Market Forecasting System

Feature #30

Ensemble forecasting with 5 models for accurate price predictions

Current Market Data

Current Price

$155.60

24h Change

+3.2%

24h Volume

$8.4M

Volatility

32.0%

Multi-Timeframe Predictions

Predicted Price

$159.20

+2.31%

Lower Bound

$151.30

Upper Bound

$167.10

Confidence Level

73%

Key Factors

Moving Average
Trend Component

Range: $151.30 - $167.10

Spread: 9.9%

Implementation Highlights

Forecasting Models

  • • Linear Regression (25% weight)
  • • Moving Average (15% weight)
  • • Exponential Smoothing (20% weight)
  • • Volatility Adjusted (20% weight)
  • • Momentum Based (20% weight)

Technical Features

  • • Ensemble prediction with weighted averaging
  • • GARCH-like volatility forecasting
  • • RSI, MACD, Stochastic indicators
  • • Support/resistance level detection
  • • Time-series operations and analytics

SDK Location

src/lib/analytics/forecasting.ts
SDK #30 ✓