One of the first dedicated fact-checking sites that I became aware of was Snopes.com. It started out as a site that looked into the so-called urban legends, but eventually started fact-checking other things, including statements by and accusations against, politicians. Other sites, such as Politifact, specialized in politics. Daniel Dale, now with CNN, dedicated the last four years to fact-checking virtually every statement made by the previous president. Unsurprisingly, a president who usurped the phrase "fake news", soon began to undermine his supporters' faith in independent fact-checkers, including them under his "fake news" umbrella. I'll say that it is important to consider the bias of a news organization and of a fact-checker, but just because a fact-checker debunks your pet conspiracy theory doesn't mean that it's unreliable.
A reliable fact checker doesn't merely deny the in-dispute information, he cites sources, written, as well as audio and video records. These sources can then be verified by anyone who is interested in the truth of the matter. An example is the Electoral College margin of victory by the previous president in 2016. He repeatedly claimed that it was "historic", "a landslide", the "greatest margin of victory" and other superlatives. The New York Times ran a story showing that of 50 elections it was the 45th most decisive, (I may not have the exact numbers) not the "greatest". The New York Times cited their sources, which verified their conclusions. I decided to go one step further and found other sources, all of which confirmed the Times' fact-checking. A simple assertion is not fact-checking. An unsupported statement is not a debunking. Good fact-checkers will provide enough information for you to see how they arrived at their conclusions.
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