WarehouseGame Dataset: Behavioral Telemetry from Gamified Logistics Training

The WarehouseGame Dataset is a publicly available behavioral telemetry dataset collected from participants interacting with WarehouseGame Training, a Unity-based serious game designed for logistics and warehouse operator training. The dataset contains information from 67 participants who completed a sequence of warehouse order-picking challenges with progressively increasing difficulty levels. The training environment incorporates realistic warehouse operations and gamification mechanisms, including points, levels, badges, leaderboards, and progression feedback. The dataset combines multiple data dimensions: Participant demographics Prior experience and self-perception measures Gamification condition indicators Performance outcomes Behavioral telemetry Help usage metrics Challenge completion statistics Post-training perception measures The published dataset contains 93 variables and includes detailed telemetry regarding task duration, picking operations, failures, help requests, challenge completion, and gamification outcomes. The primary purpose of the dataset is to support research in: Learning Analytics Serious Games Gamification User Modelling Adaptive Learning Systems Human-Computer Interaction Logistics Training Behavioral Telemetry The dataset has been fully anonymized prior to publication. Original participant names were removed and replaced by synthetic participant identifiers. No personally identifiable information is included in the public release. Researchers may use this dataset to investigate behavioral patterns, user profiling, challenge progression, gamification effects, adaptive learning approaches, and data-driven warehouse training methodologies. Related Publication The WarehouseGame Training platform and its adaptive AI extension are described in: Romero Marras, J. J., De la Torre, L., & Chaos García, D. (2025). WarehouseGame Training: A Gamified Logistics Training Platform Integrating ChatGPT, DeepSeek, and Grok for Adaptive Learning. Applied Sciences, 15(12), 6392. DOI: 10.3390/app15126392 Dataset Contents warehousegame_dataset_public.csv WarehouseGame_DataDictionary_v2.xlsx README.md LICENSE CITATION.cff License Creative Commons Attribution 4.0 International (CC BY 4.0).