Certifications & Advanced Training
AI Data & Design Coursework Cornell University AI & Machine Learning Certificate Program (2022–2023) (Completed rigorous coursework in Python programming, machine learning, artificial intelligence, and large language models (LLMs). Focused on applying modern AI tools ethically in high-impact environments.) AI Governance & Risk FrameworksDeveloping robust ethical and operational guidelines for AI systems. Ethical AI & Algorithm OversightEnsuring responsible and unbiased AI development and deployment. Prompt Engineering & Model EvaluationOptimizing AI performance through advanced prompt design and rigorous model assessment. AI/ML & Risk Modeling Tools Anaconda / Jupyter – Python environment for modeling and experimentation TensorFlow/PyTorch - Deep learning libraries Intelligence Platforms, Analytics FAA (Implemented)Conducted strategic evaluation of Palantir Foundry’s capabilities to determine its fit for NAS operations — including cross-agency interoperability, risk modeling, and aviation safety requirements. Palantir Foundry / GothamData integration, modeling, and decision intelligence (+others) AnalyticsTableau / Tableau Gov – Dashboards, visual analytics (+others) Workflow (Low Code/No Code) Responsible for governing cross-agency automation systems (Appian, ServiceNow) to enable mission-aligned data flow and decision visibility. (FAA) Responsible for operationalizing AI/ML model governance with UiPath, Appian, Alteryx, ensuring traceability, accuracy, and safety of predictive tools. (FAA) Appian – Low-code process automation (aerospace engineering + data flow). ServiceNow – use and integration of IT and enterprise operations platforms. UiPath – Robotic Process Automation (RPA) (Approval of AI/ML Use Cases). Alteryx – Data prep and analytics automation (governance and application of safety related data). Cloud & Big Data Platforms Amazon Web Services (AWS GovCloud) – Secure cloud infrastructure Microsoft Azure Government – Compliance-first federal cloud, ChatBot Development, Reviewed AI/ML Use Cases Snowflake – Data warehouse and sharing platform Databricks – Unified analytics and ML for big data Federal Training U.S. DOT Applied Data Science Fellowship (Data Scientist)Selected by the CIO Council to represent federal innovators in cross-agency data modernization. U.S. Dept. of State (DOS)Disinformation & Information Systems Studied the intersection of information systems, misinformation, and national security policy. Department of Homeland Security (DHS)Cybersecurity, Threat Analysis & Emergency ManagementCybersecurity, Dark Arts, Theat Hunting, Emergency Management Naval Postgraduate School, (NPS)Hazmat Safety & Counterintelligence Explored investigative techniques, hazardous materials risk mitigation, and security protocol development. Science & Engineering Biochemistry, Forensics & Material ScienceForensic science, DNA analysis, fiber/chemical identification, and biochemistry research including cancer. Nanotechnology & Polymer ChemistryAdvanced study in material sciences with a focus on molecular structure and biomedical applications. Laboratory Investigation & Scientific WritingHands-on laboratory experience in chemistry and biology, emphasizing rigorous research reporting. Psychology, Ethics & Behavior Personality Theory & PsychopathologyFocuses on understanding maladaptive behavior and foundational cognitive frameworks. Neuroscience & Healthcare EthicsExplores brain function and decision-making processes within complex healthcare systems. Nutrition & Human DevelopmentFoundational knowledge in health sciences and comprehensive physiological systems. Global & Legal Contexts Middle Eastern Studies & International Labor LawProvides cross-cultural and geopolitical insights vital for effective policy design and risk analysis. Surveillance Law & Privacy (Stanford University)In-depth legal and ethical analysis of surveillance systems in modern governance. Business Math & Economic LogicApplies quantitative reasoning for strategic decision-making and systems modeling. Communication & Media Foundations National Radio Producer & Syndicated HostProduced and hosted two nationally syndicated radio shows. Journalism & Linguistic StudiesAcademic focus on language, narrative and ancient cultures - explored how communication systems shape societal frameworks, inspiring a lifelong pursuit of systems analysis and meaningful technology.
Krystel ensures AI solutions enhance human capability rather than replace human judgment.
Humanizing Artificial Intelligence
Standard AI Approach Emphasizes technical precision over human insight. Krystel’s Dynamic Approach Values system thinking and purpose-driven design. 🔻Metrics-Driven → Output-Oriented 🔻In ActionFocuses on measurable performance outcomes, often prioritizes efficiency and productivity over ethical or emotional implications. 🔻What It Can Result InLeads to lack of empathy & perception, where human needs become secondary to quantifiable results. 🔹 Thoughtful Vision → Purpose-Driven 🔹In ActionAligns technology with long term human goals by anticipating impact and designing with intent. 🔹What It Can Result InBrings clarity and wisdom elevating future facing innovation rooted in responsibility. Inspire others towards a vision and aligns with mission principles. 🔻Narrow Expertise → Domain-Limited 🔻In Action Operates within isolated technical domains, missing interdisciplinary context and systemic ripple effects. 🔻What It Can Result InProduces blind spots in design, equity, and long-term viability due to fragmented perspective. 🔹Trusted Advisor → Translates Value 🔹In ActionBridges policy, tech, and people through ethical leadership and systems thinking across disciplines. 🔹What It Can Result InEnables complex problem-solving with collaboration, compassion and strategic alignment. 🔻Algorithm-Focused → Model-Centric 🔻In Action Prioritizes refining algorithms and models, often at the expense of human values culture and a broader societal dynamic.🔻What It Can Result In Reinforces optimization over ethics, diminishing space for reflection inclusion, and adaptability. 🔹 Human Focused → People at The Core 🔹In Action Ground solutions in real-world lived experience ensuring tech serves communities not in the reverse. 🔹What It Can Result In Builds resilient equitable systems by honoring dignity, voice, and societal benefit.
Krystel doesn't just ask "Can we build it?" she asks -'"Should we build it? Will it work in our environment? And how do we govern it responsibly?"
Krystel doesn't just implement AI—she architects responsible ecosystems that align with mission-critical goals, uphold ethical standards, and drive operational excellence.