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Latest articles

Social Media Sentiment Toolkit: Getting Started

A practical starter toolkit for extracting social media sentiment from financial chatter using accessible APIs, scoring rules, and validation against price.

#sentiment#positioning

SMC Multi-Timeframe POI Filtering: From 200 Candidates to 3 A+ Setups

A repeatable filtering workflow to rank Points of Interest across timeframes, removing noise and isolating only HTF-aligned entries worth risking capital on.

#smart-money-concepts#smc

SMC Failure Modes and the Overcomplication Trap

Identify the most common SMC failure modes, from terminology overload to phantom zones, and learn the minimum viable framework that actually produces real edge.

#smart-money-concepts#smc

Short-Term vs Long-Term Capital Gains Tax Rules Every Trader Must Know

Compare US short-term and long-term capital gains tax rates, holding period thresholds, and the NIIT surtax to keep more of your trading profits.

#taxes#compliance

Session Volume Profile for Intraday Trading

Session Volume Profile applied intraday uses the developing POC and value area to read open types, time entries, and manage trades as value forms in real time.

#market-profile#volume-profile

When Sentiment Indicators Fail: Divergence Signals

Sentiment indicators fail in trending regimes, but those failures and divergences between sentiment and price carry their own actionable reversal signals.

#sentiment#positioning

Self-Attribution Bias and Systematic Trading Errors

Stop crediting wins to skill and losses to luck; use blind review, pre-mortems, and variance isolation to find systematic errors in your trading.

#behavioral-finance#psychology

Sector Rotation: The Merrill Lynch Investment Clock

Apply the Merrill Lynch investment clock to sector rotation across the four economic phases — bond, equity, commodity, and cash phases — with sector tilts per stage.

#fundamentals#macro

Sector ETF Trading: XLK, XLE, XLF Rhythm and Rotation

Trade sector ETFs XLK, XLE, and XLF with relative-strength rotation, sector-specific catalysts, and the rhythm of when each leads and lags in the cycle.

#stocks#etf

Section 1256 Contracts: The 60/40 Tax Advantage for Futures Traders

Discover how Section 1256 contracts give futures and broad-based index options a 60% long-term, 40% short-term blended rate and year-end MTM treatment.

#taxes#compliance

Market Seasonality: Sell in May, the Santa Rally, and the January Effect

Quantify calendar effects in equities — the November-April best six months, the Santa rally, and the January effect — and use them as tactical tilts.

#market-cycles#market-phases

Seasonality: Month-End and Quarter-End Effects

Trade the month-end and quarter-end calendar effects with rebalancing flows, window dressing, and statistical edge windows backed by data.

#strategies#systems