Hewlett Packard Enterprise Company HPE

Revenue Intelligence Report • 36 quarters of SEC filing data • Updated 2026-03-15

Latest quarterly revenue was $9.301B, with a 36-quarter data history underpinning the model. The model attributes revenue growth primarily to SG&A spending, delivering about $2.99 in long-run revenue for every $1 of SG&A, while R&D spending carries a negative long-run impact of about $-1.06 per $1. The modeling approach is linear and shows a 4.0% MAPE in-sample, but a holdout test produced a 15.1% error (predicted $7.9B vs actual $9.3B), signaling caution on near-term forecasts. FY revenue is forecast at $31B, down 7.6% year over year, indicating headwinds ahead; investors should weigh the favorable ROI on SG&A relative to the negative R&D signal against the modest near-term outlook.

Investment Thesis

The econometric model achieves strong accuracy (4.0% MAPE), suggesting Hewlett Packard Enterprise Company's revenue trajectory is well-characterized by its spending patterns. Each $1 of SG&A spending generates $2.99 in revenue, reflecting strong commercial efficiency.

Next FY Revenue
$31.3B
-7.6% YoY
R&D Multiplier
$-1.06 per $1
SG&A Multiplier
$2.99 per $1
Model Accuracy
4.0% MAPE
Holdout validation: The model predicted $7.9B vs the actual $9.3B — an error of 15.1%.
⚠ 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.
Investor insight: Actual revenue ($9.3B) came in 15% above the spending-based forecast ($7.9B). This suggests that Hewlett Packard Enterprise Company'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

HPE Revenue Forecast

Quarterly Detail

QuarterModel ForecastActual95% RangeYoY GrowthStatus
Q4 2025 $7.9B $9.3B $7.2B – $8.6B +2.4% ✗ Outside range
Q1 2026 $7.7B $6.7B – $8.7B -2.2%
Q2 2026 $7.7B $6.5B – $8.9B +0.9%
Q3 2026 $8.0B $6.6B – $9.4B -12.8%
Q4 2026 $8.0B $6.4B – $9.5B -14.1%

Seasonal Factors

Multiplicative seasonal adjustment: These factors capture Hewlett Packard Enterprise Company'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 QuarterSeasonal Factorvs TrendInterpretationObs.
FQ1 (Sep–Nov) 1.0879 +8.8% +8.8% above trend 2
FQ2 (Dec–Feb) 1.0218 +2.2% In line with trend 10
FQ3 (Mar–May) 0.9625 -3.7% -3.7% below trend 10
FQ4 (Jun–Aug) 1.0017 +0.2% In line with trend 10

How Spending Drives Revenue

HPE Spending Timing
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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Data sourced from SEC EDGAR XBRL filings. Model: ARDL (linear) with 36 quarters. This analysis is for informational purposes only and does not constitute investment advice.

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