Sentience in Gaming Technology:- TentuPlay enables a personalized gaming experience for players- Currently developing a turn-based role-playing game with a theme of the climate crisis.

Sentience, Inc previously developed multi-touch attribution models for digital marketing analysis to help improving marketing ROI.Although we no longer provides the service for digital marketing analysis, the research and algorithms are included in TENTUPLAY's AI-generated psychographic personas.Existing marketing analytics overestimate the last click of the customer journey, making it difficult to operate an effective channel. Analyzing customer journey and measuring the contributions of each marketing channel DOUBLES your marketing ROI.To measure each marketing channel's contributions, we provided three different model approaches- Shapely Value, Hidden Markov Model, Network Topology - and enhanced marketing ROI.

Research analysis of medical intensive care unit data; developed warning score for septic shock; a study on the recognition of the patients with sepsis by SEP-2 and SEP-3 definitions

- Establish IT Quality Management System in Nonghyup Bank; HR process consulting- Process innovation consulting in Suhyup (National Federation of Fisheries Cooperatives); Define/innovate process and IT functional requirement for consignment sales, foreign trade, and lease- Project Management Office in IT System Integration of Nonghyup Bank

Research assistant at the Center of Logistics and Digital Strategy; developed NCFEDA, integration and analysis tool for foodborne threats in the United States based on FDA data and foodborne disease related facilities