Projects

Work, written up properly

Each project is a case study: the problem, the constraints, the approach, what shipped, and what I'd improve. Filter by category, or view the set through the lens of a specific role.

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Showing 10 of 10 projects

Data ProductsAnalyticsData ScienceAI
Equity Gap Calculator
Independent public project, informed by institutional research practice
A live, public web application that implements the California Community Colleges Chancellor's Office PPG-1 methodology, helping practitioners identify student groups succeeding at lower rates than their peers. It handles student-level and pre-aggregated data, statistical thresholds, insufficient-data cases, and gap-closing estimates, with both simple and technical result modes.
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AutomationBusiness AnalysisAnalytics
PSLO Automation System
Institutional research, California community college
A Python pipeline that collects and structures program learning-outcome information from 300+ program websites and generates 300+ formatted Excel workbooks. It replaced roughly two months of manual copy-paste effort and removed the anticipated need for temporary staffing.
program websites processed
300+ program websites processed
Excel workbooks generated
300+ Excel workbooks generated
manual effort saved
~2 months manual effort saved
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AutomationAnalyticsData ScienceIntegration
Certificate Eligibility Discovery Pipeline
Retention research, Coastline College
Scraped 500+ public program and course pages with Python and R, structured the certificate requirements, joined them against student records with SQL, and applied business-rule matching. The pipeline identified 200+ potentially eligible students and fed an operational outreach effort.
public pages scraped
500+ public pages scraped
eligible students identified
200+ eligible students identified
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Data ScienceAnalytics
Student Success & Retention Modeling
Retention research, Coastline College
Built interpretable logistic-regression models to support student success and outreach work. The model reached ROC AUC ≈ 0.719 and held ROC AUC ≈ 0.679 on outreach validation, reported with limitations rather than as a magic score.
ROC AUC
0.719 ROC AUC (interpretable model)
ROC AUC
0.679 ROC AUC (outreach validation)
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AutomationAnalyticsBusiness AnalysisIntegration
Customer Success Technology Operations
Tebra / Kareo · healthcare technology
At Tebra (and previously Kareo), owned the reporting and operations tooling a CS org runs on: Snowflake SQL for customer-success metrics, Salesforce and Gainsight administration, and Jira Service Desk automation, including a ticket state machine that replaced a manual customer-outreach process with automated send, close, and reopen logic, plus a pre-payment data-quality checklist.
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Data ProductsData ScienceAutomationAI
AI Infrastructure Research Desk
Personal project · AI infrastructure research
An end-to-end research platform built solo. Python collectors ingest Reddit, StockTwits, SEC EDGAR filings, and market data; interpretable engines score signals 0–100; and a SQLite model maps how the AI buildout ripples across semiconductors, power, networking, memory, and space. The whole desk ships in two registers: a jargon-dense Full Desk and a plain-English Soft Mode that makes investing research less intimidating for newcomers.
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IntegrationAutomationBusiness Analysis
DoD Tuition Assistance XML Pipeline
Institutional data workflow, California community college
An annual data requirement for military tuition assistance: mapping ~1,600 courses to a required XML schema, transforming and validating the data, and getting the submission right. Errors here have compliance consequences for the institution and access consequences for students.
courses per annual cycle
~1,600 courses per annual cycle
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AnalyticsBusiness Analysis
Online Program / ACCJC Analysis
Institutional research, California community college
Analyzed two years of course and program data to determine which programs crossed the online-course threshold that triggers institutional review. The analysis identified approximately 70 programs and gave accreditation stakeholders a defensible, documented answer.
programs identified for review
~70 programs identified for review
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BIAnalytics
Zero Cost Textbook Dashboard
Institutional research, Orange Coast College
A Power BI dashboard spanning four academic years of zero-cost-textbook course data, with a proper data model underneath and a stakeholder-friendly surface on top for tracking institutional progress on course material affordability.
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BIAnalytics
Time to Completion Dashboard
Institutional research, Orange Coast College
A dashboard translating student completion timelines into a form leadership and program stakeholders can interrogate, designed around the questions people actually ask in program review rather than the shape of the source tables.
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