A framework for forecasting company earnings and comparing those forecasts with analysts’ consensus estimates—the typical market expectation. It uses both economy-to-company forecasts and company-level analysis, including standardized earnings surprises and estimate changes.
A guide to Eastmoney, a free Chinese financial-data service, and the tools that access it without a login token. It covers market flows, company disclosures, news, financial statements, stock screening, and Chinese A-share and Hong Kong markets, with some US company filings from SEC EDGAR.
SEC EDGAR filing analysis — 10-K, 10-Q, 8-K, proxy statements, insider Form 4. Extract key financials, risk factors, management discussion, and generate investment signals from US public company filings.
Elliott Wave Theory signal engine. Detects swing points through Zigzag, matches 5-wave impulse and 3-wave corrective structures, validates them with Fibonacci wave relationships, and generates trend-top / correction-complete signals. Pure in-house pandas implementation.
A framework for evaluating exchange-traded funds (ETFs), which are funds bought and sold on a stock exchange. It covers product selection, fees, how closely an ETF follows its index, trading liquidity, strategy use, and quantitative portfolio construction, especially for China.
Event-driven strategy based on sentiment-scored signals from news, announcements, and macro events. The LLM acts as the NLP engine, and event data follows a CSV schema.
Factor research framework with IC/IR analysis, quantile backtesting, and factor combination. Suitable for cross-sectional factor evaluation across multiple instruments.
A framework for reading a company's three main financial statements: the income statement, balance sheet, and cash-flow statement. It examines how the statements fit together, the quality of profits, profitability drivers, and warning signs of possible financial manipulation.
A framework for evaluating mutual funds, private funds, and ETFs using returns, risk, investment style, manager decisions, and portfolio fit. It includes measures such as the Sharpe ratio, which compares returns with risk, and FOF construction, meaning a portfolio made from other funds.
Fundamental factor screening — filter stocks by PE/PB/ROE, financial statement fields, and other metrics for value or growth selection. Supports A-shares (via tushare extrafields or fundamentalfields) and HK/US stocks (via yfinance Ticker info).
Geopolitical risk analysis: quantify crisis signals, identify precursors, and build event-driven strategies for war, sanctions, and supply disruption scenarios.
Global macro analysis framework (central bank policy transmission / FX forecasting / geopolitical risk / capital flows), used to build macro factor signals that drive cross-asset allocation.
Harmonic Patterns signal engine. Identifies XABCD five-point structures such as Gartley/Bat/Butterfly/Crab based on Fibonacci geometry, and generates trading signals in the PRZ (Potential Reversal Zone).
Ichimoku Kinko Hyo five-line system signal engine. A standalone Japanese technical-analysis school that generates trading signals from Tenkan/Kijun crossovers, cloud position, and Chikou confirmation. Pure pandas implementation.
Liquidation level analysis and heatmap interpretation — identify leveraged position concentration, liquidation cascades, stop-hunt zones, and use liquidation data as support/resistance signals.
Macroeconomic cycle positioning and central-bank policy interpretation, including GDP/CPI/PMI/rates/FX analysis, with output in the form of major-asset allocation tilts.
Deep management assessment — the 'buying a stock is buying a person' layer. For a company or a named executive, evaluate integrity (promise-vs-delivery tracking, crisis behavior, stakeholder treatment), ability (strategic foresight, execution, capital-allocation record) and governance (equity structure, compensation…
Minute-level data analysis and backtesting. Retrieves minute candlesticks through OKX/Tushare/yfinance and can be used both for analysis and as input to the backtest engine.