It could very well be that. Calcium is important for both egg shells and the reproductive tract.
Adding a little organic ACV to the water helps them assimilate the calcium too.
Here's some egg quality info.
http://www.thepoultrysite.com/publications/1/egg-quality-handbook/38/preface