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Money Walks: Implicit Mobility Behavior and Financial Well-Being

Identifieur interne : 000023 ( Main/Exploration ); précédent : 000022; suivant : 000024

Money Walks: Implicit Mobility Behavior and Financial Well-Being

Auteurs : Vivek Kumar Singh [États-Unis] ; Burcin Bozkaya [Turquie] ; Alex Pentland [États-Unis]

Source :

RBID : PMC:4552874

Abstract

Traditional financial decision systems (e.g. credit) had to rely on explicit individual traits like age, gender, job type, and marital status, while being oblivious to spatio-temporal mobility or the habits of the individual involved. Emerging trends in geo-aware and mobile payment systems, and the resulting “big data,” present an opportunity to study human consumption patterns across space and time. Taking inspiration from animal behavior studies that have reported significant interconnections between animal spatio-temporal “foraging” behavior and their life outcomes, we analyzed a corpus of hundreds of thousands of human economic transactions and found that financial outcomes for individuals are intricately linked with their spatio-temporal traits like exploration, engagement, and elasticity. Such features yield models that are 30% to 49% better at predicting future financial difficulties than the comparable demographic models.


Url:
DOI: 10.1371/journal.pone.0136628
PubMed: 26317339
PubMed Central: 4552874


Affiliations:


Links toward previous steps (curation, corpus...)


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