They sped down the runway with high hopes, but frequent-flier programs tied to mortgages have failed to take wing.

In 1995, when American Airlines aligned itself with five mortgage companies to distribute frequent-flier miles, the programs were expected to be as popular as credit cards that offered travel incentives. But several programs have fallen by the wayside, and others are finding tepid consumer interest.

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