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    Post Made Community Wiki by S. Carnahan
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The Gambler's Ruin Problem is a nice motivator for martingale techniques (the wikipedia solution is really a martingale solution in disguise, but not totally rigorous -- it can be made so by using the Optional Stopping Theorem for martingales).