Data by Kevin Retirement · Portfolio · Decision Tools

Free Preview Sample Report How It Works

Kevin Cho, CPA | Finance · Data · Automation

Building retirement, portfolio, tax-aware, and market-deployment decision tools.

📊 Monte Carlo 💼 Portfolio 🧾 Tax-aware 🤖 ML Context 📄 Reports

✨ New to retirement planning?

Start with a 2-minute quick check.

Answer a few simple questions and get an instant educational snapshot before reading the full report.

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No Monte Carlo. No tax optimizer. Just a fast starting point.

Retirement + portfolio decision platform

A Canadian retirement calculator is not enough. Build a personalized decision report.

Data by Kevin helps Canadian DIY investors stress-test retirement timing, portfolio volatility, tax-aware withdrawals, cash reserve tradeoffs, Monte Carlo downside risk, CPP/OAS assumptions, and market-deployment context — then turn those assumptions into a personalized retirement and portfolio planning report.

Not just one retirement number. The report explains what is driving the result — spending, inflation, portfolio volatility, withdrawal order, cash reserve, or market conditions — and what scenario to test next.

Instead of showing one smooth projection, this retirement planning tool helps you understand the moving parts behind the result: retirement age, savings, spending, inflation, portfolio return, portfolio volatility, cash reserve, and withdrawal order across RRSP, TFSA, and taxable accounts.

📄 View Sample Report → Sample Report Learn More → See how the report works before entering your assumptions.

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Retirement Readiness Base case, stress case, and risk range

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Portfolio Risk Return, volatility, and downside pressure

Tax-Aware Withdrawals Taxable, TFSA, and RRSP/RRIF sequencing

Market Context CDC signals with ML-supported validation

What the report helps you understand

A guided decision report, powered by a deeper planning engine.

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Monte Carlo Retirement Risk

See how your plan behaves across many possible market paths, including downside outcomes, depletion risk, and sequence-of-return pressure.

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Portfolio Lab Connection

Connect portfolio return and volatility assumptions to retirement outcomes instead of treating portfolio risk as a separate decision.

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Cash Deployment Context

Add market context using CDC signals and ML-supported validation to help frame cash deployment conditions as part of the broader retirement and portfolio report.

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Generated retirement report output preview

Sample Report PDF Watermarked demonstration report with retirement, portfolio, cash reserve, and tax-aware sections.

Public sample report

See the finished report before entering your own assumptions.

The sample report shows the output format: executive summary, base projection, Monte Carlo range, portfolio risk interpretation, cash reserve tradeoff, sensitivity priorities, and tax-aware withdrawal observations.

Retirement readiness Monte Carlo risk Portfolio volatility Cash reserve tradeoff Tax-aware withdrawals CDC / ML context

View Sample Report → Start Free Preview

Demonstration only. Uses hypothetical assumptions. Not individualized financial, investment, tax, legal, or retirement advice.

Build notes and insights

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