Strong Buy Watchlist
The highest-ranked research candidates that currently display the strongest combination of qualifying technical and quantitative factors.
QUANTITATIVE STOCK RANKING
What Are Quantitative Stock Rankings?
Quantitative stock rankings compare a group of eligible stocks using the same defined rules and market measures, then order the candidates so investors can focus their research on the strongest current setups. The advantage is consistency: every stock is evaluated through the same framework instead of being judged by a different narrative or opinion.
AlphaEngine™ applies that approach to U.S. equities using factors such as trend, momentum, relative strength, technical quality, liquidity, volatility, expected upside and risk/reward. The resulting weekly rankings are research outputs, not guarantees that the highest-ranked stock will produce the best future return.
For the broader methodology behind turning market data into comparable measures, scores, filters and research signals, read our quantitative stock analysis guide.
QUANTITATIVE OPPORTUNITY DISCOVERY
What Is the AlphaEngine™ Quantitative Stock Picker?
AlphaEngine™ is a rules-based quantitative stock picker designed to narrow a broad stock universe into a more focused group of candidates for further research. Rather than waiting for a user to enter a ticker, AlphaEngine™ evaluates eligible stocks, applies quantitative qualification rules and ranks the strongest opportunities under the platform's current methodology.
The engine considers factors such as technical quality, trend structure, momentum, relative strength, liquidity, volatility, expected upside and risk/reward. Stocks that do not meet required conditions are filtered out rather than forced into a positive ranking.
FREE REGISTERED ACCESS
What Does Registration Provide?
Free registration provides secure access to the current AlphaEngine™ dashboard and its ranked research outputs.
Buy Watchlist
Qualified opportunities with constructive technical characteristics that meet AlphaEngine™ research thresholds but rank below the highest-conviction group.
Weekly Top 5
A focused group of leading ranked candidates selected for closer monitoring and additional investor research.
Expected Upside
A research estimate showing the potential distance between the current market price and the engine's calculated technical target.
Risk/Reward Research
Entry, target and stop levels help users evaluate the relationship between potential upside and defined downside within the technical setup.
Technical Context
Supporting indicators and quantitative measures help explain why a stock qualified for inclusion and how its current setup is being evaluated.
HOW THE ENGINE WORKS
How AlphaEngine™ Builds Quantitative Stock Rankings
1
Universe Screening
AlphaEngine™ begins with an eligible stock universe and applies requirements related to security type, price, liquidity and tradability.
2
Quantitative Evaluation
Qualified stocks are evaluated using trend structure, momentum, relative strength, volatility and other technical measures.
3
Trade-Quality Filtering
Potential opportunities are reviewed against expected-upside and risk/reward requirements before they can advance in the ranking process.
4
Ranking and Classification
Stocks that satisfy the required conditions are ranked and organized into research groups such as the Strong Buy Watchlist, Buy Watchlist and Weekly Top 5.
These stages are one applied ranking workflow. The broader principles behind systematic measurement, normalization, scoring, validation and risk controls are covered in our guide to quantitative stock analysis.
LEARN THE CONCEPTS BEHIND THE RANKINGS
Understand What AlphaEngine™ Is Measuring
AlphaEngine™ can tell you which stocks survive its quantitative filters and how they rank. StockScreen.art Learning explains the market concepts underneath those outputs so you can understand what terms such as screening, relative strength, confirmation, risk/reward and position sizing actually mean.
The Foundation Path is free to read and designed to connect the mechanics of markets with the research tools used across StockScreen.art. Start with the full path, or jump directly to the concept you want to unpack.
SCREENING
How Stock Screening Works
Learn how broad universes are filtered into smaller research lists using consistent qualification rules.
RELATIVE STRENGTH
Understanding Relative Strength
See why a stock's performance versus the market or its peers can matter as much as its absolute return.
CONFIRMATION
Volume, Breakouts and Confirmation
Understand how participation and volume can strengthen—or weaken—the case behind a price move.
TRADE PLANNING
Risk/Reward and Position Planning
Connect entries, targets and invalidation levels to the risk/reward measurements shown in StockScreen.art research.
PORTFOLIO RISK
Position Sizing
Learn why a promising setup and an appropriate position size are two different decisions.
MARKET CONTEXT
Economic Cycles and Market Regimes
Explore how changing economic and market environments can alter the backdrop surrounding individual stock setups.
RESEARCH BEHIND QUANTITATIVE SELECTION
Go Deeper Into Stock Ranking and AI Research
AlphaEngine™ focuses on quantitative stock rankings: consistently screening, qualifying and ordering research candidates. For the broader analytical framework that sits beneath systematic screening, scoring and ranking, start with our quantitative stock analysis guide. StockScreen.art Labs then explores adjacent questions such as where AI stock picking helps or fails, how machine-learning ranking models are validated, and how changing market regimes can affect the context surrounding a ranking.
AI STOCK PICKING
AI Stock Picker: Strengths and Weaknesses
Learn where AI can improve stock research, where it can fail, and why data quality and validation matter.
ML RANKING
Machine Learning Stock Ranking
See how historical cohorts, chronological validation, calibration and promotion gates support a stock-ranking model.
ML SELECTION
Machine Learning Stock Selection
Explore the Python research stack around point-in-time data, leakage controls, reproducibility and financial ML experiments.
MARKET CONTEXT
AI Market Regime Analysis
Read how adaptive market context, regime detection and risk calibration can add context to stock-ranking signals.
TWO DIFFERENT RESEARCH ENGINES
AlphaEngine™ vs. MarketEngine™
StockScreen.art uses two complementary research engines. They solve different parts of the investment-research process.
INDIVIDUAL STOCK RESEARCH
MarketEngine™
MarketEngine™ is StockScreen.art's real-time technical research engine for individual stock analysis.
- You choose the stock to analyze.
- The engine evaluates the current technical setup.
- Research includes technical quality and trade-level context.
- Designed for deeper evaluation of a specific ticker.
OPPORTUNITY DISCOVERY
AlphaEngine™
AlphaEngine™ is StockScreen.art's proprietary weekly quantitative stock-ranking engine.
- The engine evaluates a broader eligible stock universe.
- Stocks must pass quantitative qualification requirements.
- Qualified candidates are ranked and organized into watchlists.
- Designed to help users discover stocks for further research.
WHY REGISTRATION IS REQUIRED
Secure Access to Current Weekly Research
Registration allows StockScreen.art to provide secure access to the current AlphaEngine™ dashboard, manage authentication and protect the integrity of registered-user research features.
Currently Free
AlphaEngine™ access is currently available through free StockScreen.art registration.
No Brokerage Connection
StockScreen.art does not require access to your brokerage account or trading credentials.
No Payment Card Required
Current AlphaEngine™ registration does not require payment-card information.
Registration does not create an investment-advisory relationship and does not provide personalized financial advice.
RULES-BASED RESEARCH
Quantitative Rankings, Not Guaranteed Predictions
AlphaEngine™ uses a rules-based quantitative stock-ranking process rather than subjective analyst opinions. Its research considers multiple technical and market factors together instead of relying on a single indicator, helping the stock picker compare eligible candidates on a consistent basis.
A high ranking does not guarantee that a stock will rise. Market conditions, company-specific events, volatility and price behaviour can change quickly. Rankings should therefore be used as research inputs that help investors focus their attention and conduct further analysis.
StockScreen.art is continuing to expand its methodology documentation and performance-tracking framework to provide greater transparency into how its research tools evaluate opportunities over time. Readers who want the methodology outside the AlphaEngine™ product context can review how quantitative stock analysis works.
RESPONSIBLE USE
Research Tools for Self-Directed Investors
AlphaEngine™ provides general educational and investment-research information. It does not consider an individual user's financial circumstances, investment objectives, tax position, portfolio holdings or risk tolerance.
AlphaEngine™ rankings, watchlists, targets, confidence measures and other research outputs are not personalized investment advice and should not be treated as guarantees of future performance. All investing involves risk, including the possible loss of principal.
COMMON QUESTIONS
AlphaEngine™ FAQ
What are quantitative stock rankings?
Quantitative stock rankings compare eligible stocks using the same defined rules and market measures so candidates can be ordered consistently for further research. AlphaEngine™ ranks U.S. stocks using factors including trend, momentum, relative strength, technical quality, expected upside and risk/reward.
What is AlphaEngine™?
AlphaEngine™ is StockScreen.art's weekly quantitative stock-ranking engine and rules-based stock picker. It evaluates and ranks eligible stocks using technical and market criteria to help self-directed investors identify research-worthy opportunities.
Is AlphaEngine™ free to access?
Yes. AlphaEngine™ access is currently available through free StockScreen.art registration. No brokerage account, brokerage credentials or payment-card information are required for current access.
How is AlphaEngine™ different from MarketEngine™?
MarketEngine™ analyzes an individual stock selected by the user. AlphaEngine™ screens and ranks a broader eligible stock universe to identify and organize research candidates.
Does AlphaEngine™ provide personalized investment advice?
No. AlphaEngine™ provides general educational and investment-research information. Its rankings do not consider your personal financial circumstances, objectives or risk tolerance.
ACCESS ALPHAENGINE™
View the Latest Quantitative Stock Rankings
Create a free StockScreen.art registration to access the current AlphaEngine™ dashboard, including ranked research candidates, watchlists and the Weekly Top 5.
Free registration. Research and educational use only.