What are the 'factors that increase satisfaction in love' found by machine learning of over 10,000 couples?



When we analyzed the data of more than 10,000 couples by machine learning, we found that 'the relationship we established with the other party' had a greater effect on the degree of satisfaction with love than the 'what kind of person we chose'.

Machine learning uncovers the most robust self-report predictors of relationship quality across 43 longitudinal couples studies | PNAS

https://www.pnas.org/content/early/2020/07/21/1917036117

Western News-Machine learning predicts satisfaction in romantic relationships
https://news.westernu.ca/2020/07/machine-learning-predicts-satisfaction-in-romantic-relationships/

Landmark study on 11,196 couples pinpoints what dating apps get so wrong
https://www.inverse.com/mind-body/dating-study-predicts-happy-relationships

AI Analysed Over 11,000 Couples' Relationships. This Is What It Found
https://www.sciencealert.com/ai-analysed-over-11-000-couples-relationships-this-is-what-it-found

An experiment to analyze the relationship between couples by machine learning was conducted by a research team led by Dr. Samantha Joel belonging to Western University in Canada. The research team analyzed the questionnaire results of 11,196 couples collected in 43 surveys with a machine learning system called Random Forest to see what factors influence satisfaction with love. I checked.

As a result, it became clear that “relationship with a partner” such as love and power is more important as a predictor of satisfaction in love than “personal characteristics” such as age, income, and personality. In other words, it was suggested that the relationship built with the partner, rather than the character of the other person, has a greater influence on the satisfaction level of the romantic relationship.



The top five most influential factors among the factors related to 'relationship with partners' are 'how much do you estimate your partner's dedication', 'gratitude to the other party', 'sexual satisfaction', and 'other's satisfaction' 'Awareness of satisfaction in love' and 'conflicts such as fights'. On the other hand, the top five factors that have the greatest influence on the factors related to 'personal characteristics' are 'life satisfaction,' 'negative personality,' 'depression,' '

avoiding attachment, ' and ' anxiety attachment .' When predicting 'difference in quality of romantic relationship' from these factors, the factor belonging to 'relationship with partner' affects 45% of the difference, and the factor belonging to 'personal characteristics' shows the difference of 21%. It is said that it affects the%.

Regarding the results of this study, Dr. Joel said, 'The relationship we build with a partner is more important than what the partner is.' 'If you want to have a wonderful relationship, rather than finding the perfect partner or breaking up with your current partner.' I think the important thing is how to build the relationship itself.”



in Science, Posted by darkhorse_log