What is RIVN's forecasted revenue?

Rivian Automotive, Inc. / De is forecasted to generate $5.37B in FY revenue, representing -0.4% year-over-year growth.

How accurate is the RIVN revenue forecast model?

The ARDL model achieves 14.7% MAPE (Mean Absolute Percentage Error). In a holdout test, it predicted $1.4B versus the actual $1.3B.

Rivian Automotive, Inc. / De RIVN

Revenue Intelligence Report • 21 quarters of SEC filing data • Updated 2026-03-15

Latest quarterly revenue was $1.286 billion, with the full-year forecast around $5.4 billion, roughly flat year over year (-0.4% YoY). Using 21 quarters of data in a linear model, incremental R&D spending appears to reduce long-run revenue by $9.28 per dollar and SG&A spending by $16.41 per dollar, implying negative ROI for these expenditures under the current specification. Holdout testing produced a predicted $1.4 billion versus actual $1.3 billion (−10.8% error) with an overall MAPE of 14.7%, indicating only modest forecast accuracy and some model risk. With a flat top-line outlook and negative ROI from discretionary spending, investors should scrutinize spending efficiency and consider reallocating resources to restore revenue growth and margin trajectory.

Investment Thesis

At 14.7% MAPE, the model captures Rivian Automotive, Inc. / De's broad revenue trajectory, though quarterly variability suggests sensitivity to external factors.

Next FY Revenue

$5.37B

-0.4% YoY

R&D Multiplier

$-9.28 per $1

SG&A Multiplier

$-16.41 per $1

Model Accuracy

14.7% MAPE

Holdout validation: The model predicted $1.4B vs the actual $1.3B — an error of 10.8%.

⚠ 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	$1.4B	$1.3B	$1.1B – $1.7B	-17.8%	✓ In range
Q2 2026	$1.4B		$1.0B – $1.8B	+11.7%
Q3 2026	$1.3B		$0.8B – $1.8B	-1.7%
Q4 2026	$1.3B		$0.7B – $1.9B	-17.3%
Q1 2027	$1.4B		$0.8B – $2.1B	+9.7%

Seasonal Factors

Multiplicative seasonal adjustment: These factors capture Rivian Automotive, Inc. / De'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)	1.0279	+2.8%	In line with trend	4
FQ2 (Dec–Feb)	0.9674	-3.3%	-3.3% below trend	5
FQ3 (Mar–May)	1.0604	+6.0%	+6.0% above trend	4
FQ4 (Jun–Aug)	1.0595	+5.9%	+5.9% above trend	4

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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