One of the biggest mistakes that people tend to make is looking at the current population and using it to fill in the gaps in the archaeological record. An example my book gives is Lake Mungo in Australia, where researchers tried to demonstrate that life was much the same in the prehistoric period as it was in the historic period just after British colonisation by proving that grindstones were in use in both the historic period and 15000 years ago, and thus that food sources hadn't changed. This was demonstrated to be wrong by later findings showing changes to technology and food sources over time, particularly in response to conditions of abundance due to higher rainfall during the last ice age.
In this case the factual evidence is (paraphrased) "The village of Pingliangtai had no big houses, no obvious social hierarchy in burials, and a system of ceramic drainage pipes". It's tempting to read this as evidence for having no hierarchy; it's also tempting to think about the obvious ways in which a hierarchy could exist without leaving any record, like a leader who lived one town over, and conclude the opposite; but I think my book would caution against believing either interpretation. Small houses, matching graves, and pipes are the truth and everything else is an educated guess.