Projects
32 projects spanning data science, ETL engineering, curriculum design, and applied research.
Educational Data Insights Engine (EDIE)
Deep learning model (v2) analyzing student and teacher performance data. Multi-modal architecture analyzing longitudinal academic, behavioral, and demographic signals to support intervention targeting.
View Project ↗BERT-Based NLP: Populist Rhetoric in Social Media
Fine-tuned BERT-base model for multi-class populist rhetoric detection in social media discourse — corpus EDA, domain-adapted transfer learning, error analysis, and evidence-based media literacy policy recommendations. Full classification pipeline from raw text to deployment-ready inference.
View Project ↗Automated Essay Scoring System
Guide and implementation for AES — NLP pipeline scoring student essays on rubric-aligned dimensions, with calibration against human raters.
View Project ↗Emotion Analysis from Twitter Messages
End-to-end NLP pipeline: EDA, feature engineering, multi-class emotion classifier, model evaluation, and recommendations for social-media monitoring use cases.
View Project ↗Osteoporosis Risk Prediction
EDA and classification model for osteoporosis risk prediction. Feature importance analysis, class imbalance handling, threshold optimization for clinical sensitivity.
View Project ↗Predicting Exam Performance Model
Regression and classification pipeline predicting student exam performance from behavioral and demographic features. Includes cross-validation, SHAP explanations, and intervention targeting recommendations.
View Project ↗Predictive Analytics for Advertising Spend Optimization
Business intelligence tool using regression-based predictive modeling to optimize ad spend allocation across channels. Includes ROI simulation and budget recommendation engine.
View Project ↗World Education Data: EDA Exemplar
Exploratory data analysis of global education indicators — literacy rates, enrollment ratios, funding correlations. Demonstrates EDA methodology and data visualization.
View Project ↗Mentoring Program Data Simulation
Synthetic data simulation of a mentoring program — models student progression, intervention touchpoints, and outcome distributions to enable analytics development without exposing real student data.
View Project ↗Containerized Multimodal Deep Learning for Geospatial AI
Rapid prototyping framework for containerized multimodal deep learning solutions for geospatial AI applications — demonstrates infrastructure-as-code for ML deployment.
View PDF ↗DeansList Behavior Management Automation Demo
Google Sheets automation for DeansList behavior data — automated weekly performance reports, flag logic, and export pipeline using Google Apps Script. Deployed in production at Kairos Academies.
View PDF ↗NWEA MAP Growth Analyzer Demo
Excel/Sheets tool for analyzing NWEA MAP Growth scores — RIT score trends, growth percentile tracking, goal-setting projections, and intervention priority flagging for teachers and coaches.
View PDF ↗Data Lineage & Metadata Management
End-to-end data lineage tracking system — captures field-level provenance, transformation history, and schema evolution across 15+ sources in a multi-source ETL pipeline. Enables audit-ready data governance.
View Project ↗Data Warehouse Loading & Transformation
Reference implementation of warehouse ETL techniques — SCD Type 2 slowly-changing dimension tracking, partition-aware incremental loads, idempotent write semantics, and schema migration handling. Demonstrates the core data reliability techniques applied in the Education Analytics Platform's multi-source pipeline.
View Project ↗Data Warehouse Optimization & Analytics
Performance optimization techniques for analytical workloads — query plan analysis, index strategy, materialized views, partition pruning, and DuckDB OLAP acceleration over Parquet files.
View Project ↗Real-Time Data Streaming & Analysis
Streaming data ingestion and analysis pipeline — event-driven architecture for near-real-time analytics, including windowed aggregations, late-arrival handling, and downstream alert triggering.
View Project ↗CORE Model Learning Framework & Lesson Plan Template
A structured instructional framework (Connect, Observe, Reason, Express) with NGSS-aligned lesson plan templates. Designed for reproducible, data-informed instruction across grade levels and science domains.
View PDF ↗Classroom Teaching: Results Verification & Visualizations
Data-driven presentation of classroom outcomes — assessment score distributions, growth trajectories, intervention impact, and NGSS proficiency rates. 16% MAP growth improvement documented. Includes cross-curricular lesson samples across ELA and Social Studies.
Data-Driven Learning: Air Pollution & Respiratory Health
Phenomenon-driven NGSS unit integrating real EPA air quality data into science instruction. Students analyze, model, and present findings — "Curriculum as Code" approach with embedded data literacy.
View PDF ↗Meta-Analysis: Smartphone Bans in K-12 Education
Systematic meta-analysis of research on smartphone policies in schools — effect size synthesis, moderator analysis, policy recommendation framework. Demonstrates research methodology and educational policy reasoning.
View PDF ↗Professional Development: Technology & Data Analytics Integration
Full PD workshop design for integrating data analytics tools across curriculum areas — teacher-facing, NGSS-aligned, with embedded formative checks and cross-curricular collaboration protocols.
View PDF ↗PD Program: Cultural Competence (Blended Format)
Blended synchronous/asynchronous professional development program on cultural competence for K-12 educators — grounded in equity frameworks, with evaluation rubrics and participant outcome tracking.
View PDF ↗E-Learning Course: Environmental Sustainability
Designed an inclusive, WCAG-accessible asynchronous e-learning course on environmental sustainability — implemented UDL principles with diverse means of representation, engagement, and expression built in from the ground up.
View PDF ↗Digital Wellbeing in K-12: Evidence-Based Approach
Research synthesis and intervention framework for fostering healthy technology habits in K-12 — behavioral science grounding, school-wide implementation plan, and family engagement component.
View PDF ↗Advancing Educational Equity through Community Schools
Research brief examining how community school models address out-of-school factors in St. Louis — synthesizes wraparound service data, attendance correlations, and equity-centered implementation recommendations for urban districts.
View PDF ↗Policy Brief: Elevating Educational Excellence in St. Louis
Policy brief proposing a plan to improve youth outcomes in St. Louis — data-backed recommendations spanning early literacy, teacher retention, family engagement, and cross-sector partnerships.
View PDF ↗Case Study: Automating Weekly Performance Reports
Google Apps Script automation replacing a manual, multi-hour weekly reporting process — programmatic data aggregation, formatting, and distribution. Documented with before/after time analysis and maintainability assessment.
View PDF ↗Case Study: Strategic Issue Tracking System
Google Apps Script system replacing a reactive, ad-hoc compliance workflow for a 50+ member mentoring team — programmatic pattern detection, tiered escalation routing, and manual review gates that created a structured, fully auditable record of every intervention response.
View PDF ↗PACE Plan: Enhancing Mentoring Program Effectiveness
Full PACE (Plan, Act, Check, Evaluate) improvement cycle applied to a school mentoring program — data-informed goal setting, action steps, progress monitoring cadence, and outcome evaluation framework.
View PDF ↗Project Plan: Kubernetes Data Infrastructure for Education
Detailed project plan for a Kubernetes-based data infrastructure ecosystem for educational decision-making — scope, WBS, resource plan, risk register, and deployment strategy for a containerized analytics platform.
View PDF ↗Project Plan: Learning Management System Development
Full-lifecycle project plan for LMS development — stakeholder analysis, functional requirements, phased delivery milestones, integration architecture, and change management strategy for a K-12 institution.
View PDF ↗Project Plan: Populist Rhetoric Research
Research project management plan for the BERT-based populist rhetoric study — sprint structure, data collection protocol, model development milestones, publication timeline, and IRB compliance considerations.
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