Deciding to layoff or not is a complex decision. Here the article only looks at Companies that did layoff. Although more difficult, would be interesting to also look at companies that also made this decision and decided not to layoff. Essentially widening the group of Companies evaluated to one step before the layoffs/no layoffs decision is made.