People who scored high on empathy tended to prefer mellow music but those who scored high on systemizing favored intense music but disliked mellow tones.

So if you are high on empathy, you will listen to mellow music like "Hallelujah" by Jeff Buckley and "Come away with me" by Norah Jones but if you are a "systemiser," you will listen to punk and heavy metal like "Concerto in C" by Antonio Vivaldi or "Enter the Sandman" by Metallica.
"Although people’s music choices fluctuates over time, we have discovered a person’s empathy levels and thinking style predicts what kind of music they like," said lead researcher David Greenberg.
To reach this conclusion, scientists looked at how our "thinking style" influences our musical choices. They conducted multiple studies with over 4,000 participants. The researchers used library examples of musical stimuli from 26 genres and subgenres.
People who scored high on empathy tended to prefer mellow music (from R&B, soft rock and adult contemporary genres), unpretentious music (from country, folk, and singer/songwriter genres) and contemporary music (from electronica, Latin, acid jazz, and Euro pop).
They disliked intense music, such as punk and heavy metal. In contrast, people who scored high on systemizing favored intense music but disliked mellow and unpretentious musical styles.
"By knowing an individual’s thinking style, such services might in future be able to fine tune their music recommendations to an individual," said Greenberg.
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