The linked article seems to mis-represent the findings of survey. Instead of 40% not finding jobs, the actual percentage of those still looking for work is 11.9%.
In other words, in June of the year (in which a student just earned his or her PhD a few weeks earlier in May), only 11.9 percent are still looking for jobs.