Smartphone apps like Life360, MyRadar, and GasBuddy collect driving behavior data through opt-in features and share it with Arity, an Allstate-owned analytics company that creates driving scores sold to insurance companies for rate-setting purposes, often without users' full awareness of this data usage.
Multiple smartphone apps including Life360 (a family tracking app), MyRadar (weather app), and GasBuddy (fuel price app) have implemented opt-in driving analysis features that collect sensor and motion data from phones to track driving behavior such as speeding, hard braking, and phone usage while driving. These features are powered by Arity, an analytics company founded by Allstate in 2016, which processes this data to create individual driving scores for tens of millions of users. Arity then sells access to these driving scores to auto insurance companies, who can request individual scores instantly to inform pricing decisions. The consent process involves small gray text under prominent buttons that mention sharing 'certain information' with Arity without clearly explaining what Arity does. Users like Kathleen Lomax, who paid $100 annually for Life360 to track her family, discovered the data sharing and canceled their subscriptions. Similarly, car manufacturers like Toyota have been collecting driving data through connected vehicle systems and sharing it with insurance data brokers. Insurance companies can use this data to target potential customers and set personalized rates based on actual driving behavior rather than demographic factors. The practice has raised concerns about privacy, transparency, and whether consumers truly understand what they are consenting to when they opt into these driving features.
Domain classification, causal taxonomy, severity scores, and national security assessments were LLM-classified and may contain errors.
AI systems that memorize and leak sensitive personal data or infer private information about individuals without their consent. Unexpected or unauthorized sharing of data and information can compromise user expectation of privacy, assist identity theft, or cause loss of confidential intellectual property.
AI system
Due to a decision or action made by an AI system
Intentional
Due to an expected outcome from pursuing a goal
Post-deployment
Occurring after the AI model has been trained and deployed