GPGrossPatternRESEARCH SYSTEM
SEC CHECK OPERATIONAL
GROSSPATTERN / DETERMINISTIC EVIDENCE / V3

LBRT financial changes

Ranked by interpretable importance, issuer history, magnitude, and accounting profile. No directional recommendation.

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LOW IMPORTANCEOperating Income100TH HISTORICAL PCTL

Operating income changed across a sign change

Operating income changed +898.0% from the comparable as-filed period. Relative percentage is de-emphasized because the comparison has a sign change. This reverses 2 consecutive comparable moves in the opposite direction.

-$2.4M$19.3M2 prior comparisons
LOW IMPORTANCEFinancial Value0TH HISTORICAL PCTL

Current liabilities decreased 0.6%

Current liabilities changed -0.6% from the comparable as-filed period. The change ranks at the 0th percentile of 4 prior comparable changes. This reverses 4 consecutive comparable moves in the opposite direction.

$793.4M$788.7M4 prior comparisons

Method Importance combines metric-family relevance, magnitude, issuer-history unusualness, persistence, and financial-statement significance. It is analytical prioritization, not a legal materiality conclusion or investment signal.