Researchers found that although nationally the ratio of professionally produced news content to junk news was one to one, the level of 'polarising' content - from Russian, WikiLeaks and junk news sources - shared in battleground states was both higher than the national average and less competitive states.
The content used divisive and inflammatory rhetoric, and presented faulty reasoning or misleading information to manipulate the reader's understanding of public issues and feed conspiracy theories.
Researchers from Oxford University in the UK noted that of the 16 swing states, 11 had levels of junk news higher than the national average.
Arizona was the swing state with the highest junk news concentration, followed by Missouri, Nevada and Florida. States that were not hotly contested had, on average, lower levels of junk news, researchers said.
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They found that many of the swing states receiving highly concentrated doses of polarising content were also among those with large numbers of votes in the Electoral College. For example, Florida, Arizona and Missouri all featured in the top 12 states ranked.
Junk news can include fake, hyper-partisan or emotionally charged news content, much of which is deliberately produced false reporting, researchers said.
The study also took into account content from Russian sources and WikiLeaks.
"We were surprised to find that the ratio of professionally produced news to junk news on Twitter was around one to one," said Philip Howard, senior researcher professor at Oxford University.
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