Applovin Corporation APP

Revenue Intelligence Report • 24 quarters of SEC filing data • Updated 2026-03-15

R&D spending drives revenue growth, with the model assuming $1 of R&D yields $5.86 in long-run revenue, while $1 of SG&A reduces long-run revenue by $3.06. The model is linear, estimated on 24 quarters of data, and reports a 6.5% MAPE indicating moderate accuracy. In holdout testing, the model predicted about $1.8B versus actual $1.3B, a 33.9% miss that highlights some risk in near-term forecasts. The FY revenue forecast is $9.0B, up 64.5% year over year, signaling a strong growth outlook but investors should weigh the model risk and SG&A drag when sizing upside.

Investment Thesis

The econometric model achieves strong accuracy (6.5% MAPE), suggesting Applovin Corporation's revenue trajectory is well-characterized by its spending patterns. Every $1 of R&D investment is associated with $5.86 of revenue, indicating efficient capital deployment in innovation.

Next FY Revenue
$9.02B
+64.5% YoY
R&D Multiplier
$5.86 per $1
SG&A Multiplier
$-3.06 per $1
Model Accuracy
6.5% MAPE
Holdout validation: The model predicted $1.8B vs the actual $1.3B — an error of 33.9%.
⚠ 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 ($1.3B) came in 34% below the spending-based forecast ($1.8B). This suggests spending is not yet translating to revenue at historical rates.

Revenue Forecast

APP Revenue Forecast

Quarterly Detail

QuarterModel ForecastActual95% RangeYoY GrowthStatus
Q4 2025 $1.8B $1.3B $1.6B – $1.9B +187.9% ✗ Outside range
Q2 2026 $2.0B $1.8B – $2.2B +34.1%
Q3 2026 $2.2B $1.9B – $2.4B +72.4%
Q4 2026 $2.3B $2.0B – $2.6B +66.5%
Q1 2027 $2.5B $2.2B – $2.9B +88.9%

Seasonal Factors

Multiplicative seasonal adjustment: These factors capture Applovin Corporation'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) 0.9957 -0.4% In line with trend 5
FQ2 (Dec–Feb) 0.992 -0.8% In line with trend 4
FQ3 (Mar–May) 0.949 -5.1% -5.1% below trend 5
FQ4 (Jun–Aug) 1.0457 +4.6% +4.6% above trend 5

How Spending Drives Revenue

APP 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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