investlogic.io

Our Methodology

The scientific foundation behind our investment approach. Based on Nobel Prize-winning research and decades of academic evidence.

At investlogic.io, our investment philosophy is built on decades of academic research and proven principles from Nobel Prize-winning economists. We believe that every investor deserves access to transparent, science-based portfolio strategies—without complexity or jargon.

Our approach combines the mathematical rigor of Modern Portfolio Theory with the practical insights of behavioral finance, resulting in portfolios that are both theoretically sound and practically implementable.

Academic Foundation

Nobel Prize-Winning Research

Harry Markowitz

1952

Modern Portfolio Theory

Nobel Prize in Economics (1990)

Demonstrated how to mathematically optimize portfolio risk and return through diversification. Introduced the efficient frontier concept.

Key Insight: Don't put all your eggs in one basket - mathematical proof that diversification reduces risk.

William Sharpe

1964

Capital Asset Pricing Model (CAPM)

Nobel Prize in Economics (1990)

Established the relationship between systematic risk and expected return. Created the Sharpe ratio for risk-adjusted performance measurement.

Key Insight: Higher returns require taking higher systematic risk - but smart diversification can eliminate unnecessary risk.

Eugene Fama

1970

Efficient Market Hypothesis

Nobel Prize in Economics (2013)

Showed that markets efficiently incorporate all available information, making consistent outperformance extremely difficult.

Key Insight: Markets are hard to beat consistently - focus on low-cost, broad diversification instead of stock picking.

Burton Malkiel

1973

Random Walk Theory

Princeton Professor, Author

Popularized the concept that stock prices follow a random walk, making market timing and stock selection unreliable for most investors.

Key Insight: A blindfolded monkey throwing darts can select stocks as well as most professionals.

Why Academic Research Matters

Academic research provides the foundation for evidence-based investing. Unlike market predictions or hot tips, academic research is peer-reviewed, tested across decades of data, and based on mathematical principles rather than speculation. This gives you confidence that your investment strategy is built on solid ground, not the latest trend.

Our Methodology

Our 4-Step Process

1

Risk Assessment

We evaluate your risk tolerance, time horizon, and financial goals through a scientific questionnaire.

Time horizon analysis (1-30+ years)
Risk capacity measurement
Behavioral risk profiling
Financial goals alignment
2

Asset Class Selection

Based on academic research, we select optimal asset classes for your risk profile.

Historical correlation analysis
Expected return modeling
Volatility assessment
Diversification benefits calculation
3

Portfolio Optimization

Using mathematical optimization, we determine the ideal allocation for maximum risk-adjusted returns.

Mean-variance optimization
Efficient frontier analysis
Sharpe ratio maximization
Constraint-based optimization
4

Implementation Guidance

We provide specific, actionable recommendations for implementing a portfolio.

Low-cost ETF recommendations
Rebalancing strategies
15 year projections
Performance monitoring

Core Principles

Evidence-Based Investing

Every recommendation is backed by peer-reviewed academic research and decades of market data.

Use of factor-based investing research
Historical backtesting validation
Peer-reviewed journal citations
Institutional best practices

Cost Minimization

High fees are the enemy of long-term returns. We focus on low-cost, efficient implementation.

Index fund preference
Expense ratio optimization
High market cap products
Minimal trading costs

Long-Term Focus

Short-term market noise is ignored in favor of long-term wealth building strategies.

Multi-decade projections
Compound growth emphasis
Behavioral coaching included
Market timing avoidance

Risk Management

Risk is managed through diversification, not eliminated - appropriate risk taking is essential for growth.

Multi-asset diversification
Geographic diversification
Sector diversification
Risk budgeting

Mathematical Foundation

Efficient Frontier

E(Rp) = Σ(wi × E(Ri))

The mathematical boundary representing optimal risk-return combinations. No portfolio can offer higher returns for the same risk level.

Real-World Application: Helps determine the best possible portfolio for your risk tolerance.

Sharpe Ratio

S = (Rp - Rf) / σp

Measures risk-adjusted returns by comparing excess return to volatility. Higher ratios indicate better risk-adjusted performance.

Real-World Application: Allows comparison of different portfolios on a risk-adjusted basis.

Correlation Coefficient

ρ = Cov(Ra,Rb) / (σa × σb)

Measures how assets move together. Lower correlations provide better diversification benefits.

Real-World Application: Guides asset selection to maximize diversification benefits.

Beta

β = Cov(Ra,Rm) / Var(Rm)

Measures systematic risk relative to the market. Beta of 1.0 means the asset moves with the market.

Real-World Application: Helps understand how volatile your portfolio will be relative to the overall market.

Why Mathematics Matters

Mathematical models remove emotion and bias from investment decisions. While markets can be unpredictable in the short term, mathematical principles like diversification and risk-return optimization have proven reliable over long periods. Our algorithms apply these time-tested formulas to create portfolios optimized for your specific situation.

Privacy & Security

Client-Side Processing

All calculations are performed directly in your browser. No personal or financial data is ever transmitted to our servers.

✓ No data collection • ✓ No cookies • ✓ No tracking

Instant Results

Advanced algorithms provide immediate portfolio recommendations based on your inputs, with no waiting or registration required.

✓ Real-time analysis • ✓ No signup required • ✓ Immediate access

Our Privacy Commitment

We believe privacy is a fundamental right. That's why we've designed our platform to work entirely in your browser, ensuring your financial information never leaves your device. This approach gives you the analysis you need while maintaining complete confidentiality.

Ready to Apply This Methodology?

Experience how Nobel Prize-winning research can optimize your investment strategy. Start with our free risk assessment and get your personalized portfolio in minutes.

Important Disclaimer

All information and model portfolios are for educational purposes only and do not constitute investment advice. Past performance does not guarantee future results. The academic research cited represents historical analysis and may not predict future market behavior. Please consult a qualified financial advisor before making investment decisions.