About Tatiana

Turning Research into Real-World Impact

Applying AI, data analysis, and usability expertise to deliver technology-driven solutions

I am a Ph.D. candidate in Informatics at Pennsylvania State, specializing in Human–AI collaboration, Human-Centered AI, AI ethics, and the Science of Science. My research examines how scholars adopt and trust AI technologies across the research lifecycle, with a focus on reproducibility, transparency, and credibility in computational tools. I have contributed to large-scale projects funded by DARPA and AFOSR, using mixed-methods approaches that combine the design of AI agents, parameter optimization, human–AI collaboration experiments, usability testing, interviews, surveys, and statistical analysis. Alongside this research, I bring practical expertise in data analysis and applied AI, with hands-on experience building AI-enabled tools that support decision-making, streamline workflows, and enhance operational efficiency. Skilled in Python, MATLAB, and statistical modeling, I have delivered interdisciplinary, data-driven insights that connect technical innovation with real-world impact. With significant teaching experience in data science, data privacy, logic, and machine learning, I am committed to advancing responsible AI, mentoring students, and fostering international collaborations that strengthen the integrity and openness of science.