Our Research Methodology

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Overview

  • Evidence-First Approach: Every conclusion we reach is anchored in documentary evidence from SEC filings, court records, and verifiable public sources. We do not speculate—we investigate.
  • Swiss Precision Standards: Our research process combines forensic accounting techniques with investigative journalism standards. Claims are verified through multiple independent sources before publication.
  • Transparency & Accountability: We cite every source, preserve every document, and welcome scrutiny. Our reputation depends on accuracy, not sensationalism.

The Foundation: Why Forensic Research Matters

Capital markets function best when information flows freely and accurately. Yet information asymmetry persists—management teams know far more about their companies than investors do. Quarterly earnings calls are scripted performances. Press releases highlight successes while burying problems in footnotes.

Forensic equity research exists to restore balance. By analyzing the documents companies are legally required to file, cross-referencing claims against reality, and following the trail of evidence wherever it leads, we provide investors with the unvarnished truth.

Our Research Process

Phase 1: Document Collection

Every investigation begins with comprehensive document gathering. We systematically collect and organize materials from multiple authoritative sources.

Primary Sources We Analyze:
  • SEC Filings: 10-K annual reports, 10-Q quarterly reports, 8-K current reports, proxy statements (DEF 14A), Form 4 insider trading disclosures
  • Legal Records: PACER federal court filings, state court records, arbitration proceedings, regulatory enforcement actions
  • Public Records: Property records, business registrations, UCC filings, trademark and patent databases
  • Corporate Documents: Earnings call transcripts, investor presentations, press releases, company websites and archived versions

We download and preserve every document we reference. This archive serves as both our research foundation and our defense against claims of misrepresentation. When we cite page 67 of a 10-K filing, we have that document saved with the specific passage highlighted.

Phase 2: Financial Statement Analysis

The numbers tell a story, but you need to know how to read them. Financial statements are carefully constructed to present management’s preferred narrative. Our job is to look beyond the surface.

We examine:

  • Revenue Quality: How much of reported revenue converts to actual cash? Are accounts receivable growing faster than sales? What percentage of revenue comes from related parties?
  • Working Capital Trends: Changes in Days Sales Outstanding (DSO), inventory turnover, and payment terms often signal underlying business deterioration before it shows up in headline numbers.
  • Cash Flow Reality: Operating cash flow reveals whether a business generates real economic value. We reconcile reported earnings to actual cash generation.
  • Footnote Forensics: The most important information often hides in footnotes. Accounting policy changes, related party transactions, contingent liabilities, and off-balance-sheet arrangements require careful scrutiny.
Red Flag Patterns We Track:
  • Revenue growing faster than cash collections
  • Frequent restatements or accounting policy changes
  • Auditor resignations or “going concern” warnings
  • Large and unexplained goodwill or intangible asset balances
  • Complex corporate structures with multiple layers of subsidiaries
  • Unusual related-party transactions
  • Aggressive revenue recognition policies
  • Deteriorating working capital metrics

Phase 3: Management Track Record Research

Past behavior predicts future behavior. When analyzing a company, we always investigate the track records of key executives and board members.

This includes researching:

  • Prior Company Outcomes: What happened to previous companies these executives led? Did shareholders prosper or suffer?
  • Legal History: Past SEC enforcement actions, shareholder lawsuits, or criminal proceedings
  • Pattern Recognition: Do executives repeatedly use the same playbook? Serial entrepreneurs in hot sectors deserve extra scrutiny
  • Insider Trading Activity: Are executives buying or selling? The timing and magnitude of insider transactions often reveals true sentiment

Phase 4: Customer & Competitive Intelligence

Management tells you what they want you to believe. Customers tell you what’s actually happening. We gather intelligence from multiple external sources to verify or contradict management’s narrative.

  • Customer Reviews: Platforms like G2, TrustRadius, Glassdoor (for employee perspectives), and Better Business Bureau provide unfiltered feedback
  • Industry Sources: Trade publications, analyst reports, competitor filings, and industry conference presentations
  • Former Employee Insights: When appropriate and done ethically, background conversations with former employees can reveal operational realities
  • Supplier & Partner Analysis: Examining the health of key suppliers and partners often reveals problems before they become public

Phase 5: Thesis Development & Devil’s Advocate

After weeks or months of research, patterns emerge. But pattern recognition is not enough—we must rigorously test our thesis.

Before finalizing any research report, we conduct a formal “devil’s advocate” review where we actively try to disprove our own conclusions. We ask:

  • What evidence contradicts our thesis?
  • What alternative explanations exist for the patterns we’ve identified?
  • What could we be missing or misinterpreting?
  • If we’re wrong, what would the counterargument be?

Our Standard: Beyond Reasonable Doubt

We borrow from the legal standard used in criminal cases. Before publishing research that questions a company’s practices, we must be convinced beyond reasonable doubt that our conclusions are sound. Possibility is not enough. Probability is not enough. We need overwhelming evidence.

Writing & Presentation Standards

Language Precision

Every word matters in forensic research. We maintain strict language discipline:

  • Use qualifiers: “appears to,” “suggests,” “according to,” “we believe based on”
  • Avoid absolutes: Never claim certainty about future events or unknowable facts
  • Separate fact from opinion: Clearly distinguish between documented facts and our analytical conclusions
  • No personal attacks: Focus on business fundamentals and documentary evidence, not individual character

Citation Requirements

Every factual claim must be supported by a cited source. We provide:

  • Specific document names (e.g., “SEC Form 10-K, Fiscal Year 2024”)
  • Page numbers when applicable
  • Direct links to source documents
  • Screenshots or excerpts for key passages
  • Archived versions when citing websites that may change

Acknowledging Contradictory Evidence

Intellectual honesty requires acknowledging information that contradicts our thesis. When we encounter contradictory evidence, we address it directly rather than ignoring it. This strengthens credibility and allows readers to make fully informed decisions.

Legal & Ethical Framework

Securities Law Compliance

We operate within the bounds of securities law and industry best practices:

  • Full Disclosure: We disclose any financial interests in securities we discuss
  • No Market Manipulation: We do not coordinate with others to artificially move stock prices
  • Factual Accuracy: Every claim is backed by verifiable evidence
  • Good Faith: Our research is conducted with the honest belief that it serves investors’ interests

Defamation Awareness

Publishing critical research creates legal risk. We mitigate this through:

  • Truth Defense: Every statement is demonstrably true or clearly labeled as opinion
  • Public Figure Doctrine: Our analysis focuses on public companies and public figures, where legal standards provide greater protection for critical commentary
  • Fair Comment: Opinions on matters of public interest receive legal protection when based on disclosed facts
  • Documentation: We preserve all evidence and can defend every claim in our research
Legal Review Process:

All research undergoes internal legal review before publication. We assess potential defamation risk, verify that claims are adequately supported, and ensure proper disclosure of any conflicts of interest. High-risk reports receive external legal counsel review.

What We Investigate

Forensic research can uncover various forms of corporate misbehavior or business model problems:

Accounting Manipulation

  • Aggressive revenue recognition (recognizing revenue before it’s earned)
  • Channel stuffing (forcing excess inventory onto distributors)
  • Bill-and-hold schemes (booking sales for unsold inventory)
  • Cookie jar reserves (manipulating accruals to smooth earnings)
  • Off-balance-sheet liabilities

Business Model Flaws

  • Unsustainable unit economics (losing money on every transaction)
  • Customer concentration risk
  • Inability to scale profitably
  • Obsolete technology or products
  • Existential competitive threats

Management Issues

  • Serial failures at prior companies
  • Excessive insider selling
  • Related-party transactions that benefit insiders
  • Promotional behavior inconsistent with underlying fundamentals
  • Conflicts of interest

Market Conditions

  • Valuation disconnects (price far exceeding reasonable business value)
  • Overhyped technologies or industries
  • Structural industry decline masked by accounting
  • Regulatory risks not reflected in pricing

Our Commitment to Investors

The investment research industry faces a crisis of credibility. Sell-side analysts rarely issue sell ratings because doing so jeopardizes investment banking relationships. Financial media often prioritizes entertainment over analysis. Social media amplifies noise while drowning out signal.

Apate Research exists to provide an alternative: rigorous, evidence-based analysis that serves investors rather than corporate interests. We earn our reputation through accuracy, not volume. One thoroughly researched report per quarter carries more value than weekly hot takes on whatever stock is trending.

Our Principles

  • Evidence Over Narrative: We follow the evidence, even when it contradicts our initial hypothesis.
  • Quality Over Quantity: We publish when we have something meaningful to say, not to meet arbitrary content quotas.
  • Accountability: We acknowledge when we’re wrong, update our views based on new information, and track our track record transparently.
  • Independence: We maintain complete editorial independence and disclose all conflicts of interest.

Getting Started

For those interested in learning forensic analysis techniques, we recommend starting with these foundational skills:

1. Master Financial Statement Analysis

  • Take a basic accounting course (or read “Financial Shenanigans” by Howard Schilit)
  • Learn to read 10-K and 10-Q filings cover-to-cover
  • Practice calculating and interpreting key financial ratios
  • Study historical accounting frauds to recognize patterns

2. Develop Research Skills

  • Learn to navigate SEC EDGAR database efficiently
  • Understand PACER and how to search federal court records
  • Master advanced Google search operators for investigative research
  • Build a system for organizing and tagging research documents

3. Study Great Research

Read extensively from established forensic researchers. Study not just what they found, but how they structured their arguments, cited their sources, and presented their findings. Notable reports to study include research from firms like Muddy Waters, Citron Research, Hindenburg Research, and others.

4. Practice on Paper

Before publishing anything, practice your analytical skills privately. Pick companies to analyze, write up your findings, and track how events unfold. This builds pattern recognition and calibrates your judgment without public risk.

Conclusion

Forensic equity research is not for everyone. It requires patience, intellectual rigor, attention to detail, and the courage to challenge consensus. The rewards—both intellectual and financial—can be substantial, but so are the risks.

For those willing to do the work, forensic research offers the opportunity to serve a crucial market function: exposing fraud, identifying overvaluations, and protecting investors from costly mistakes. It’s detective work applied to financial markets, and when done properly, it makes markets more efficient and honest.

This is the standard to which Apate Research holds itself. Evidence. Rigor. Precision. Truth.

About Apate Research: Apate Research is an independent equity research firm specializing in forensic analysis of public companies. We are committed to producing evidence-based research that serves the interests of investors. All research represents our opinion based on publicly available information and should not be construed as investment advice. Investors should conduct their own due diligence before making investment decisions.
Disclosure: As of the publication date, Apate Research and/or its affiliates may hold short positions in and/or may have purchased put options on the securities discussed in this report. We stand to realize significant gains if the prices of these securities decline. Following publication, we may transact in the securities of the company covered herein. All expressions of opinion are subject to change without notice, and we do not undertake to update this report or any information herein. This report is for informational purposes only and should not be construed as investment advice. Please conduct your own due diligence before making any investment decisions. Please read our full legal disclaimer.
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