The Geoscience Application (Geoscience App) was developed to address the lack of resources in undergraduate education for micropaleontology, that is the study of microfossils used to understand past environments and aid in oil and gas exploration. Traditionally, training for micropaleontology requires specialized equipment, such as microscopes and fossil materials, instructor feedback, and significant time. Geoscience App was developed to overcome these hurdles by providing accessible and engaging activities for learning this topic. Such features include videos, step-by-step exercises, interactive mini-games, and real-time feedback, enabling independent learning while offering instructors tools to manage and track progress. For this study, we introduced the Geoscience App to high school students during an outreach program, i.e., [REDACTED]. We collected data on various aspects of students' outcomes, such as students' outcomes in different activities and their perceptions about their engagement with activities. Students expressed their sentiments towards applying and learning micropaleontology concepts within their perceptions. In this paper, we investigated how [REDACTED] participants' engagement with the application affected their perception of the subject, answering the research question: What aspects of students' learning outcomes from the Geoscience App activities shaped their attitudes and sentiments toward studying micropaleontology? Data analysis based on the results of Spearman’s correlation and XGBoost's feature importance values showed that the total average score of all activities influenced the students' sentiments towards micropaleontology. The results of this study are novel and timely as they provide information on the effectiveness of the Geoscience App from the perspectives of high school students. Also, the results guided towards the improvements that could be included in such applications for better student engagement and interest.
The full paper will be available to logged in and registered conference attendees once the conference starts on June 22, 2025, and to all visitors after the conference ends on June 25, 2025