What is the intuition that a sample thus obtained will give an unbiased estimate of the population mean?

What is the intuition that a sample thus obtained will yield more efficient estimator than an estimator from random sampling?

I know results of simulation show that RSS gives unbiased and efficient estimation. But without performing simulation, there must be an underlying theme that RSS gives unbiased and efficient estimation for such reasons. What are those reasons?