TECH & AI3 April 2026· 16 min
Private Equity: Automated Acquisition Target Scoring — The Algorithmic Edge
How leading PE firms are deploying ML-driven scoring engines to source, rank, and prioritize acquisition targets 60% faster than traditional methods. A practitioner's methodology with benchmarks, case studies, and a 5-tier implementation roadmap.
SOURCES
[1]Preqin Global Private Equity Report 2024 — Dry Powder & Deal Activity Benchmarks
[2]Bain & Company Global Private Equity Report 2024 — Deal Process Timing & Competitive Dynamics
[3]McKinsey & Company: 'The State of Private Equity' (2023) — Proprietary vs. Intermediated Deal IRR Analysis
[4]PitchBook-NVCA Venture Monitor Q1 2024 — Private Company Universe Data
[5]Gompers, P., Kaplan, S.N., & Mukharlyamov, V. (2022). 'Private Equity and Human Capital Risk.' Journal of Financial Economics — Management Quality & Deal Performance