Private equity expert witnesses analyze fund formation, leveraged buyouts, portfolio company performance, and exit strategies. They are often investment professionals, valuation analysts, or corporate finance executives who assess deal structures, fiduciary duties, fee arrangements, disclosure practices, and compliance with industry and accounting standards.