Pattern Intelligence · KLS

3026 quant read

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

Next week 46.8%

Unclear · avg analogue +0.17%

Low conviction
Next 4 weeks 54.5%

Unclear · avg analogue +0.37%

Low conviction
Live chart evidence Chart evidence supports the read

2 of the core evidence blocks are supportive.

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
32.00
Trend Line
32.15
Fair value
28.43
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 -2.12%

What weaker historical analogues tended to deliver.

Base analogue +0.50%

The middle outcome from the nearest resolved examples.

Bull case +4.48%

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 -0.46%

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

Price vs Fair Value +12.55%

Price is stretched above the current Fair Value estimate.

Market Dynamics -0.00

Market Dynamics are neutral.

Relative Strength +0.04

Relative strength is not giving a clear edge.

Market Activity +0.03

This component is neutral.

Price Cycle +0.13

This component is supportive.

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
8086
JPX
2024-02-16 0.7747 lower -1.57%
2055
JPX
2024-08-02 0.759 higher +0.67%
VIAFIN
HEL
2024-10-11 0.7578 higher +4.89%
INLG11
SAO
2024-01-05 0.7549 lower -0.43%
330590
KSC
2025-11-21 0.7549 higher +0.25%
CQR
ASX
2025-10-31 0.7539 lower -1.46%
4430
JPX
2023-12-15 0.7533 higher +5.58%
MGRO
JKT
2022-05-13 0.7525 lower -2.08%
6888
KLS
2026-01-16 0.7507 lower -9.13%
6382
JPX
2021-08-27 0.7505 higher +3.25%
BBL
SET
2023-06-30 0.7484 higher +6.58%
BN4
SES
2023-02-03 0.7479 higher +15.47%
Distinctive drivers

What made this setup unusual

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

  • Sector structure 1.03981
  • Trend Signal 0.57698
  • Close location -0.28595
  • Volume pressure 0.11112
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.