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Markov Analyzer

Assess next-week probabilities, expected run length, and reward stats (horizon: k=2 weeks).

AAPY Kurv Yield Premium Strategy Apple ETF ETF-US

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.

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Markov Results
k = 2 Reset
Prob. Up Next Week
0.00
Neutral
Prob. Up ≤ k
0.00
At least one Up within k weeks
Expected Up Run (wks)
0.0
Typical
Down-state Reward (%/wk)
0.00
Benign
P20 / P80 (weekly)
-0.44 / 0.37 Range
Reward (Up %/wk)
Positive
Reward (Neutral %/wk)
Baseline
Expected Down Run (wks)
Risk
2

Move the slider to see probabilities within 1–8 weeks.

AAPY - Kurv Yield Premium Strategy Apple ETF ETF-US

MetricValue
Current State Up
Prob. Up Next Week0.722
Prob. Up ≤ 20.547
Expected Run (Current)3.6
Expected Run (Up)3.6
P20 / P80 Bands-0.44 / 0.372

Quick Read

Prob. Up Next Week
0.722
Prob. Up ≤ k
0.547
Expected Run (Current)
3.600
Expected Run (Up)
3.600
Avg Return in Up (wk)
0.009
Avg Return in Neutral
0.000
Avg Return in Down
-0.006

Plain-English Interpretation

Current regime: Up.

Short-term odds favour an Up move soon. When Up, this name tends to trend for multiple weeks - momentum can persist. 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 -0.440 and 0.372 (20th–80th pct).

Reward Stats (avg % return)

StateAvg ReturnSamples
0-0.00616
10.00046
20.00915
TransitionAvg ReturnSamples
0->0-0.00514
0->1-0.0102
1->0-0.0301
1->10.00041
1->20.0114
2->1-0.0023
2->20.01112
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
Positive Negative Neutral k = weeks ahead Probabilities Ranges (P20/P80)

Accents appear where metrics indicate strength or risk.