Scientists, including those at Coventry University in the UK, reviewed more than 20 studies that investigated the effect of various types of meditation, such as mindfulness and loving-kindness, on pro-social feelings and behaviours.
Initial analysis indicated that meditation did have an overall positive impact.
The researchers said meditation made people feel moderately more compassionate or empathic, compared to if they had done no other new emotionally-engaging activity.
However further analysis revealed that it played no significant role in reducing aggression or prejudice or improving how socially-connected someone was.
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Compassion levels in some studies only increased if the meditation teacher was also an author of the published report, they said.
These results suggest that the moderate improvements reported by psychologists in previous studies may be the result of methodological weaknesses and biases, according to the researchers.
The research published in the journal Scientific Reports only included randomised controlled studies, where meditators were compared to other individuals that did not meditate.
All these studies used secular meditation techniques derived from Buddhism, such as mindfulness and loving-kindness meditation, but not other related activities, like yoga or Tai-Chi.
"We wanted to investigate how powerful these techniques were in affecting one's feelings and behaviours towards others," said Farias.
Despite the high hopes of practitioners and past studies, our research found that methodological shortcomings greatly influenced the results we found, researchers said.
Most of the initial positive results disappeared when the meditation groups were compared to other groups that engaged in tasks unrelated to meditation.