def analytics_kernel(econ, logistics, energy, sentiment, lag): projected_price = ( econ["price_index"] * (1 + (1 - sentiment["market_confidence"]) * 0.1) ) return { "lag_days": lag, "projected_price": round(projected_price, 2), "volatility": round(0.02 * lag, 3) }