Hi Tracey,

At this moment, you can't download the student responses in New Quizzes. If you check the roadmap, you can see it's coming in the future. I know it's probably not a good alternative, but you can check the individual's responses on the Moderate page. 

Please keep an eye on the product blog for further updates on the topic.