When it comes to estimating population parameters from sample statistics, how does the degree of freedom relate to the reliability (or uncertainty) of our calculation? For example, if we calculated variance using an insufficient number of degrees of freedom, in what way would our calculation be flawed, and what are the implications if we used that flawed result to estimate the population mean?

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