Caterpillar Inc CAT

Revenue Intelligence Report • 70 quarters of SEC filing data • Updated 2026-03-06

Caterpillar Inc's revenue is primarily driven by its strategic investments in SG&A, which yield a long-run revenue return of $3.87 for every dollar spent, contrasting sharply with the negative impact of R&D expenditures. With a recent quarterly revenue of $19.1 billion and a forecasted annual revenue of $73 billion, reflecting an 8.5% year-over-year growth, the company demonstrates strong financial momentum. The model's accuracy, with a MAPE of 4.9% and a holdout test error of just 4.1%, underscores the reliability of these projections. Investors can expect continued growth as Caterpillar optimizes its spending to enhance revenue generation.

Next FY Revenue

$73.32B

+8.5% YoY

R&D Multiplier

$-9.40 per $1

SG&A Multiplier

$3.87 per $1

Model Accuracy

4.9% MAPE

Holdout validation: The model predicted $18B vs the actual $19B — an error of 4.1%.

⚠ Model limitation: This company shows negative spending multipliers, meaning increases in spending have not directly translated into revenue growth. This typically occurs with commodity-driven companies or hypergrowth companies.

Revenue Forecast

Quarterly Detail

Quarter	Model Forecast	Actual	95% Range	YoY Growth	Status
Q4 2025	$18B	$19B	$17B – $20B	+13.1%	✓ In range
Q2 2026	$19B		$16B – $21B	+30.8%
Q3 2026	$19B		$16B – $21B	+11.9%
Q4 2026	$18B		$15B – $21B	+3.6%
Q1 2027	$18B		$14B – $21B	-6.5%

How Spending Drives Revenue

Reading this chart: Each line shows the cumulative revenue generated per $1 spent over subsequent quarters. The effect builds over 4-5 quarters as investments mature.

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