SVI 203 · Tier 200 — Intermediate — Inference & Modeling · 2 credits
Technical Indicators: A Statistical Audit
RSI, MACD and Bollinger Bands on trial: what they actually compute, why their predictive claims fail honest statistical testing, and the statistical tools that do each job properly.
Prerequisites
Learning Objectives
- State precisely what RSI computes and show it is a bounded transformation of past returns, containing no information the return series does not already hold.
- Show that MACD is a difference of two exponential moving averages — a lagging band-pass filter of price with no predictive content of its own.
- Explain why Bollinger Bands' apparent probability statement (±2σ ≈ 95%) is invalid for non-stationary, fat-tailed, volatility-clustered price data.