Pattern Intelligence · KLS

7757 quant read

The pattern is not clean enough for a strong directional call. The chart needs confirmation.

Next week 43.6%

Unclear · avg analogue +0.03%

Low conviction
Next 4 weeks 54.4%

Unclear · avg analogue +2.33%

Low conviction
Live chart evidence Chart evidence is mixed

The current setup has both supportive and challenging components.

Quant agreement Evidence not decisive

A decisive weekly close that pulls the 1-week and 4-week evidence into agreement.

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
0.67
Trend Line
0.65
Fair value
0.68
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 -3.36%

What weaker historical analogues tended to deliver.

Base analogue +0.13%

The middle outcome from the nearest resolved examples.

Bull case +3.43%

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 +2.40%

Price is close to trend, so direction still needs confirmation.

Price vs Fair Value -2.64%

Price is close to Fair Value.

Market Dynamics +0.01

Market Dynamics are neutral.

Relative Strength -0.00

Relative strength is not giving a clear edge.

Market Activity +0.22

This component is supportive.

Price Cycle -0.03

This component is neutral.

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
0025
HKG
2024-11-15 0.5672 lower -4.29%
VICI
JKT
2023-07-14 0.5603 higher +31.07%
GFPT
SET
2024-04-12 0.5482 higher +7.44%
4016
JPX
2025-02-28 0.5463 higher +6.67%
4624
JPX
2023-04-28 0.5448 lower -0.97%
0298
HKG
2025-06-20 0.5423 lower -1.67%
7698
JPX
2023-06-30 0.5418 lower -3.58%
3298
KLS
2023-09-15 0.5404 higher +6.04%
0035
HKG
2024-11-08 0.5386 lower -18.80%
GMI
EBS
2023-06-16 0.5384 higher +3.57%
DNET
JKT
2022-08-26 0.5336 lower -2.68%
ENMT4
SAO
2024-02-09 0.5328 higher +1.68%
Distinctive drivers

What made this setup unusual

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

  • Volume pressure -0.60597
  • Trend Signal 0.57698
  • Close location 0.51406
  • Sector structure -0.45561
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.