A guard has 14 points, about 18 minutes remain, and the live over is 23.5. Is that a bet? Live player props only make sense when you start from what has already happened and what is left. You will learn why dividing a pregame average by elapsed time gives a biased answer, and how to treat the final stat as the observed count plus a remaining count. The worked example turns a scoring rate into the chance of needing ten more points. Then you will branch by game state: foul trouble, blowouts, injuries, overtime. Last, you will check whether a stale quote or out-of-sync clock is the real source of an apparent edge.
Learning objectives
- Explain and apply the named analytical technique.
- Reproduce the example and critique its assumptions.
- Distinguish a model estimate from an executable market opportunity.



