Lifestyle Improvement System Behavior Stage Classification
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Solution Overview
Problem
The challenge lies in effectively raising the stage of behavior change for both users receiving and providing lifestyle improvement support, particularly in cases where the supported user and the supporting user are at different stages of behavior change, leading to motivation issues and difficulty in sustaining lifestyle improvements.
Innovation Solution
A lifestyle improvement system that evaluates the stages of behavior change for both users, classifies them into groups, extracts behaviors that affect transition to higher stages, and notifies users with relevant behavior information to enhance their stages of behavior change.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Adaptability or versatility
If the supported user and supporting user are at different stages of behavior change, then the system can provide tailored support, but motivation issues arise and difficulty in sustaining lifestyle improvements occurs
Solution Approach 1:
The system continuously monitors and evaluates the behavior change stages of both supported and supporting users, providing feedback loops that allow the system to adapt support strategies based on real-time progress. This enables tailored support while maintaining motivation through dynamic adjustment of intervention strategies based on observed behavior change trajectories.
Solution Approach 2:
The system dynamically adjusts support strategies based on the relative stages of behavior change between supported and supporting users. When users are at different stages, the system modifies its approach to maintain engagement and motivation, transforming static support protocols into adaptive, context-responsive interventions that sustain lifestyle improvement over time.
2Adaptability or versatility
If the system provides comprehensive behavior change evaluation and classification, then targeted support can be provided, but system complexity increases
Solution Approach 1:
The system divides the complex behavior change process into discrete, manageable stages or categories. By segmenting the continuous behavior change trajectory into distinct phases, the system can provide targeted support without requiring overly complex evaluation mechanisms, making the system more manageable while maintaining adaptability.
Solution Approach 2:
The system utilizes measurable parameters and indicators to assess behavior change stages, transforming complex behavioral assessments into quantifiable metrics. This parameterization approach enables targeted support through straightforward threshold-based classification, reducing system complexity while maintaining the ability to provide adaptive, personalized interventions.
Data Source
AI summary
A lifestyle improvement system includes: an obtainer that obtains a plurality of first stages of behavior change by evaluating a stage of behavior change of each of a plurality of first users; a classifier that classifies the plurality of first users into a plurality of groups according to the plurality of first stages of behavior change, grouping users evaluated to be in similar stages of behavior change together; an extractor that obtains one or more first behaviors of each of one or more second users belonging to a first group among the plurality of groups, and extracts, from among the one or more first behaviors obtained, a second behavior that affects transition to a higher stage of behavior change; and a notifier that notifies one or more third users currently belonging to the first group among the one or more second users with behavior information indicating the second behavior.