Kevin Cho
Kevin Cho, CPA | Finance ยท Data ยท Automation
Building retirement, portfolio, tax-aware, and market-deployment decision tools.
๐Ÿ“Š Monte Carlo ๐Ÿ’ผ Portfolio ๐Ÿงพ Tax-aware ๐Ÿค– ML Context ๐Ÿ“„ Reports
โœจ New to retirement planning?
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No Monte Carlo. No tax optimizer. Just a fast starting point.
Retirement + portfolio decision platform

Retirement & Portfolio Decision Report for serious DIY investors.

Data by Kevin helps you stress-test retirement timing, portfolio volatility, tax-aware withdrawals, cash reserve tradeoffs, Monte Carlo downside risk, and market-deployment context โ€” then turn your assumptions into a personalized planning report.

Not just one retirement number. The report explains what is driving the result โ€” spending, inflation, portfolio volatility, withdrawal order, cash reserve, or market conditions โ€” and what scenario to test next.
Retirement simulation dashboard preview
โ—Ž
Retirement Readiness Base case, stress case, and risk range
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Portfolio Risk Return, volatility, and downside pressure
TX
Tax-Aware Withdrawals Taxable, TFSA, and RRSP/RRIF sequencing
ML
Market Context CDC signals with ML-supported validation
Build notes and insights

Latest writing

Building a Smarter Retirement Planner - Monte Carlo Simulation
Building a Smarter Retirement Planner - Monte Carlo Simulation

From fixed returns to real-life uncertainty โ€” how I built a flexible, risk-aware tool for better financial planning

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Leasing Budget Automation
Leasing Budget Automation

Why I built leasing budget/forecast pipeline - reducing turnaround time from 3 weeks to 10 minutes

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