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

Joel, Samantha; W. Eastwick, Paul; J. Allison, Colleen; B. Arriaga, Ximena; G. Baker, Zachary; Bar-Kalifa, Eran; Bergeron, Sophie; E. Birnbaum, Gurit; L. Brock, Rebecca; C. Brumbaugh, Claudia; L. Carmichael, Cheryl; Chen, Serena; Clarke, Jennifer; J. Cobb, Rebecca; K. Coolsen, Michael; Davis, Jody; C. de Jong, David; Debrot, Anik; C. DeHaas, Eva; L. Derrick, Jaye; Eller, Jami; Estrada, Marie-Joelle; Faure, Ruddy; J. Finkel, Eli; Chris Fraley, R.; L. Gable, Shelly; Gadassi-Polack, Reuma; U. Girme, Yuthika; M. Gordon, Amie; L. Gosnell, Courtney; D. Hammond, Matthew; A. Hannon, Peggy; Harasymchuk, Cheryl; Hofmann, Wilhelm; B. Horn, Andrea; A. Impett, Emily; P. Jamieson, Jeremy; Keltner, Dacher; J. Kim, James; L. Kirchner, Jeffrey; S. Kluwer, Esther; Kumashiro, Madoka; Larson, Grace; Lazarus, Gal; M. Logan, Jill; B. Luchies, Laura; MacDonald, Geoff; V. Machia, Laura; R. Maniaci, Michael; A. Maxwell, Jessica; Mizrahi, Moran; Muise, Amy; Niehuis, Sylvia; G. Ogolsky, Brian; Rebecca Oldham, C.; C. Overall, Nickola; Perrez, Meinrad; J. Peters, Brett; R. Pietromonaco, Paula; I. Powers, Sally; Prok, Thery; Pshedetzky-Shochat, Rony; Rafaeli, Eshkol; L. Ramsdell, Erin; Reblin, Maija; Reicherts, Michael; Reifman, Alan; T. Reis, Harry; K. Rhoades, Galena; S. Rholes, William; Righetti, Francesca; M. Rodriguez, Lindsey; Rogge, Ron; O. Rosen, Natalie; Saxbe, Darby; Sened, Haran; A. Simpson, Jeffry; B. Slotter, Erica; M. Stanley, Scott; Stocker, Shevaun; Surra, Cathy; Ter Kuile, Hagar; A. Vaughn, Allison; M. Vicary, Amanda; L. Visserman, Mariko; Wolf, Scott

doi:10.1073/pnas.1917036117

Public

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

Shared by NobleBlocks on Jul 27, 2020 • 12:00 AM UTC

Authors:

Samantha Joel

Paul W. Eastwick

Colleen J. Allison

Abstract

Significance What predicts how happy people are with their romantic relationships? Relationship science—an interdisciplinary field spanning psychology, sociology, economics, family studies, and communication—has identified hundreds of variables that purportedly shape romantic relationship quality. T...

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