I have a random sample that I need to weight to reflect the population distribution. But after the weighting, I noticed some unusually large weights. What's the best approach to handle the situation? From the sample distribution, it looks like I really need to weight the data. But the large weights really throw things off.

Any suggestions would be greatly appreciated!