telematics ubi feedback

Usage-based-insurance telematics: monitoring driving via devices or phone apps to price insurance and feed scored behavior (speeding, braking, mileage) back to drivers to change habits. Defined by the insurance-data and risk-scoring context. Differs from in_vehicle_coaching, which corrects the driver in real time during the drive, and from gamification_driving, which adds game mechanics rather than insurance-linked scoring, though UBI programs may borrow either.

65 paper(s) · ranked by relevance to this topic

1. A national randomized field experiment testing the impact of simulated usage-based insurance programs on driver safety ↗ · 2025 · Ebert, Jeffrey P. et al. · indexed
2. A survey on driving behavior analysis in usage based insurance using big data · 2019 · Arumugam, Subramanian et al. · archived
3. A Randomized Field Trial of Smartphone-Based Feedback Designed to Encourage Safe Driving: Comparing Focused and Self-Chosen Goals to Standard Usage-Based Insurance Messaging · 2025 · AAA Foundation for Traffic Safety · archived
4. Data-driven Robust Scoring Approach for Driver Profiling Applications ↗ · 2018 · Abdelrahman, Abdalla et al. · indexed
5. Incentive-Based Telematics and Driver Safety: Insights from a Naturalistic Study of Behavioral Change ↗ · 2025 · Kontaxi, Armira et al. · indexed
6. Summary Report: Comparative Effectiveness of Alternative Smartphone-Based Nudges to Reduce Cellphone Use While Driving: Final Report · 2022 · Ebert, Jeffrey et al. · archived
7. Individual Driver’s Undesirable Driving Events—A Temporal Analysis ↗ · 2011 · Musicant, Oren et al. · indexed
8. Evaluation of the Impact of App-Based Feedback and Monetary Incentives on Teen Driver Safety · 2024 · Radlbeck, Joshua et al. · archived
9. Real-time coaching programs for Manage-How-You-Drive insurance schemes: Analysis of retention after feedback removal · 2025 · Orsini, Federico et al. · archived
10. Driver behavior profiling using smartphones ↗ · 2013 · Castignani, German et al. · indexed
11. DISTANCE-BASED VEHICLE INSURANCE AS A TDM STRATEGY ↗ · 1997 · Litman, Todd · indexed
12. Portable System for Monitoring and Controlling Driver Behavior and the Use of a Mobile Phone While Driving ↗ · 2019 · Khandakar, Amith et al. · indexed
13. Driver Behavior Profiling Using Smartphones: A Low-Cost Platform for Driver Monitoring ↗ · 2015 · Castignani, German et al. · indexed
14. Impacts of different feedback features on driver behaviour: Findings from a multiphase naturalistic study ↗ · 2026 · Kontaxi, Armira et al. · indexed
15. Teen Driver Support System Technology Transfer · 2019 · Davis, Brian · archived
16. Incentivizing Safer Driving Using Peer-Pressure · 2018 · Pentland, Alex et al. · archived
17. Analysis of an Incentive-Based Smartphone Application for Young Drivers · 2021 · Henk, Russell H. et al. · archived
18. Evaluation of an in-vehicle monitoring system (IVMS) to reduce risky driving behaviors in commercial drivers: Comparison of in-cab warning lights and supervisory coaching with videos of driving behavior · 2016 · Bell, Jennifer et al. · archived
19. Smartphone-Based Vehicle Telematics: A Ten-Year Anniversary · 2017 · Wahlström, Johan et al. · archived
20. Driving Behavior Based Relative Risk Evaluation Using a Nonparametric Optimization Method ↗ · 2021 · Bao, Qiong et al. · indexed
21. Validation study of risky event classification using driving pattern factors ↗ · 2015 · Castignani, German et al. · indexed
22. Improving driving behavior by allowing drivers to browse their own recorded driving data ↗ · 2011 · Takeda, Kazuya et al. · indexed
23. Smartphone-Based Adaptive Driving Maneuver Detection: A Large-Scale Evaluation Study ↗ · 2017 · Castignani, German et al. · indexed
24. Road Rage and Aggressive Driving Behaviour Detection in Usage-Based Insurance Using Machine Learning ↗ · 2023 · Arumugam, Subramanian et al. · indexed
25. Evaluating the Safety Benefits of a Low-Cost Driving Behavior Management System in Commercial Vehicle Operations · 2010 · NHTSA · archived
26. Driver Coach Study: Using Real-time and Post Hoc Feedback to Improve Teen Driving Habits · 2017 · Klauer, Charlie et al. · archived
27. Study of the Impact of a Telematics System on Safe and Fuel-Efficient Driving in Trucks · 2014 · Boodlal, Leverson et al. · archived
28. Techniques for Reducing Speeding Beyond Licensure: Young Drivers' Preferences · 2015 · Lee, Yi-Ching et al. · archived
29. Performance Assessment of an Onboard Monitoring System for Commercial Motor Vehicle Drivers: A Field Operational Test · 2016 · Boyle, Linda Ng et al. · archived
30. Teen driver support system (TDSS) field operational test : final report. · 2015 · Creaser, Janet et al. · archived
31. Video and Non-video Feedback Interventions for Teen Drivers · 2016 · Reyes, M. L. et al. · archived
32. Study of the Impact of a Telematics System on Safe and Fuel-Efficient Driving in Trucks [Technology Brief] · 2014 · NHTSA · archived
33. The Exploratory Advanced Research Program Fact Sheet: Safer, More Reliable Transportation With Behavioral Economics: Cellphone Use and Managed Lane Choice · 2020 · NHTSA · archived
34. Federal Motor Carrier Safety Administration's Advanced System Testing Utilizing a Data Acquisition System on the Highways (FAST DASH) Safety Technology Evaluation Project #2: Driver Monitoring Final Report · 2016 · Krum, Andrew et al. · archived
35. Critical factors affecting mobile phone use while driving through the exploitation of smartphone sensor data ↗ · 2023 · Akritidou, Sofia et al. · indexed
36. Electronic Device Use: A Review of the Literature on Addictive Behaviors · 2023 · Hoekstra-Atwood, Liberty et al. · archived
37. Unsupervised driving performance assessment using free-positioned smartphones in vehicles ↗ · 2016 · Zheng, Yang et al. · indexed
38. Objective Driving Data in the LongROAD Study: An Overview of Changes to Data Collection Procedures from a Datalogger to a Travel App · 2021 · AAA Foundation for Traffic Safety · archived
39. Can a Smartphone Application Be Used to Measure Practice Driving Behavior During the Learner Permit Period? A Step Toward Performance-Based Licensing ↗ · 2023 · Johnathon P. Ehsani, PhD et al. · indexed
40. FMCSA's Advanced System Testing Utilizing a Data Acquisition System on the Highways (FAST DASH) Safety Technology Evaluation Project #2: Technology Brief · 2016 · NHTSA · archived
41. Considering Traffic and Roadway Context in Driver Behavior Assessments ↗ · 2016 · Liang, Yulan et al. · indexed
42. The Potential Application of Behavior-Based Safety in the Trucking Industry · 2000 · NHTSA · archived
43. Smartphone sensing for understanding driving behavior: Current practice and challenges ↗ · 2020 · Mantouka, Eleni G. et al. · indexed
44. Monitoring Distracted Driving Behaviours with Smartphones: An Extended Systematic Literature Review ↗ · 2023 · Papatheocharous, Efi et al. · indexed
45. Investigation of the Use and Feasibility of Speed Warning Systems · 2014 · De Leonardis, D. et al. · archived
46. Spatial Deep Learning Approach to Older Driver Classification ↗ · 2024 · Boateng, Charles et al. · indexed
47. Driving coach: A smartphone application to evaluate driving efficient patterns ↗ · 2012 · Araújo, Rui Esteves et al. · indexed
48. Predicting the monitoring/reading of communications on a smartphone among young drivers using an extended theory of planned behaviour · 2020 · Murphy, Georgia et al. · archived
49. Electronic Device Use: A Review of the Literature on Addictive Behaviors [Traffic Tech] · 2023 · NHTSA · archived
50. Highway Deceleration Lane Safety: Effects of Real-Time Coaching Programs on Driving Behavior · 2021 · Orsini, Federico et al. · archived
51. Contribution of traffic behavior surveys for monitoring safety performance indicators in Germany: Case of mobile phone use while driving ↗ · 2022 · Kröling, Sophie et al. · indexed
52. Safe Driving Using Mobile Phones · 2012 · Fazeen, Mohamed et al. · archived
53. Driver Behavior Monitoring Based on Smartphone Sensor Data and Machine Learning Methods ↗ · 2019 · Lindow, Friedrich et al. · indexed
54. Teen Driver Cell Phone Blocker · 2012 · Benden, Mark et al. · archived
55. Une évaluation empirique de la nouvelle tarification de l’assurance automobile (1992) au Québec · 2009 · Dionne, Georges et al. · archived
56. A Framework for Combining Lateral and Longitudinal Acceleration to Assess Driving Styles Using Unsupervised Approach · 2023 · Zhu, Yuanfang et al. · archived
57. Learning-based methods for spatial road safety analysis using in-vehicle telematics data: A systematic review ↗ · 2026 · Paradiso, Simone et al. · indexed
58. Insurance Discounts: Traffic Safety Tips · 1996 · NHTSA · archived
59. Comparative Study and Evaluation of SCRAM Use, Recidivism Rates, and Characteristics [Traffic Tech] · 2015 · NHTSA · archived
60. EnableATIS Strategy Assessment · 2014 · Adler, Jeff et al. · archived
61. iBehavior—a preliminary proof of concept study of a smartphone-based tool for the assessment of behavior change in neurodevelopmental disabilities · 2023 · Dakopolos, Andrew et al. · archived
62. iBehavior - A Smartphone-Based Ecological Momentary Assessment Tool for the Assessment of Behavior Change in Neurodevelopmental Disorders · 2023 · Dakopolos, Andrew et al. · archived
63. Behavioral monitoring of public transport users through a mobile communication system ↗ · 2001 · Asakura, Yasuo et al. · indexed
64. Low-cost UAV as a Source of Image Data for Detection of Land Cover Changes · 2019 · Sedlák, Pavel et al. · archived
65. Control of Charging of Electric Vehicles Through Menu-Based Pricing · 2018 · Ghosh, Arnob et al. · archived