Pattern Intelligence · HKG

2231 quant read

The nearest historical setups point to downside risk rather than follow-through strength.

Next week 26.7%

Likely lower · avg analogue -3.74%

High conviction
Next 4 weeks 30.8%

Unclear · avg analogue +0.27%

Moderate conviction
Live chart evidence Chart evidence challenges the read

5 of the core evidence blocks are acting as headwinds.

Quant agreement Evidence not decisive

Evidence improves only if price stabilises and relative strength stops lagging.

Current weekly tape

Price, trend line, and fair value

Use this to anchor the probability read to the actual chart. A bearish analogue read is more serious when price is below trend or stretched above fair value.

Close
0.01
Trend Line
0.05
Fair value
0.52
Hover chart for weekly context.

Signal stack

What changed underneath price?

Each signal is standardized against its own recent history, so the lines show whether the current reading is unusually strong or weak for this stock.

Hover for standardized signal values.

Historical memory

Nearest 4-week analogue returns

Bars are the forward 4-week returns from the closest resolved examples, ordered by similarity. Red clustering is the warning sign.

Hover for analogue return and similarity rank.
Outcome frame

Range of outcomes from the nearest 4-week analogues

This is not a forecast range. It is the historical distribution of similar setups, translated into bear/base/bull context.

Bear case -22.31%

What weaker historical analogues tended to deliver.

Base analogue -9.42%

The middle outcome from the nearest resolved examples.

Bull case +6.02%

What stronger historical analogues tended to deliver.

Evidence stack

Why the model sees this setup

These are the current conditions feeding the analogue read. The point is not the number alone; it is whether the evidence agrees with the probability read.

Price vs Trend Line -67.15%

Price is below trend, which keeps pressure on the setup.

Price vs Fair Value -97.11%

Price is trading below Fair Value, which can create recovery potential if pressure improves.

Market Dynamics +0.00

Market Dynamics are neutral.

Relative Strength -0.86

The stock is lagging relative strength.

Market Activity -1.00

This component is a drag.

Price Cycle -0.97

This component is a drag.

Historical rhymes

Closest resolved setups

The table keeps the model honest: these are the actual examples behind the headline odds.

Ticker Week Similarity Outcome 4W return
ENET
LSE
2025-06-20 0.8292 lower -4.55%
0827
HKG
2025-03-28 0.7771 lower -23.08%
0653
HKG
2025-10-10 0.775 higher +4.41%
ALHPI
PAR
2023-09-08 0.7733 lower -49.73%
OSRH
NASDAQ
2025-10-24 0.7694 lower -6.79%
CO
PAR
2023-12-29 0.768 lower -23.23%
EPIS-B
STO
2024-11-22 0.7662 lower -15.88%
VIVR3
SAO
2025-04-25 0.7655 lower -6.87%
EATG
STO
2025-02-07 0.7493 higher +6.55%
RAYG-M
TLV
2023-10-27 0.7472 lower -13.70%
5G1
SES
2026-01-23 0.7462 lower -18.75%
CAPTRUST
NSI
2026-03-27 0.7422 higher +14.96%
Distinctive drivers

What made this setup unusual

These are the largest deviations from the run baseline, renamed into plain market language.

  • Volume pressure 1.94874
  • Sector structure -1.15558
  • Market Activity -1.0918
  • Price Cycle -1.04003
This is historical analogue evidence, not advice. It becomes more useful when probability, average return, chart evidence, and nearby examples all point in the same direction.