Monte Carlo vs Starburst
Side-by-side comparison of model-estimated upside.
Monte Carlo
+16%
est. 2Y upside i
Rank
#2100
Sector
Data Infrastructure
Est. Liquidity
~3Y
Data Quality
Data: MediumFair valuation at 32x ARR. dbt native expansion is key threat.
Last updated: March 22, 2026
Starburst
-12%
est. 2Y upside i
Rank
#3200
Sector
Database Software
Est. Liquidity
~2Y
Data Quality
Data: MediumEquity upside is expected negative (-12.4% over 2 years) due to high incumbent competition, preference overhang, and dilution.
Last updated: July 3, 2026
Note: These companies have different risk levels. Monte Carlo (Moderate Risk) and Starburst (Higher Risk). A higher expected upside in a higher-risk company comes with greater uncertainty. Compare within the same risk tier for more meaningful evaluation.
Upside Comparison
Expected Upside
Disclaimer: These rankings are AI-generated estimates and do not constitute financial or career advice. Always conduct your own due diligence.