Decoding RaymondsIndex: Four Signals That Move Before the Balance Sheet Does
Introduction
Two news items this week, from opposite sides of the Pacific, tell the same story.
In Korea, Enchem — a KOSDAQ-listed battery materials company — has accumulated over 275 billion KRW in outstanding convertible bonds. The auditor has flagged going-concern uncertainty. The largest shareholder's shares were subject to forced selling (반대매매). The company was designated as an unfaithful disclosure entity. And yet: none of this is visible in a single-quarter income statement. The signals were structural, relational, and financial governance-based — long before the results showed up on paper.
In the United States, activist investor Impactive Capital filed a proxy challenge against WEX Inc., arguing that the company's combined CEO/Chair structure and capital-allocation practices have driven sustained underperformance in ROIC and total shareholder return. Again: the issue is not a single bad quarter. It's a governance structure that insulates the wrong incentives.
This is the problem RaymondsIndex was built to solve.
The Four Signals
RaymondsIndex tracks four leading indicators of relational risk — the structural risk that arises when the network of executives, capital, and governance around a company moves in the interests of a controlling party at the expense of minority investors.
CEI — Capital Efficiency Index (Weight: 45%)
CEI measures ROIC, asset turnover, and investment divergence. Low CEI scores signal capital that is not being deployed efficiently — or, in more serious cases, capital that is being diverted. When a company shows high asset values but poor returns, CEI captures the divergence before it reaches the income statement. The Impactive/WEX situation is a textbook CEI signal: management's capital allocation choices are producing returns below what the asset base should generate.
CGI — Cash Governance Index (Weight: 45%)
CGI tracks the idle cash ratio, short-term financial instrument ratio, and the conversion rate of raised capital into productive use. The Enchem case is a CGI case: convertible bonds are raised, but the proceeds flow through related-party structures and special-purpose vehicles rather than into core operations. When raised capital is not deployed into the business — when it sits in short-term instruments or circulates through insider vehicles — CGI drops before the income statement reflects anything.
RII — Reinvestment Intensity Index (Weight: 10%)
RII measures reinvestment rate, CAPEX volatility, and investment divergence ratio. Low RII scores indicate that a company is consuming its asset base without reinvesting — the pattern academics describe as asset stripping or, in the Korean context, "zombie firm drag" (좀비기업 드래그온). Companies that consistently under-invest relative to their depreciation and revenue base are signaling that insiders may be extracting value rather than building it.
MAI — Momentum Alignment Index (Reference Indicator)
MAI compares revenue growth and CAPEX growth trajectories. When a company reports strong revenue growth but shows flat or declining CAPEX, MAI flags a misalignment. This pattern is historically associated with earnings smoothing, deferred investment, or — in more severe cases — accounting irregularities.
Korea Parallel: 3,109 Companies, 85.9% Pre-Detection Rate
Across 3,109 listed Korean companies on KOSPI and KOSDAQ, RaymondsIndex validated these four signals against a set of 276 actual trading-halt firms. Pre-detection rate: 85.9%. Zone D firms — those with the highest composite risk — show a 78% delisting probability within three years, with a statistical effect size of Cohen d > 0.8 versus Zone A firms. Zone A firms have delivered +5.6 percentage points per year in excess return versus the KOSPI benchmark over a ten-year backtest period.
These numbers matter because they demonstrate something specific: the signals precede the outcome. They move before the financial statements do.
Academic Frame
This is not a novel insight. Jensen and Meckling (1976) established in their foundational paper Theory of the Firm: Managerial Behavior, Agency Costs and Ownership Structure (Journal of Financial Economics, 3(4), 305–360) that ownership concentration creates divergence between manager and shareholder incentives. La Porta, Lopez-de-Silanes, Shleifer, and Vishny (1998), in Law and Finance (Journal of Political Economy, 106(6), 1113–1155), showed that weaker legal protections for minority shareholders correlate with lower firm value — a finding with particular relevance to markets like Korea, where concentrated ownership structures are common and legal remedies for minority investors remain limited.
What RaymondsIndex adds is operationalization: translating the agency cost framework into four measurable, market-calibrated signals that can be tracked at scale.
Conclusion: What Individual Investors Should Take Away
By the time the going-concern flag appears in an audit report, most individual investors have already absorbed the loss. By the time an activist files a proxy challenge, the institutional damage has been accumulating for years.
CEI, CGI, RII, MAI are not predictors of fraud. They are predictors of misalignment — between how capital flows and how it should flow, between what is disclosed and what is actually happening, between the interests of those who control and those who invest.
The balance sheet is always last. The relationship structure moves first.
→ Full methodology at konnect-ai.net/whitepaper
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