two sides of the same coin
− Acquisition, development and retention of good
customers
• Loyal(ish), high(er) value, wide(r) range buyers, (more) frequent
responders, recommenders, honest(er) etc.
− Identification, avoidance and dismissal of bad customers
• Switchers, low(er) value, single product buyers, low(er)
responders, (more) dishonest etc.
− Keeping the rest through minimal cost
The game of customer management
• Two sides of the same coin
− Acquisition, development and retention of good
customers
• Loyal(ish), high(er) value, wide(r) range buyers, (more) frequent
responders, recommenders, honest(er) etc.
− Identification, avoidance and dismissal of bad customers
• Switchers, low(er) value, single product buyers, low(er)
responders, (more) dishonest etc.
− Keeping the rest through minimal cost
What makes good or bad customers?
Good customer e.g.
• Valuable - current and future
• Honest, prudent or planned
imprudent
• Loyal/persistent/steady/cross-
buyer, recommender
• Responsible and relevant
responder, information giver
and/or complainer both
• Rules and rights-observer e.g.
prompt payment
• A “bad” customer for whom my
proposition is right
Bad customer e.g.
• Not valuable - current and
future
• Dishonest, chaotically
imprudent
• Switcher/multi-sourcer
• Ignorer
• Opaque
• Hyper-transacter
• Rule-breaker
• Persistent complainer, queryer
• A “good” customer for whom
my proposition is wrong
What determines goodness or badness?
• Nature
• Early nurture and/or later experience (note
location/ ethnic/national correlation)
• Positive reinforcement or absence of negative
reinforcement e.g.
• Rewarded adverse selection/bad customer
behaviour
• Poor fraud detection
• Re-acquisition of bad customers
Can good/bad customers be identified
Now? In advance?
• Warehousing of all relevant customer data
− Purchasing
− Beginning/ending of relationship
− Recommendation
− Campaign results (responses, sales)
− Complaints
− Requests for help/service
• Profiling via data mining
• Testing resulting marketing/service initiatives
Learning customers and companies
• Good customers learn to be good
− Loyalty/persistence
− Development
• Good customer can be taught to become better
• Bad customers do the same….
− In the other direction!
− Unless they are identified & discouraged
• Customer knowledge management is not just
what you know about your customers
− But how you know it & how you manage it productively,
within & across functions (e.g. underwriting & marketing)
− Not just own company, but all members of value chain
A thought - customer stories
• Can bring out the best or worst
− In you and customers, good and bad
• They’re told by both of you
• They’re more effective in communicating than
data and technical words
• They’re increasingly image and video, consumed
on smart phones and tablets
• They help translate customer insight into action
• They need a strategy
− i.e. it’s not just about finding them
Tales of good and bad
customers
Professor Merlin Stone
merlin@merlin-stone.com

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Managing Good and Bad Customers Through Data and Stories

  • 1. Tales of good and bad customers Professor Merlin Stone merlin@merlin-stone.com
  • 2. The game of customer management • Two sides of the same coin − Acquisition, development and retention of good customers • Loyal(ish), high(er) value, wide(r) range buyers, (more) frequent responders, recommenders, honest(er) etc. − Identification, avoidance and dismissal of bad customers • Switchers, low(er) value, single product buyers, low(er) responders, (more) dishonest etc. − Keeping the rest through minimal cost
  • 3. The game of customer management • Two sides of the same coin − Acquisition, development and retention of good customers • Loyal(ish), high(er) value, wide(r) range buyers, (more) frequent responders, recommenders, honest(er) etc. − Identification, avoidance and dismissal of bad customers • Switchers, low(er) value, single product buyers, low(er) responders, (more) dishonest etc. − Keeping the rest through minimal cost
  • 4. What makes good or bad customers? Good customer e.g. • Valuable - current and future • Honest, prudent or planned imprudent • Loyal/persistent/steady/cross- buyer, recommender • Responsible and relevant responder, information giver and/or complainer both • Rules and rights-observer e.g. prompt payment • A “bad” customer for whom my proposition is right Bad customer e.g. • Not valuable - current and future • Dishonest, chaotically imprudent • Switcher/multi-sourcer • Ignorer • Opaque • Hyper-transacter • Rule-breaker • Persistent complainer, queryer • A “good” customer for whom my proposition is wrong
  • 5. What determines goodness or badness? • Nature • Early nurture and/or later experience (note location/ ethnic/national correlation) • Positive reinforcement or absence of negative reinforcement e.g. • Rewarded adverse selection/bad customer behaviour • Poor fraud detection • Re-acquisition of bad customers
  • 6. Can good/bad customers be identified Now? In advance? • Warehousing of all relevant customer data − Purchasing − Beginning/ending of relationship − Recommendation − Campaign results (responses, sales) − Complaints − Requests for help/service • Profiling via data mining • Testing resulting marketing/service initiatives
  • 7. Learning customers and companies • Good customers learn to be good − Loyalty/persistence − Development • Good customer can be taught to become better • Bad customers do the same…. − In the other direction! − Unless they are identified & discouraged • Customer knowledge management is not just what you know about your customers − But how you know it & how you manage it productively, within & across functions (e.g. underwriting & marketing) − Not just own company, but all members of value chain
  • 8. A thought - customer stories • Can bring out the best or worst − In you and customers, good and bad • They’re told by both of you • They’re more effective in communicating than data and technical words • They’re increasingly image and video, consumed on smart phones and tablets • They help translate customer insight into action • They need a strategy − i.e. it’s not just about finding them
  • 9. Tales of good and bad customers Professor Merlin Stone merlin@merlin-stone.com