Let's look at the actual data.


Combining Keum's (2024) study with RaymondsRisk's analysis, a consistent structure emerges in the CB repetitive issuance pattern of KOSDAQ small-cap stocks.

This is not a story about a specific company. It's a story about a repeating pattern.



Pattern 1 — Issue 2-3 CBs within 3 years


Typical flow:

1st CB: “Funding for growth” → Conversion price set

- 2nd CB: After stock price falls → conversion price lowered through refixing

- 3rd CB: Another nominal → Cumulative dilution effect increases exponentially

For each CB issue:

Minimize disclosure (non-disclosure possible in case of private issuance)

- The acquirer appears under a new corporate name each time.

- However, when connecting DART, the same executives and networks appear repeatedly.


Pattern 2 — Stock price boost after CB issuance → conversion → sell cycle


Timeline analysis:


T+0: CB issuance announcement

T+1~3 months: Strengthened IR activities, continuous announcement of positive news

T+3~6 months: Stock price rises 20~50%, individual buying force flows in

T+6 months: CB conversion begins

T+6~9 months: Market sale of conversion volume

T+9~12 months: Stock price plummets, confirmation of major shareholders’ shares decreasing

T+12~18 months: Management item or trading suspension


This cycle repeats.



Pattern 3 — Recycling of Executive Networks


Things to note:


Key executives of suspended companies reappear in new companies

- Executives of the corporation that appeared as the acquirer of CB were confirmed by other small listed companies.

- “New company” but the network of relationships is the same

This is the core characteristic of what Lee & Kim (SSRN) calls the “stock price manipulation network.”

The network does not disband. It just gets reorganized.



Pattern 4 — Timing of audit firm change


Analysis data:

Audit firm replacement rate two years before trading suspension: 3.2 times that of the control group

- In particular, the shift from Big 4 to small and medium-sized audit firms is concentrated.

- Disclosure of reason for replacement: Most cases are “cost reduction”

Real reason (supposed):

Notice of rejection of opinion by existing audit firm → Voluntary resignation or replacement

- Replace with a less demanding audit firm → Attempt to secure an appropriate opinion


Why is it important to know this pattern?


These patterns do not occur by chance in a single company.

It is repetitive and structured.


That means — captureable in advance.


RaymondsRisk detected 85.9% of the 276 trading suspension companies in advance.

This is because these patterns were monitored in real time.



key message


When you see a pattern, you also see the ending.

Relational risk is a tool to read the pattern.



■ Reference materials

Keum (2024): Demonstration of private CB red flags.

- Lee & Kim (SSRN): Stock price manipulation network structure

- Lim (KCMI): Above KOSDAQ small-cap price

- RaymondsRisk White Paper: https://www.konnect-ai.net/whitepaper

#relationalrisk #raymondsrisk #raymondsindex #konnectai

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