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Markov Analyzer

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

HAS Hays plc LSE

How the Markov model works here

A Markov Chain simplifies weekly price action into statesโ€”Down, Neutral, Upโ€”and learns the probability of moving from one to the next. Itโ€™s โ€œmemorylessโ€: the next step depends on the current state, not distant history.

We present: Prob. Up Next Week (one-week transition), Prob. Up โ‰ค 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 โ€“ not financial advice.

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Markov Results
k = 2 Reset
Prob. Up Next Week
0.00
Neutral
Prob. Up โ‰ค 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)
-0.43 / 0.25 Range
Reward (Up %/wk)
Positive
Reward (Neutral %/wk)
Baseline
Expected Down Run (wks)
Risk
2

Move the slider to see probabilities within 1โ€“8 weeks.

HAS - Hays plc LSE

MetricValue
Current State Down
Prob. Up Next Week0.032
Prob. Up โ‰ค 20.058
Expected Run (Current)10.33
Expected Run (Up)5.33
P20 / P80 Bands-0.433 / 0.247

Quick Read

Prob. Up Next Week
0.032
Prob. Up โ‰ค k
0.058
Expected Run (Current)
10.330
Expected Run (Up)
5.330
Avg Return in Up (wk)
0.002
Avg Return in Neutral
-0.003
Avg Return in Down
0.000

Plain-English Interpretation

Current regime: Down.

Short-term odds do not favour an Up move yet. Downtrends here can linger; patience is key if waiting for a turn. If/when it flips Up, rallies often carry for several weeks. Typical weekly range sits between -0.433 and 0.247 (20thโ€“80th pct).

Reward Stats (avg % return)

StateAvg ReturnSamples
00.00028
1-0.00386
20.00229
TransitionAvg ReturnSamples
0->0-0.00327
0->10.0821
1->00.0062
1->1-0.00481
1->20.0123
2->1-0.0154
2->20.00525
Reading the metrics
  • Prob. Up Next Week โ€” one-step transition. Higher values are constructive.
  • Prob. Up โ‰ค k โ€” chance of at least one Up in the next k weeks.
  • Expected Run โ€” typical duration of current state; longer Up runs support trends.
  • P20 / P80 โ€” typical weekly range for risk sizing.
  • Reward Stats โ€” 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.