Find The Alpha — Systematic Portfolio Research

Insights

Quantitative investing concepts explained in plain language — with numbers, not hype.

Getting Started

Core investing ideas and why systematic investing matters.

Why retail investors can now compete with hedge funds

How hedging, signal-driven trading, and leverage on low-volatility returns built the hedge fund playbook — and why AI finally puts it within reach.

12 min read →

FreeSPYdrawdowns

Why buying SPY alone is not enough

The drawdowns nobody talks about, why leverage on SPY leads to liquidation, and why diversification and automation matter.

12 min read →

FreeinflationAI

Why retail investors need to learn how to manage money

Inflation, wars, COVID, money printing, illiquid real estate, and noisy markets make blind bets dangerous. Retail investors need AI-assisted, historically tested money processes.

12 min read →

Signals & Market Effects

Market patterns such as momentum, reversal, seasonality, and concentration.

ProSMCSPY

Smart Money Concepts on SPY: a rule-based test

A clean daily SPY test of fair value gaps, structure breaks, liquidity sweeps, and premium/discount zones found weak and unstable evidence of a tradable SMC edge.

12 min read →

Promomentum12-1

Systematic momentum: what to look at

Cross-sectional evidence that 12–1 momentum predicts relative winners, cumulative winner-minus-loser returns, and when the signal fades.

10 min read →

Proreversalmicrostructure

Short-term reversal: real but hard to trade

Daily returns correlate negatively with the next day — we show it in the data — and why harvesting reversal needs fast infrastructure and optimized execution.

9 min read →

Proseasonalitysector ETFs

US sector seasonality (XL ETFs)

Unconditional calendar effects in the 11 Select Sector SPDRs — November and April are strong, September is weak, and turn-of-month windows beat the middle.

11 min read →

Risk & Portfolio Construction

How risk models, neutrality, diversification, and leverage shape real portfolios.

Prodiversificationsectors

Why diversification kills momentum

Momentum winners cluster in the same sectors and industries — so sector-neutral and factor-neutral risk models fight the signal, not just the risk.

10 min read →

Prosectorsrisk model

Sector risk: the noise hedge funds remove

Sectors explain 12–15% of individual stock return variance each month — and far more during macro shocks. Here is why neutralizing this dimension sharpens signals and enables leverage.

10 min read →

Company Fundamentals

How to assess the quality, health, valuation, and management of individual companies.

Freefundamentalsquality

How to assess company quality

A beginner-friendly checklist for judging a company: valuation, growth, profitability, balance-sheet health, shareholder returns, and management.

9 min read →

Provaluationcash flow

Company quality step 1: valuation

How to think about price versus value, why cheap can be dangerous, and why great companies can still be bad investments at the wrong price.

8 min read →

Progrowthrevenue

Company quality step 2: growth

How to separate healthy growth from low-quality growth by looking at revenue, earnings, cash flow, expectations, and sustainability.

8 min read →

Proprofitabilitymargins

Company quality step 3: profitability

Why margins, returns on capital, cash conversion, and industry context matter when judging whether a business is truly high quality.

8 min read →

Probalance sheetdebt

Company quality step 4: financial health

How to read balance-sheet risk, debt, cash flow coverage, and refinancing pressure before a business problem becomes a survival problem.

8 min read →

Prodividendsbuybacks

Company quality step 5: shareholder returns

How dividends, buybacks, acquisitions, reinvestment, and management incentives reveal whether capital is being used wisely.

8 min read →

Market Structure

Liquidity, trading frictions, and constraints that shape what investors can actually trade.

Freeliquiditymarket impact

The retail liquidity edge over hedge funds

Why institutions are forced into crowded large-cap trades — and how small account sizes let retail capture alpha in markets hedge funds cannot touch.

11 min read →

Broker Implementation

How to load target positions, export watchlists, and automate trading workflows across online brokers.

Freesystematicquant process

How to build a systematic strategy

A beginner-friendly map of the quant workflow: collect data, engineer features, validate the model, build the portfolio, and keep the process honest.

11 min read →

Prodatapoint-in-time

Systematic strategy step 1: data collection

Why clean, point-in-time data matters more than model complexity, and how universe selection shapes every strategy decision that follows.

9 min read →

Profeaturessignals

Systematic strategy step 2: feature engineering

How raw data becomes tradable signals: momentum, reversal, volatility, liquidity, fundamentals, normalization, and horizon choices.

10 min read →

Profitvalidation

Systematic strategy step 3: fit and validation

How to test whether signals predict returns without overfitting, leaking future information, or mistaking a lucky backtest for an edge.

10 min read →

Proportfoliooptimization

Systematic strategy step 4: portfolio optimization

How forecasts become position sizes, and why risk, costs, turnover, liquidity, sector exposure, and leverage determine whether a signal is tradable.

10 min read →

UltraAICursor

My first quant strategy with AI

An end-to-end beginner blueprint for building a first US equity systematic strategy with Cursor, market data, simple EMA features, rolling beta fits, optimization, a regime-aware risk layer, metrics, and automation.

15 min read →

ProbrokersCSV

How to turn target positions into broker trades

A practical guide to exporting target weights, building broker-ready trade files, automating safely, and reconciling positions after execution.

10 min read →

ProIBKRInteractive Brokers

How to load positions in Interactive Brokers

How to use target-weight CSVs and IBKR basket templates to stage trades, review quantities, and avoid turning portfolio targets into blind orders.

9 min read →

ProIBKRAPI

How to automate trading with Interactive Brokers

A safety-first workflow for using IBKR paper trading, APIs, target weights, pre-trade checks, limit orders, fill monitoring, and reconciliation.

11 min read →

ProSchwabbroker

How to load positions in Charles Schwab

How Schwab users can turn target-weight files into watchlists, trade sheets, and API-aware execution workflows with conservative safety checks.

8 min read →

ProFidelitybroker

How to load positions in Fidelity

A manual-first workflow for Fidelity users: export target weights, convert them into share quantities, enter orders carefully, and reconcile positions.

8 min read →

ProE*TRADEbroker

How to load positions in E*TRADE

How to use target-position files with E*TRADE, when to explore official API access, and how to stage orders without skipping reconciliation.

8 min read →

ProRobinhoodbroker

How to load positions in Robinhood

A careful manual workflow for Robinhood users, with warnings about unofficial automation and the limits of simple app-based execution.

8 min read →

ProTrading 212broker

How to load positions in Trading 212

How UK and European investors can use target weights, watchlists, pies, fractional shares, and API-aware workflows in Trading 212.

8 min read →

ProSaxoOpenAPI

How to load positions in Saxo

How Saxo users can map website target weights into broker instruments, manage currency and exchange complexity, and approach OpenAPI automation safely.

8 min read →

Continue exploring

US and EU portfolios →Retail vs hedge funds →Why not just SPY →The liquidity edge →Systematic momentum →Short-term reversal →Diversification vs momentum →US sector seasonality →Glossary →