Hi Kevin, the liquid private equity alternatives can be replicated efficiently via small cap value-focused smart beta ETFs (or funds), which are available at very low cost. The portfolio that sorts for small, cheap and levered stocks could be easily replicated via stocks, but is perhaps more difficult to find as an ETF or fund. However, the analysis also highlights that most PE returns were already captured by screening for cheap and small stocks, adding leverage did not contribute significantly more.