Aquajogger’s website makes an interesting point about lung capacity when you are immersed in water:

The combined effect alters pulmonary function, increases the work of breathing and changes respiratory dynamics. In fact, expiratory reserve volumes decrease by 75 percent at neck immersion, with vital capacity decreasing only slightly.

Instead of ‘water jogging’ however, just plain swimming will have the same effect.