Why Individual Investors Struggle to Time Special Situations Investing

"In special situations investing, the math of profit calculation approaches mathematical certainty — but the timing of harvesting those profits is not mathematical at all." — Central thesis of this column

"He fought for five years and $1 billion. He mobilized public filings, lawsuits, television appearances, and political lobbyists. And he lost." — Bill Ackman vs. Herbalife, 2012-2018

Author: Dennis Kim (김호광) CEO of Cyworld · CEO of Betalabs · Developer · Web3 Investor 📧 [email protected] 🔗 GitHub @gameworkerkim 🔗 vibe-investing repository

Published: April 21, 2026 Categories: Special Situations · Event-Driven Investing · Activist Investing · Case Study Series: vibe-investing — Investment Idea Column

Executive Summary

This column examines Why is special situations investing a trap for individual investors? through the lens of Bill Ackman's failed Herbalife short (2012-2018).

Four Core Arguments

The Mathematical Certainty Trap: Special situations investing derives its appeal from the "mathematical calculability" of returns from corporate actions like M&A, mergers, spin-offs, and liquidations (Schiller 1955). However, timing is not calculable.
The Power of Board Defense Mechanisms: Poison Pills, Golden Parachutes, Staggered Boards, and third-party share allotments (Korea-specific) — these four defenses can delay hostile takeovers for yearsor render thempermanently unfeasible.
Ackman's Five-Year $1 Billion Defeat: One of the world's top activist hedge funds accumulated approximately $760 million to $1 billion in losses on its Herbalife short between 2012 and 2018, exiting the position despite an FTC settlement against the target company. The stock price rose during the engagement.
Five Structural Disadvantages for Individual Investors: (1) Capital disadvantage, (2) Information asymmetry, (3) Inability to absorb legal risk, (4) Time horizon mismatch, (5) No access to boards or regulators.

🚨 Important Disclaimers

This column is for research and educational purposes. It is neither investment advice nor a recommendation to buy or sell specific securities.
All cases are based on publicly available court records, SEC filings, and mainstream media coverage.
This column does not condemn or endorse any specific person, company, or fund.
The column warns about the risks of special situations investing; it does not dismiss the field itself.
The legal environment of Korean markets (Commercial Code, Capital Markets Act) differs from the U.S. Separate review is required for domestic application.

1. Introduction — The Allure of Special Situations Investing

1-1. Schiller's Systematization of "Nearly Riskless" Returns

In 1955, Maurece Schiller (1901-1994) published "Special Situations" in Stocks and Bonds, becoming the first to systematize special situations investing as an academic field. This book is recognized as the first systematic treatise on the subject.

Schiller, having witnessed the 1929 Great Depression firsthand, devoted his life to the art of generating returns while avoiding risk. The three defining characteristics of special situations investing, as he defined them, are (Schiller 1955; Jacobs & Royal 2018 authorized edition):

Corporate Action Dependency: Returns derive from board-level corporate actions — M&A, hostile takeovers, mergers, liquidations, spin-offs, restructurings. Not from operational improvement.
Mathematical Calculability: Returns can be computed with "something approaching mathematical certainty." Combined with a known timeline, this yields annualized return calculations.
Undervalued State: Securities are undervalued, creating asymmetric return structures. Downside is limited, upside is significant.

1-2. The Essence of the Allure — "Asymmetric Returns"

Why are special situations so attractive? The limited downside, significant upside asymmetric structure.

For example, if Company A announces it will acquire Company B at $50 per share, and B's stock currently trades at $45:

If the merger closes: $5 profit per share (11.1%)
If the merger fails: Price likely reverts to pre-announcement level ($38)

Theoretically this looks like "success = +11%, failure = -15%," but because most mergers close as announced, statistically the expected value is positive. This is the basic structure of merger arbitrage.

1-3. However — Where the Math Breaks Down

Schiller's framework assumes a known timeline. But real-world M&A and hostile takeovers involve:

Legal delays: Lawsuits, antitrust review, shareholder meeting postponements
Defense mechanisms: Poison Pills, Golden Parachutes, third-party share allotments
Political intervention: Antitrust concerns, national security reviews (CFIUS, etc.)
Competing bids: White Knights, rival bidders
Market psychology: Stock prices can move independently of fundamentals

All these variables create uncertainty that individual investors cannot bear. This column dissects a representative case.

2. Case Analysis — Bill Ackman vs. Herbalife (2012-2018)

2-1. Opening — The Three-Hour Presentation of December 2012

On December 20, 2012, Bill Ackman, CEO of Pershing Square Capital Management, delivered a 3-hour-34-minute presentation at an investment conference in New York accusing one specific company.

The target: Herbalife Ltd. (NYSE: HLF) — a multi-level marketing (MLM) nutritional supplement company.

Ackman's claims (Source: December 20, 2012 Pershing Square "Who Wants To Be A Millionaire?" presentation):

Herbalife was not multi-level marketing but a pyramid scheme.
Member revenue came not from product sales but from recruitment of new members.
If the FTC investigated, the stock price would converge to $0.
Therefore Pershing Square had shorted approximately 20 million Herbalife shares.
The position size was approximately $1 billion at the time.

2-2. Counterattack — The Entry of Carl Icahn

In January 2013, another billionaire, Carl Icahn, appeared on CNBC and publicly attacked Ackman. The two men exchanged insults live on air in a dramatic confrontation.

Icahn's response (based on SEC 13D filings):

Date	Icahn's Action	Herbalife Stake
February 2013	Begins accumulating Herbalife shares	~12.98%
May 2013	Expands position	~16.5%
2014	Gains board seat appointment rights	~18-20%
July 15, 2016	Ownership cap raised from 25% to 34.99% (board approval)	Secures upside potential
May 2018	Establishes largest-shareholder status	~21%
2021	Exits position	0% (realized profits before Ackman)

2-3. Regulation — FTC's $200 Million Settlement (July 2016)

The regulatory shock Ackman anticipated arrived in July 2016. The FTC settled with Herbalife for $200 million, requiring:

Herbalife's acknowledgment that it had deceived consumers-Structural reform of business practices
$200 million in consumer restitutionHere is the critical point:The FTC did not officially designate Herbalife as a "pyramid scheme."Icahn, in his July 15, 2016 statement, interpreted this asa declaration of Ackman's defeat (SEC SC 13D/A filing).

Market reaction:

Ackman's expectation: Stock price converges to $0
Actual outcome: Stock price rose (FTC settlement removed uncertainty)

2-4. Exit — February 28, 2018

On February 28, 2018, Ackman announced the complete exit of his Herbalife short position on CNBC.

Estimated loss (synthesizing multiple reports):

Initial short price: ~$45/share (December 2012)
Exit-time price: ~$92/share (March 2018)
Stock price increase: ~~+104%~~- Estimated loss:$760 million to $1 billion

2-5. The Paradox — The "Psychological Victory" of 2024

An intriguing reversal occurred in February 2024. Herbalife stock plunged 32% in a single day to a 14-year low. Ackman posted on X (formerly Twitter):

"It is a very good day for my psychological short on Herbalife. And it is an even better day for the world to see one of the biggest pyramid schemes fail."

However, this stock decline occurred six years after Ackman had already exited his position. In the investment world, ultimately being right but with the wrong timingis synonymous withbeing wrong.As of January 2025, Herbalife traded at$6.45, approaching the zero Ackman had predicted. But Ackman's fund captured none of this decline.

3. Anatomy — Why Did Ackman Lose?

3-1. The Power of Board Defense Mechanisms

The Herbalife case is a textbook of board defense mechanisms. Let's examine the major defense strategies.

Poison Pill (Shareholder Rights Plan)

A defense mechanism invented in 1982 by M&A lawyer Martin Lipton (Wachtell, Lipton, Rosen & Katz). How it works:

Automatically triggered when a hostile acquirer exceeds a threshold (typically 10-20%)
Grants existing shareholders the right to purchase additional shares at a discount
Result: Dilution of acquirer's stake, skyrocketing acquisition cost

In 1985, the Delaware Supreme Court legitimized the Poison Pill as a valid defense in Moran v. Household International(Biryuk Law 2025).Effect: Raises acquisition cost by 50-200% or more, making hostile takeovers economically impossible.

Golden Parachute

A contract automatically paying executives and key officers substantial compensation, stock options, and severanceif they are dismissed following a hostile takeover.Effect:

Imposes enormous costs on acquirers seeking post-acquisition management replacement
Reduces target's attractiveness to potential acquirers
Provides financial incentivefor executives to resist "low-ball" acquisition offersHowever, a caveat: Research suggests (Chawla, Vernimmen) Golden Parachutes are an asymmetric defense. Acquirers who pay premiums to acquire targets are often willing to pay executive severance as well. As a standalone defense, it is incomplete.

Staggered Board

A structure where directors serve three-year terms instead of one-year, with only one-thirdof the board up for election each year.Effect:

Hostile acquirers need at least two years to gain board control
Combined with Poison Pill: creates a lethal defense combination (Chawla research)
Proxy fights can circumvent this, but two years of delay is fatal for most attackers

Third-Party Share Allotment (Korea-Specific)

Under Korean Commercial Law, a board can issue new shares to a specific third party through board resolution alone. When the board issues shares to a friendly third party (White Knight):

Existing ownership is dramatically diluted- The hostile acquirer's control isphysically reduced-Litigation possible, but takes considerable time

Caveat: Unlike the U.S. Poison Pill, Korean third-party share allotments require a "business purpose," and courts have granted injunctions blocking issuance (e.g., the Hyundai Elevator case). However, acquisition attempts are effectively suspended until disputes are resolved.

3-2. Herbalife's Defense Strategy — Actual Application

Defense strategies used by Herbalife's board in response to Ackman (per SEC filings):

Strategy	Timing	Effect
Allow Carl Icahn onto the board	2013	Converts hostile axis to friendly axis
Raise ownership cap (25% → 34.99%)	July 2016	Strengthens Icahn's price defense
Swift FTC settlement	July 2016	Removes uncertainty → stock rises
China business risk management	2015-2019	Resolved via $20M SEC settlement (2019)
Sustained share buybacks	2013-2018	Reduces float → defends stock price

3-3. Ackman's Five Misjudgments

Post-mortem analysis (IESE Business School 2016; StreetFins 2020 synthesis):

Underestimated Timing Risk: He failed to calculate when the "FTC investigation → stock price $0" prediction would be realized.
Failed to Predict Board Response: He did not anticipate Herbalife's board turning Icahn into an ally.
Overlooked Cumulative Short Costs: Over five years, borrow fees + dividend offsets + option roll costs accumulated significantly.
Personal Emotional Involvement: Beyond the $1 billion loss, Ackman had staked his reputation on the fight. This delayed rational exit timing.
Overinterpreted Regulatory Verdict: He interpreted the FTC's $200M settlement as "pyramid scheme confirmation," but the FTC required structural reform without pyramid designation.

4. Five Structural Disadvantages for Individual Investors

Even world-class experts like Ackman fail at special situations investing. Here are the five structural reasons individual investors are disadvantaged.

4-1. Capital Disadvantage

Item	Ackman (Pershing Square)	Typical Individual Investor
Assets under management	~$12 billion (2018)	$10K - $1M
Single position investment	$1 billion	$1K - $100K
Loss absorption capacity	5+ years	Typically 3-6 months
Leverage access	Institutional-exclusive	Limited

4-2. Information Asymmetry

Ackman: 30-analyst team, legal counsel, lobbyists, private investigators mobilized (per Wikipedia)
Individual investor: Relies on public SEC filings, media coverage

Ackman spent tens of millions of dollars over years investigating Herbalife. Individual investors cannot secure this information advantage.

4-3. Inability to Absorb Legal Risk

Special situations investing involves routine litigation:

Hostile acquirer's poison pill invalidation lawsuits
Lawsuits against boards that reject shareholder proposals
Investigations by SEC, FTC, and other regulators
Defamation lawsuits (which Herbalife reportedly considered in Ackman's case)

In Ackman's case: In March 2015, federal prosecutors and the FBI investigated whether Ackman-hired individuals made false statements to induce investigations into Herbalife(Popular Timelines 2025). The probe was ultimately dropped without charges, but legal costs were enormous.Individual investor: A single lawsuit can cost multiples of your total investment.

4-4. Time Horizon Mismatch

Schiller's "mathematical certainty" holds only within defined timelines. But actual special situations timelines:

Situation	Expected Timeline	Actual Timeline
Simple merger	3-6 months	3-24 months
Hostile takeover	6-12 months	1-5 years
Liquidation/spin-off	6-12 months	1-3 years
Bankruptcy reorganization	1-2 years	3-7 years

Individual investors expect results in 3-6 months, but reality demands years. The opportunity cost alone (S&P 500 averages 10%+ annually) is enormous.

4-5. No Access to Management or Boards

Ackman/Icahn: Direct calls with CEOs, board appointment rights, ability to persuade institutional investors
Individual investor: Attending annual meetings at most

Just as Icahn exerted direct influence over Herbalife's board, the outcome of special situations investing is determined by boardroom dynamics. Individual investors cannot access this playing field at all.

5. Other Failed Cases — Not Just an Ackman Problem

5-1. Einhorn's Allied Capital Short (2002-2013)

David Einhorn(Greenlight Capital) shortedAllied Capitalin 2002, alleging accounting fraud. His claims werevindicated by the SEC in 2008.

However:

Position holding period: ~11 years
Actual profit: Minimal (concluded with Ares Capital acquisition in 2010)
Lesson: Right but too slow.

5-2. Valeant Pharmaceuticals Long Position (Ackman's Other Defeat)

During the Herbalife short, Ackman also invested approximately $4 billion in Valeant Pharmaceuticals (now Bausch Health).

October 2015 Valeant stock: $260- March 2016 low: ~$26 (90% decline)
Ackman's realized loss: ~$4 billionValeant collapsed fromdrug pricing allegations + accounting fraud investigations + excessive debt. Despite joining the board directly, Ackman could not rescue it.

5-3. Chanos's Wirecard Short (2008-2020)

Jim Chanos(Kynikos Associates) shortedWirecard(a German fintech) for 12 years starting in 2008. His analysis was proven correct by the 2020€1.9 billion accounting fraud revelation, but:

During the holding period, Wirecard stock rose from €5 to €200 (40x)
Chanos's own fund shrank
Final bankruptcy came June 2020

Common thread among Ackman, Einhorn, and Chanos:

All had correct analysis.
All had wrong timing.
All suffered massive losses or opportunity costs.

6. Korean Market Specificity — Why It Is Even More Dangerous

6-1. The Complexity of Korean M&A Legal Environment

Special situations investing in Korea is significantly more difficult than in the U.S. Reasons:

Widespread Use of Third-Party Share Allotments

Article 418 of the Korean Commercial Code establishes shareholders' preemptive rights as the principle, but allows third-party allotments if a business purposeexists. Through board resolution alone, a hostile acquirer's stake can bediluted by 50% or more.

Representative cases (per public reporting):

Hyundai Elevator case (2003-2006): Defended against KCC's hostile takeover attempt via third-party share allotment. Court granted an injunction, but the acquisition failed during the dispute period.
SM Entertainment case (2023): During the Hybe-Kakao acquisition contest, SM announced a third-party share allotment to Kakao. A court injunction nullified this.

Lesson: Third-party share allotments are used as a weapon to buy time until the attacker gives up.

The Uniqueness of Management Succession

In Korean conglomerates, founding family ownershipand cross-shareholding structures meaneffective control exceeds nominal stakes. Examples:

Samsung Group: Chairman Jay Y. Lee's family effective stake 5%, effective control 100%- Hyundai Motor Group: Chairman Euisun Chung's family effective stake4%, effective control virtually 100%

Result: Hostile takeovers are legally possiblebutpractically nearly impossible.

6-2. Elliott Management's Korean Investment Failure — Samsung Merger Opposition (2015)

Elliott Management (Paul Singer's activist hedge fund) opposed the 2015 merger of Samsung C&T and Cheil Industries.

Elliott's claims:

The 1:0.35 merger ratio was unfair to Samsung C&T shareholders (structured to benefit Chairman Lee)
Demanded merger cancellation or renegotiation

Outcome:

July 2015 Samsung C&T shareholder vote: approved (~69% in favor)
Elliott: Filed Korean court cases, approximately 10 years later received a partial favorable ruling at ICSID (partial compensation from Korean government)
The merger proceeded as planned

Lesson: Even world-class activist funds failed to gain board control in Korea. Only after more than 10 years of legal disputes did they obtain limited compensation.

7. Is Special Situations Investing Still Valid? — A Balanced View

This column does not dismiss special situations investing itself. From Schiller to Buffett, legendary investors have amassed enormous fortunes through it.

7-1. Success Cases

Warren Buffett's Special Situations Investing

Buffett generated a significant portion of Berkshire Hathaway's early returns through arbitrage positions in the 1950s-1970s (Buffett's Early Investments 2024).

Success factors:

Small-scale trades: Millions of dollars per position
Thorough documentation analysis: Legal and accounting expertise
Only clear-timeline trades: Strict selection
Diversification: Dozens of small positions

John Paulson's Subprime Short (2006-2008)

Paulson started with merger arbitrageand earned approximately$15 billion on subprime mortgage shorts during 2006-2008 (see Merger Masters).

Success factors:

Linked to macro events-Clear timing: Accurately predicted housing market collapse
CDS product utilization: Maximized leverage effect

Michael Burry's GameStop Long (2019-2021)

Michael Burryof Scion Asset Management judged GameStop as anundervalued special situationin 2019 and bought. The 2021short squeeze generated tens of times returns.

7-2. Common Success Factors

Characteristics of successful special situations investors:

Small and diversified investing: Never concentrate over 50% of assets in a single position
Thorough legal and accounting analysis: Professional-level due diligence
Clear exit strategy: Decide "when to cut losses" in advance
Emotional distance: Ackman's primary failure was "personalizing the fight"
Diversified events: Don't bet everything on one event

8. A Practical Checklist for Individual Investors

A pre-investment checklistbased on this column's analysis. If you cannot answer "yes" to all items,reduce position size or abandon the trade.

8-1. Pre-Investment

Have you identified the target's board composition? (Staggered board?)
Have you confirmed the existence of Poison Pill or Shareholder Rights Plan?
Have you checked the target's Golden Parachute size and terms?
Have you estimated timelines for regulatory review (antitrust, national security, foreign investment)?
Have you considered the possibility of competing bidders?
Do you understand the target country's M&A legal environment? (Korea ≠ U.S.)

8-2. Position Management

Is the position under 10% of total assets?
Have you set a stop-loss threshold in advance?
Have you calculated profit/loss by scenario (success/delay/failure/political intervention)?
For shorts: have you calculated borrow fees on an annualized basis?
Can you survive if the expected timeline becomes 2-3× longer?

8-3. Exit Strategy

Have you defined "when to cut losses" in numbers?
Have you defined "when to take profits" in numbers?
Can you close the position without emotional attachment?
Do you regularly compare the opportunity cost (index returns)?
Do you have a partial close plan (staged, not all-or-nothing)?

8-4. The Most Important Question

If three years pass and nothing happens, what will I do?

If you cannot answer this clearly, you should not engage in special situations investing.

9. Conclusion — Schiller's Math and Ackman's Reality

9-1. Five Lessons

Lesson 1 — "Mathematical Certainty" Does Not Include Timing

Schiller's mathematical certaintyconcerns themagnitudeof returns, not thetiming of their realization. Ackman's "ultimately right but six years early" is a textbook example.

Lesson 2 — The Board Is Stronger Than You

The moment Herbalife's board turned Icahn into an ally, Ackman's odds vanished. Individual investors have zero influence on board dynamics.

Lesson 3 — A Billionaire's Failure Is an Individual's Catastrophe

Pershing Square absorbed the $1 billion loss and survived. The same percentage loss for an individual investor means financial ruin.

Lesson 4 — Emotional Distance Is the Key to Survival

Ackman's public crusade made his reputation a hostage. When rational exit timing arrived, he was dominated by the emotion of "retreating would mean losing."

Lesson 5 — Korean Markets Are Even Harder

Third-party share allotments, circular shareholding, limitations on minority shareholder protection — Korea is a market where even world-class activist funds must endure 10-year legal battles. For individual investors, it is nearly an inaccessible domain.

9-2. What Investors Must Remember

"Special situations investing is not a dead game. But you are likely not the protagonist of this game."

This is the core of this column. Schiller's framework is still valid. Buffett still profits from arbitrage. Paulson still pursues event-driven strategies.

But they possess:

Decades of experience-Hundreds of expert team members-Billions of dollars in capital-Direct access to management and regulatorsFor individual investors toimitate them is like an amateur go player trying to replicate Move 37 — you can see the surface, but you cannot understand the depth.

9-3. If You Still Want to Try

If you still want to attempt special situations investing after reading this column, observe these three rules:

Build positions within 5% of total assets. This amount must be "sized such that losing it tomorrow would not change your life."
Calculate time at 2-3× longer. Not a "3-month trade," but a "trade that could take over 1 year."
Completely eliminate emotion. Trump intervened? The board won? Cut immediately. The moment you think "this time I'm right," you are already walking Ackman's path.

9-4. The Final Question

"Are you really smarter than Ackman?"

If the answer is "no" — in special situations investing, your place is capital to be preserved, not opportunity to be attacked.

References

Special Situations Investing Theory

Schiller, M. (1955). Fortunes in Special Situations in the Stock Market. The first systematic book on special situations investing.
Schiller, M. (1959). "Special Situations" in Stocks and Bonds. Expanded framework.
Schiller, M. (1966). Investor's Guide to Special Situations in the Stock Market. Final canonical work.
Jacobs, T. & Royal, J. (2018). Authorized editions of Schiller's works.
Kazanjian, K. (2018). Merger Masters: Tales of Arbitrage. Columbia Business School Publishing.
Korean edition of Maurece Schiller: Kyobo Book Centre

Primary Sources on Herbalife

SEC (2012-2018). Pershing Square Capital Management 13D/13D-A Filings.
SEC (2013-2021). Carl Icahn SC 13D/A Filings on Herbalife Ltd. (HLF).
SEC (2016). Form SC 13D/A - FY2016 (HLF). Icahn statement on FTC settlement.
FTC (July 15, 2016). "Herbalife Will Restructure Its Multi-level Marketing Operations and Pay $200 Million For Consumer Redress." Press Release.
SEC (2019). SEC charges Herbalife Nutrition Ltd. with FCPA violations, $20 million settlement.

Analysis of Herbalife Case

Pershing Square (December 20, 2012). "Who Wants To Be A Millionaire?" Presentation (334 slides, 3 hours).
CNBC (March 1, 2018). Ackman CNBC interview announcing Herbalife position exit.
Vandebroek, T., Ferraro, F., & Simon, J. (2016). "Hedge-fund activism and the fight over Herbalife." IESE Business School Case Study.
Fortune (February 15, 2024). "Bill Ackman claims delayed victory over Herbalife after stock's 32% plunge."
Documentary Film: "Betting on Zero" (2016). Director: Ted Braun.

Hostile Takeover Defense Mechanisms

Lipton, M. (1982). Original Poison Pill design. Wachtell, Lipton, Rosen & Katz.
Delaware Supreme Court (1985). Moran v. Household International, Inc. 500 A.2d 1346. Landmark case legalizing poison pills.
Chawla, M. (undated). "Antitakeover Defense: Efficiency & Vulnerability." Vernimmen Research Paper.
Cornell Law School LII. "Golden parachute" | Wex legal definition.
Biryuk Law (2025). "17 Defenses Against Hostile Takeovers."

Other Failure Cases

Wikipedia. Bill Ackman — Comprehensive biography including Valeant, Target, Canadian Pacific positions.
Einhorn, D. (2008). Fooling Some of the People All of the Time. Wiley. (Allied Capital 11-year short record)
McCrum, D. (2022). Money Men: A Hot Startup, A Billion Dollar Fraud, A Fight for the Truth. (Wirecard case detail)

Korean Market References

Article 418 of Korean Commercial Code (pre-emptive rights and third-party allotment).
National Court Administration (2005). Hyundai Elevator case precedents.
SM Entertainment third-party share allotment injunction decision (2023). Seoul Eastern District Court.
Elliott Management (2015-2023). Samsung C&T-Cheil Industries merger-related ICSID arbitration records.

Dennis Kim's Previous vibe-investing Columns

Disclaimer

This column is for research and educational purposes:

It is not investment advice.
It does not recommend buying or selling specific securities.
It does not condemn or endorse any specific person, company, or fund.
All cases are based on publicly available court records, SEC filings, and mainstream media coverage.
Korean market cases are based on generally known public facts; the analysis represents the author's view.

All content is released under the MIT License. Attribution required for citation.

About the Author

Dennis Kim (김호광) CEO of Cyworld · CEO of Betalabs · Developer · Web3 Investor · Independent Research Analyst

With over 20 years of software engineering experience, Dennis Kim serves as CEO of Cyworld (Korea's legacy social network platform) and Betalabs (Web3 venture studio). He publishes the vibe-investing series on GitHub, which conducts systematic research into cryptocurrency market microstructure anomalies. His work focuses on individual investor protection through rigorous analysis of market manipulation, information asymmetry, and regulatory risk.

This column is conceived as the introductory column on special situations investingin the vibe-investing series. By analyzing the gap between Schiller's framework and reality, it suggests that the same principles apply to analogous event-driven investments in crypto markets (unlocks, listings, delistings, etc.).Contact: [email protected] GitHub: github.com/gameworkerkim Repository: github.com/gameworkerkim/vibe-investing