What is AA's forecasted revenue?

Alcoa Corp is forecasted to generate $12.3B in FY revenue, representing -3.9% year-over-year growth.

How accurate is the AA revenue forecast model?

The ARDL model achieves 5.6% MAPE (Mean Absolute Percentage Error). In a holdout test, it predicted $2.9B versus the actual $3.4B.

Alcoa Corp AA

Revenue Intelligence Report • 40 quarters of SEC filing data • Updated 2026-03-15

Revenue is driven by exceptionally high leverage from R&D spending, with long-run revenue multipliers of $27.53 per $1 of R&D and $6.81 per $1 of SG&A, highlighting R&D as the primary growth engine and SG&A as a meaningful but smaller contributor. The latest quarter posted $3.449B in revenue, underscoring the company’s scale, while the model’s overall accuracy is 5.6% MAPE. However, a holdout test showed a 15.6% error (predicted $2.9B vs actual $3.4B), signaling meaningful near-term forecasting uncertainty. The FY revenue forecast is about $12B, down 3.9% year over year, suggesting softer top-line momentum even as disciplined R&D investment could support longer-term growth.

Investment Thesis

The econometric model achieves strong accuracy (5.6% MAPE), suggesting Alcoa Corp's revenue trajectory is well-characterized by its spending patterns. Every $1 of R&D investment is associated with $27.53 of revenue, indicating efficient capital deployment in innovation. Each $1 of SG&A spending generates $6.81 in revenue, reflecting strong commercial efficiency.

Next FY Revenue

$12.3B

-3.9% YoY

R&D Multiplier

$27.53 per $1

SG&A Multiplier

$6.81 per $1

Model Accuracy

5.6% MAPE

Holdout validation: The model predicted $2.9B vs the actual $3.4B — an error of 15.6%.

Investor insight: Actual revenue ($3.4B) came in 16% above the spending-based forecast ($2.9B). This suggests that Alcoa Corp's recent revenue growth is driven significantly by external demand factors — such as market pricing, product cycle tailwinds, or structural demand shifts — beyond what its R&D and SG&A spending alone would predict.

Revenue Forecast

Quarterly Detail

Quarter	Model Forecast	Actual	95% Range	YoY Growth	Status
Q4 2025	$2.9B	$3.4B	$2.5B – $3.3B	-16.5%	✗ Outside range
Q2 2026	$3.0B		$2.4B – $3.6B	-10.7%
Q3 2026	$3.1B		$2.3B – $3.8B	+1.3%
Q4 2026	$3.1B		$2.3B – $3.9B	+3.9%
Q1 2027	$3.1B		$2.2B – $4.1B	-8.7%

Seasonal Factors

Multiplicative seasonal adjustment: These factors capture Alcoa Corp's systematic quarterly revenue patterns relative to the trend model. A factor of 1.05 means that quarter typically runs 5% above the underlying trend; 0.95 means 5% below. Factors are computed as the median of (actual / fitted) across all available quarters.

Fiscal Quarter	Seasonal Factor	vs Trend	Interpretation	Obs.
FQ1 (Sep–Nov)	1.0233	+2.3%	In line with trend	9
FQ2 (Dec–Feb)	1.0001	+0.0%	In line with trend	9
FQ3 (Mar–May)	0.9694	-3.1%	-3.1% below trend	9
FQ4 (Jun–Aug)	1.012	+1.2%	In line with trend	9

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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