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Customized Online Financial Services -- Mining the Data for Mass Customization

By Jim Bruene on May 5, 1997 11:13 AM | Comments (0)

Financial institutions already have access to vast amounts of data on their customer’s financial situation. Add to that what could be learned from tracking customer preferences on a Web site and the possibilities are mind-boggling. Avoid analysis paralysis and focus on using just a few data elements to target high-revenue products.

For example, match users of your auto financing calculator against checking account deposit size (as a proxy for household income) and pitch appropriate auto-financing specials through e-mail.

In-House Data

SIGNATURE CARD DATA

  • Complete name and social security number
  • Age
  • Marital status
  • Employer
  • Address and phone numbers
  • Other demographics
  • Beneficiaries
CHECKING ACCOUNT
  • Deposit history
  • Check writing transaction history
  • Funds transfer history
  • ATM usage
  • POS debit payees and transaction history
  • Direct deposit originator and transaction history
  • Preauthorized debit payees and transaction history
  • Bill payment payees and transaction history
  • Off-line debit payees and transaction history

CREDIT APPLICATION DATA

  • Employer(s)
  • Salary(ies)
  • Vehicles owned and ages
  • Assets
  • Insurance
  • Other creditors
  • Other financial obligations
  • Credit bureau information

CREDIT CARD DATA

  • Credit card payees and transaction history
  • Payment history (minimum vs. revolving)
  • History of transaction disputes

OTHER ACCOUNT DATA

  • IRAs
  • Savings
  • Joint accounts
  • Investments
  • Mortgages
  • Installment loans and home equity
  • Other revolving credit
  • Insurance

 

Data Gathered from the Web

PREFERENCES/USAGE

  • The importance of fees
  • The importance of rates
  • How often user checks balance/transactions
  • Use of credit
  • Use of computer for managing finances
  • Financial services purchased from other providers

ATTITUDE/INTERESTS

  • Concerns about fraud and financial privacy
  • Loyalty to the bank
  • Impression of bank
  • Risk tolerance for investments
  • Interest in general and/or financial news
  • Interest in tracking financial markets and/or individual securities
  • Interest in mutual funds
  • Frequency of balancing checkbook (if at all)
  • Interest/use of household budgeting
  • Small business ownership/interest

SATISFACTION

  • Rating of services/bank
  • Suggestions for improvement
  • Likelihood of remaining a customer

GOALS/NEEDS

  • Savings/retirement goals
  • Tax-planning needs
  • Home purchase intent (first-time or trade-up)

WEB HABITS/USAGE

  • Areas of the Web most frequented
  • Length of time spent in each area
  • Repeat visits to individual areas
  • Type of questions posed to customer service
  • Financial calculator usage
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