positively skewed with all values greater than or equal to zero
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In general you cannot. You will need to know more about the distribution of the variable - you cannot assume that the distribution is uniform or Normal.
No, in general is not. It is only symmetric if the probability of success in each trial is 0.5
IQ is normally distributed in the general population. Age is not.
See: http://en.wikipedia.org/wiki/Confidence_interval Includes a worked out example for the confidence interval of the mean of a distribution. In general, confidence intervals are calculated from the sampling distribution of a statistic. If "n" independent random variables are summed (as in the calculation of a mean), then their sampling distribution will be the t distribution with n-1 degrees of freedom.
A standard normal distribution has a mean of zero and a standard deviation of 1. A normal distribution can have any real number as a mean and the standard deviation must be greater than zero.