People throw around statistics like they're strong evidence, but they're not. Most times I see someone use a statistical argument online, I shake my head and scroll down to the next post. Here's why.
Statistics have a two-fold trust problem. For one thing, wherever you found out the statistic you're planning to use I'd bet it was from a source that agreed with what you're using the statistics to argue for. In that case, how do you know they didn't make it up, given it's in their interests to do so? (And if it wasn't from a source that agreed with their implication then they probably just got it from someone else who did.) The only way to get statistics that are reliable to the point that you should change your otherwise well-founded beliefs because of them is to gather them yourself, and then you most likely run into sample size issues... But suppose you do have reliable statistics. When you present it in an argument why should your opponent believe you? It's in your interests to make it up and statistics generally are not things you can prove to a new person without redoing all the experiments.
Statistics are not nearly as easily interpreted as people think. People often succeed in proving that there is a non-coincidental correlation between A and B and then argue that A must be the cause of B. However, in most cases this ignores the possibility that B is the cause of A, or that a certain C causes both B and A.
It's often hard to make sure your statistic is measuring the right thing. For example, I've seen people argue for gun control saying that America has more gun homicides per year than a bunch of other (smaller) countries who have stricter anti-gun laws... only to investigate their statistics and find out that they were measuring the gun death rate as a flat number rather than a proportion of each country's population. Of course America will have more gun homicides than other countries if you measure it that way because America has more people than all those other countries. (Not to mention that argument is atrocious anyway for ignoring the dozens of other factors that could be affecting the gun death rate, such as poverty (more poor people = more people with a higher incentive to commit crimes) and cultural differences, to name a few.) Similarly common fallacies to that conclusion include counting suicide deaths and self-defense deaths of criminals in one country but not in the other, etc.