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An approach that I think is worth exploring is ad-hoc aggregation: variable selection with summary bucketing (aggregate results have a error bound) so that individual samples cannot be isolated.


That's what FreshBooks does with their report cards. They also throw in a very small amount of jitter to make sure math savvy people can't back calculate the number of people in a geographic location.




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