The article talks about more than education but education is the most important part.
Mexico has far more government interference in the economy and far more government ownership of the economy, if they had as much wealth as America they would have a much greater percentage of government spending.
Their revolutions and governments have been socialist/communist since the 1800's and their culture is far less liberty oriented.