The Hallelujah Spot Silver Forecast: 12-Jan - 06 Feb 26
Below, the is day-by-day quantile forecast table to serve as a guide for your investing:
SILVER FORECAST PROBABILITY CALCULATIONS
1. Monte Carlo Simulation Setup
We run 1,000 simulations of silver price over 20 business days.
Each simulation:
- Starts from the last observed price
- Uses ARIMA model for expected return
- Uses GARCH model for volatility
- Adds random shocks (Student-t distributed)
- Generates 20 daily prices
Result: 1,000 different possible price paths
2. "Hit Any Day" Probability
Question: What is the probability silver reaches or exceeds a target price at ANY point during the 20 days?
Steps:
- For each of 1,000 simulations, check all 20 days
- If ANY day reaches the target → count as success
- Divide successes by 1,000 and multiply by 100
Formula: (Number of simulations hitting target at least once / 1,000) × 100
Example: Target = $80
- 914 simulations reached $80 on at least one day
- Probability = 914 ÷ 1,000 = 91.4%
Python code: np.mean(np.any(price_paths >= 80, axis=1)) * 100
3. "Close Above Day 20" Probability
Question: What is the probability silver closes above a target price specifically on Day 20?
Steps:
- For each of 1,000 simulations, look ONLY at the Day 20 price
- If Day 20 price ≥ target → count as success
- Divide successes by 1,000 and multiply by 100
Formula: (Number of simulations closing above target on Day 20 / 1,000) × 100
Example: Target = $80
- 610 simulations closed above $80 on Day 20
- Probability = 610 ÷ 1,000 = 61.0%
Python code: np.mean(price_paths[:, -1] >= 80) * 100
4. Key Difference
Hit Any Day:
- Checks all 20 days in each simulation
- Only needs to touch target once
- Higher probability (more opportunities)
Close Above Day 20:
- Checks only the final day (Day 20)
- Must end above target
- Lower probability (single checkpoint)
5. Concrete Example
Simulation 1: $79 → $81 → $80 → ... → $78
- Hit $80 any day? YES (touched on Day 2)
- Close above $80 on Day 20? NO (ended at $78)
Simulation 2: $79 → $79 → $78 → ... → $82
- Hit $80 any day? YES (reached on Day 20)
- Close above $80 on Day 20? YES (ended at $82)
Simulation 3: $79 → $78 → $77 → ... → $76
- Hit $80 any day? NO (never reached)
- Close above $80 on Day 20? NO (ended at $76)
6. Why It Matters
Hit Any Day tells you: "Will I get a chance to sell at this price?"
Close Above Day 20 tells you: "Will the price still be high at the end of the period?"
Example: Price can spike to $85 on Day 5 but fall to $75 by Day 20.
- Hit Any Day for $80 = YES
- Close Above Day 20 for $80 = NO
This is why Hit Any Day probabilities are always higher than Close Above Day 20 probabilities.


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