I find the story in the spreadsheet.
I’m a senior at UW–Madison studying Data Science and Economics. I’ve always been drawn to work that makes a real difference, which is how I found my way to where real estate, finance and AI meet. I like simple tools that help people decide with more confidence.
Selected work.
- Sunrise Senior LivingA multi-agent platform that ranks 241 senior living communities by capital need.
Asset Strategy
- Portfolio Rankings
- Admin
Portfolio Rankings
Where capital investment is most needed, and where it has the most room for impact.
75–100
Highest priority
50–74
Moderate
25–49
Lower
0–24
Recently invested
Active communities
241
Portfolios
20+
Historical CapEx
$943.6M
Annual CapEx ranked
$150–160M
# Community Composite Asset need Fin. & growth Market 1 Community APortfolio 07 91 94 82 88 2 Community BPortfolio 02 86 79 90 84 3 Community CPortfolio 11 81 88 70 76 4 Community DPortfolio 04 77 71 83 72 5 Community EPortfolio 07 72 76 61 74 - TAMMulti-agent underwriting workflows that turn raw property data into acquisition models.Analyst WorkspaceCompany A ▾Quarterly ▾Adjusted ▾New analysisExport pack
Executive Overview
Last refresh 9/14/2026, 4:12 PM
$128.4M
8.8× Adj. EBITDA
Revenue (LTM)
$64.2Mvs last run +3.8%
Reported EBITDA (LTM)
$13.9Mvs last run +2.1%
Adjusted EBITDA (LTM)
$14.6Mvs last run +3.4%
Adjustments % of EBITDA
5.0%Greenvs last run +0.4ppt
Avg. NWC (LTM)
$0.8Mvs last run +1.6%
EBITDA → OCF conversion
52%Ambervs last run +2ppt
Revenue growth YoY / QoQ
5.1% / 4.2%vs last run +0.9ppt
Overall deal risk
4.2 / 10Ambervs last run −0.3
Revenue & Adjusted EBITDA trend
Adjusted EBITDA bridge
- KHC HousingAcquisition and development models that helped secure $3.2M in construction financing.KHC Housing — Development ModelBase case
Residential units
72
Location
Mumbai
Total project cost
$5.4M
Construction financing
$3.2M
Capital stack$5.4M totalConstruction financing · $3.2MOther sources · $2.2MQuarterly net cash flow
Scenario IRR NPV Margin Downside 13.1% $0.4M 14% Base 18.6% $0.9M 21% Upside 23.4% $1.4M 27% IRR sensitivity · sale price vs. build cost
−5% costBase+5% cost+5% price22.9%21.0%19.2%Base20.4%18.6%16.8%−5% price17.8%16.1%14.3%AssumptionsCash flowDCFScenariosTerm sheet - Research Data AnalystA RAG pipeline that extracts gene information from 500+ research papers, with sources.
Progress
- ✓Search
- ✓Pull & screen
- ▸Review
- ✓Saved
Send feedback3. Review
To review (8)Accepted (4)Rejected (8)All (20)› How the criteria workPMID PDF Why Title Year Review 4090… PDF VF✓ Gene✓ Orig✓ Eco✓ Colonization factors in a squid–vibrio symbiosisOkafor L et al. 2025 Undecided 4124… PDF VF✓ Gene✓ Orig✓ Eco✓ Strain-level host responses to symbiont originLindqvist A et al. 2025 Undecided 4146… PDF VF✓ Gene✓ Orig✓ Eco✓ Transposon screens across V. fischeri isolatesMoreau P et al. 2025 Undecided 4077… VF✓ Gene✓ Orig✓ Eco✓ A dual-colour reporter for symbiont gene expressionHaddad R et al. 2025 Undecided 4153… VF✗ Gene✗ Orig✓ Eco✓ Developmental responses of a host to ocean warmingTanaka S et al. 2025 Undecided - California HousingA time-series look at California housing and a policy brief on the supply gap.
House prices since 1975
% change, FHFA all-transactions house price index
How I think.
A percentage divided by something close to zero will say whatever it likes. Before I trust a ratio, I look at the raw dollars underneath it.
Most analysis gets easier once the data has the right grain. Turning one row per project into one row per community is what made the whole CapEx comparison possible.
A score nobody can argue with is a score nobody will use. Every ranking I build comes with the reasons behind it.
When a model summarizes 500 papers, the useful part is knowing which paper said what. If I can’t trace a fact back, I don’t ship it.
A senior living community is somebody’s home. The spreadsheet is a way of taking care of it, not the point.
The changelog.
11 entries shown
- In Praise of a Little Friction Essay on Substack
- Sunrise Senior Living, Asset ManagementBuilt a CapEx prioritization platform across 241 communities
- Three multifamily acquisitions, Project DestinedReal estate private equity program; pitched to industry executives
- Mandel Lab, UW–Madison, as Data AnalystRAG pipeline over 500+ research papers
- Badger Book ClubPresident; 20+ members and a five-person board in the first semester
- TAMMulti-agent underwriting for acquisition due diligence
- BadgerYogis as Social ChairOutdoor flows, yoga-and-journaling nights, midterm stress relief
- California housing analysisZillow + FHFA time series and a policy brief
- A Substack Essays on people, connection and culture
- KHC Housing Company, MumbaiModels behind $3.2M in construction financing
- UW–MadisonB.S. Data Science and Economics, class of 2027
Notes on people.
Essays on people, connection and the places we share, on Substack. About Substack analyticsMonthly views, as of the previous site. views a month. Read more ↗
- In Praise of a Little FrictionWhat if inconvenience isn’t a flaw to eliminate, but a feature worth keeping?
- On meeting new peopleIf every person reflects a version of me — which one’s the real me?
- Who Needs a Couch When You Have Company?And the people I met just once.
- The Secret Side of Joy No One Talks AboutFeeling everything at once, and feeling nothing.
The short version.
I study Data Science and Economics at UW–Madison. The work I like best starts with a messy spreadsheet and a question someone keeps asking, and ends with a number people can actually use.
Most of that work has been in real estate: underwriting multifamily deals, modeling a 72-unit project in Mumbai, and this summer ranking capital needs across a senior living portfolio. Around that, I built the monthly financial review decks property owners saw, turning occupancy, NOI and labor trends into a few clear takeaways, and owned a series of analyses that fed real decisions: rebuilding a flow-through view that was telling the wrong story, sizing the downside when new competitors move in, matching communities to pricing strategies, and turning a 60-page management agreement into a tracker an asset manager could use.
Outside of class I run a book club, plan events for a yoga club, and write essays on Substack about people and the places we share.
Education
University of Wisconsin–MadisonB.S. Data Science and Economics · Aug 2024 – May 2027
Modeling
Financial modelingReal estate underwritingDCF & IRRForecastingBudgetingMarket analysisExcel (advanced)
Code
Python (pandas, NumPy, Matplotlib)SQLPostgreSQLGit
AI
LangChainAgentic AIRAGAmazon Bedrock
Reporting
Power BIPower QueryTableauPowerPoint
Coursework
Real Estate FinanceAI in Real EstateReal Estate Excel ModelingFinancial AccountingMachine LearningSQL DatabasesProbability & StatisticsLinear AlgebraAdvanced Micro & Macro Theory
Certificates
Wall Street Prep — Real Estate Financial ModelingCS50 — Databases with SQLPython — 20 Real-World Applications & AI AgentsMicrosoft Power PlatformMicrosoft Excel (with Honors)
Clubs
Badger Book Club — PresidentBadgerYogis — Social ChairReal Estate ClubRho Epsilon IotaCS NESTProduct Management ClubEconomics Student Association
Off the clock
Certified yoga teacherStrength trainingBadmintonCooking new recipesWriting on Substack