CompanyGraph
A financial signal becomes misleading when a reader assigns it a cause the numbers do not establish. Conflict screens make the alternative visible.
What is a surface-versus-structure screen?
These interpretations require an apparently favorable observation and a conflicting structural observation to fire together. They do not accuse management of deception. They show that more than one explanation fits the reported outcome.
How do you spot leverage behind high ROE?
The Apparent High ROE, Structural Leverage Dependence panel combines elevated return on equity with leverage observations. A match asks whether a thin equity base or debt amplified the ratio.
It does not prove that leverage is unsafe or that operations are weak. Recalculate returns on assets and invested capital, inspect debt maturity and cash flow, and understand why equity is small.
Elevated ROE With High Debt-to-Equity and Equity Multiplier
Elevated ROE alongside high debt-to-equity and a large equity multiplier
How can underinvestment flatter free cash flow?
The Apparent Free Cash Flow, Structural Underinvestment panel pairs favorable current free-cash-flow evidence with low or inadequate capital-spending observations. A match raises the possibility that cash was preserved by postponing physical investment.
It does not measure maintenance capex or asset condition. Asset-light businesses can legitimately require little property spending, while one annual period can fall between large projects.
Underinvestment Cash Flow
Free cash flow is in the upper industry range relative to operating cash flow while the asset base is well-depreciated and depreciation is large relative to OCF
When does cost reduction reflect shrinking revenue?
The Apparent Cost Reduction, Structural Revenue Decline panel requires a configured cost reduction to coexist with falling revenue. Lower expense can be a response to a smaller business rather than evidence of improved unit efficiency.
Compare expense ratios, unit costs, headcount, capacity, service levels, and gross profit. The panel does not identify management intent or distinguish planned portfolio exit from distress.
Rising Operating Income With Falling Gross Profit and Shrinking Assets
Operating income increased year-over-year while gross profit decreased year-over-year and total assets decreased year-over-year
How should you use conflict screens?
Select the panel matching the suspected mechanism. Combining unrelated conflict panels imposes every required observation under AND logic and can create an incoherent search. A zero result means no current match in the evaluated universe, not that misleading presentations are absent.
Which records resolve the conflict?
Read multi-year cash-flow reconciliations, debt notes, capex and depreciation schedules, segment results, and management explanations. IAS 7 supports cash-flow analysis, and IAS 16 provides the property and depreciation framework. The SEC's Form 10-K guide helps locate relevant filings.
What can these screens not prove?
They cannot prove fraud, manipulation, causality, permanence, or investment merit. Accounting observations are records within the company boundary; suppliers, customers, employees, leased resources, and deferred physical work can carry costs outside the apparent signal.
Use CompanyGraph to find contradictions worth investigating, then decide which explanation survives the operating and contractual evidence.