Kevin Cho
Kevin Cho, CPA | Data ยท Finance ยท Automation
Financial simulations, forecasting, automation, and decision-support analytics.
๐Ÿ“ˆ Sim ๐Ÿค– Auto ๐Ÿ’ก Finance ๐Ÿงฉ Projects โœ Insights
Turning uncertainty into strategy

Financial tools and simulations for smarter retirement decisions.

Data by Kevin helps DIY investors stress-test retirement timing, portfolio volatility, Monte Carlo risk, cash reserve tradeoffs, and tax-aware withdrawal strategy.

Not just one retirement number. The report shows which decision is driving risk โ€” retirement timing, spending, portfolio volatility, cash reserve, or withdrawal order โ€” and what scenario to test next.
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Data-Driven Evidence over assumptions
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Built for Decisions Insights that drive outcomes
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Automation First Save time. Focus on what matters.
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Risk Aware Model uncertainty. Plan better.
Insights and build notes

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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