Research framework / Version 3.4
HOW STOCKLY
READS THE MARKET.
Reported financials and market observations become comparable, explainable signals designed to be inspected—not treated as a black box.
Data standardization
Normalize fiscal calendars, restatements, corporate actions and sector-specific accounting differences before calculating metrics.
Quality
Assess profitability, capital efficiency, balance-sheet resilience and earnings consistency against industry peers.
Value
Compare multiples and cash-flow yields with company history, sector peers and expected growth.
Growth
Measure revenue, earnings and cash-flow trajectories alongside forward consensus revisions.
Momentum and risk
Use price persistence, volatility, drawdown behavior and liquidity to provide market context.
Composite score
Combine percentile-ranked factors with sector-aware weights so no single factor determines the assessment.
