Markov Analyzer
Assess next-week probabilities, expected run length, and reward stats (horizon: k=2 weeks).
How the Markov model works here
A Markov Chain simplifies weekly price action into states—Down, Neutral, Up—and learns the probability of moving from one to the next. It’s “memoryless”: the next step depends on the current state, not distant history.
We present: Prob. Up Next Week (one-week transition), Prob. Up ≤ k (at least one Up in the next k
weeks), Expected Run (typical state duration), and Reward Stats (average weekly returns by state/transition).
Higher Up probabilities / longer Up runs = constructive. Persistent negative rewards or Down bias = caution. Educational only – not financial advice.
- No results yet.
Move the slider to see probabilities within 1–8 weeks.
DPST - Direxion Daily Regional Banks Bull 3X Shares ETF-US
Metric | Value |
---|---|
Current State | Neutral |
Prob. Up Next Week | 0.08 |
Prob. Up ≤ 2 | 0.13 |
Expected Run (Current) | 6.77 |
Expected Run (Up) | 4.0 |
P20 / P80 Bands | -0.293 / 0.278 |
Quick Read
Plain-English Interpretation
Current regime: Neutral.
Short-term odds do not favour an Up move yet. Current regime is usually short-lived. If/when it flips Up, rallies often carry for several weeks. Average weekly return while Up is positive - constructive when the regime turns. Down regime carries negative drift - avoid knife-catching. Typical weekly range sits between -0.293 and 0.278 (20th–80th pct).
Reward Stats (avg % return)
State | Avg Return | Samples |
---|---|---|
0 | -0.045 | 29 |
1 | 0.012 | 85 |
2 | 0.024 | 29 |
Transition | Avg Return | Samples |
---|---|---|
0->0 | -0.046 | 24 |
0->1 | -0.040 | 5 |
1->0 | 0.035 | 5 |
1->1 | 0.021 | 74 |
1->2 | -0.118 | 6 |
2->1 | -0.002 | 6 |
2->2 | 0.031 | 23 |
Reading the metrics
- Prob. Up Next Week — one-step transition. Higher values are constructive.
- Prob. Up ≤ k — chance of at least one Up in the next
k
weeks. - Expected Run — typical duration of current state; longer Up runs support trends.
- P20 / P80 — typical weekly range for risk sizing.
- Reward Stats — average weekly returns by state/transition; negatives flag caution.
Legend
Accents appear where metrics indicate strength or risk.