Group 1: Earnings Performance - Caterpillar reported quarterly earnings of 5.14pershare,exceedingtheZacksConsensusEstimateof4.97 per share, but down from 5.23pershareayearago,representinganearningssurpriseof3.4216.22 billion for the quarter ended December 2024, missing the Zacks Consensus Estimate by 2.57% and down from 17.07billionyear−over−year[2]−Overthelastfourquarters,CaterpillarhassurpassedconsensusEPSestimatesthreetimesbuthasnotbeatenconsensusrevenueestimates[2]Group2:StockPerformanceandOutlook−Caterpillarshareshaveincreasedapproximately8.45.01 on revenues of 15.43billion,andforthecurrentfiscalyear,itis21.56 on revenues of $65.45 billion [7] Group 3: Industry Context - The Manufacturing - Construction and Mining industry, to which Caterpillar belongs, is currently ranked in the bottom 14% of over 250 Zacks industries, indicating potential challenges for stock performance [8] - Empirical research suggests a strong correlation between near-term stock movements and trends in earnings estimate revisions, which can impact Caterpillar's stock performance [5][6]