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Markov Analyzer

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

AAPW Roundhill AAPL WeeklyPay 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)
-0.37 / 0.26 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.

AAPW - Roundhill AAPL WeeklyPay ETF ETF-US

MetricValue
Current State Up
Prob. Up Next Week0.714
Prob. Up ≤ 20.547
Expected Run (Current)3.5
Expected Run (Up)3.5
P20 / P80 Bands-0.374 / 0.256

Quick Read

Prob. Up Next Week
0.714
Prob. Up ≤ k
0.547
Expected Run (Current)
3.500
Expected Run (Up)
3.500
Avg Return in Up (wk)
0.016
Avg Return in Neutral
-0.003
Avg Return in Down
0.031

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. Typical weekly range sits between -0.374 and 0.256 (20th–80th pct).

Reward Stats (avg % return)

StateAvg ReturnSamples
00.0315
1-0.00312
20.0164
TransitionAvg ReturnSamples
0->00.0223
0->10.0442
1->0-0.0712
1->10.0129
1->2-0.0061
2->20.0164
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.