The 3 filters that flagged $CVNA, $APP, $W, and $ROKU in the year before each lost 80%+:
Top quintile organic asset growth (ex-acquisitions)
Top quintile external financing as % of prior-period assets
Top quintile EV/Sales
The basket of 30 similar names rebalanced annually lagged SPY by 3.4 pp annualized over 9 years.
Even through a favorable period for aggressive corporate investing too.