Research & Insight

QuantByte blog

Insights on financial independence, building resilient side income, quantitative strategies, and disciplined routines.

Stock returns histogram showing yearly outcomes
InvestingReturnsRiskBondsStocks

Investment Returns and the Risk–Return Trade-Off

Why expected returns rise with risk, and how stocks, corporate bonds, and Treasuries largely line up with the theory.

Fiscal stimulus multiplier heatmap showing MPC and tax rate combinations.
Fiscal PolicyStimulusMacroEconomy

Why the Government Focuses on Low-Income Households to Stimulate the Economy

The fiscal multiplier explains why stimulus dollars stretch further when they reach low-income households, and why that edge fades as taxes and savings rise.

Fiscal dashboard chart showing U.S. spending, revenue, deficit, and GDP trends.
Fiscal PolicyDebtMacroEconomy

Government Spending, Debt, and the Fiscal Multiplier

A forensic look at the fiscal gap and shifting debt burdens that decide whether deficits still buy growth.

Macro cycle indicator dashboard with multiple economic series
MacroEconomyBusiness CycleIndicators

Indicators for Economic Cycles

A composite macro index highlights the economy’s upward drift, while standardized indicator z-scores reveal where we sit in the cycle.

Abstract curve illustrating an efficient frontier with highlighted points
Portfolio ManagementAllocationRisk/Return

Asset Allocation: Finding the Sweet Spot Between Risk and Return

Efficient frontiers, tangency portfolios, and Sharpe ratios show why good allocation aims for durable returns with restrained risk rather than heroic forecasts.

Stylized supply and demand curves intersecting to illustrate the equilibrium interest rate
MacroInterest RatesEconomics

Interest Rates: The Price of Moving Money Through Time

Interest rates emerge where savers pushing money into the future meet borrowers pulling money into the present, making them the market price of time itself.

Line chart of SPY price with rolling correlations against gold, real estate, and bonds
Portfolio ManagementCorrelationMacro

Contagion and the Illusion of Diversification

A 126-day rolling correlation study of SPY versus GLD, VNQ, and AGG shows how contagion has turned traditional hedges into simple equity beta since 2020.

Bull call spread payoff diagram rising to a capped plateau
OptionsIncomeSpreads

Bull Call Spreads: Low-Risk Income From Measured Rallies

A long bull call spread defines risk, sets a capped upside, and converts slow stair-step rallies into dependable option income.

Stacked area chart of BTC, ETH, and rest-of-market dominance
CryptoMarket CyclesDominance

Crypto Dominance Cycles: Why Bitcoin's Lead Rarely Lasts

Dominance charts show Bitcoin concentrating capital before every major rotation. Today's spike hints that market caps may soon converge again.

Historical inflation and real return curves
MacroInflationMarkets

Investor Reality Check: Inflation, Cycles, and Real Returns

Shiller's century-plus data shows why beating inflation and respecting stock-bond cycles is the only path to lasting wealth.

Long straddle payoff curve shaped like a wide V
OptionsVolatilityStrategies

Volatility Trigger: Riding Big Moves with a Long Straddle

When you expect a surge in volatility but not a specific direction, the long straddle turns price uncertainty into a defined-risk trade.

Financial growth chart overlaying a sunrise skyline
Personal FinanceRetirementCompounding

A Path to Financial Freedom: Compounding and Consistent Investing

Compounding, disciplined dollar-cost averaging, and a freedom calculator transform financial independence from theory into a concrete timeline.

Portfolio vs. Individual Asset Risk
Portfolio ManagementRiskDiversification

Why Asset Diversification Works: An Illustration and Simulation

Modern Portfolio Theory, simulation evidence, and decades of market history show how diversification protects compounding and lifts risk-adjusted returns.