The amount of compressor run time should change whether or not you have stuff inside.
Is your fridge empty or full, and if full, with what?
The figures above were for the fridge having reached dynamic steady-state, meaning everything inside and the fridge itself no longer change temperature on average through the cycles. At that point, the compressor will only need to take care of the heat losses through the insulation. These should not depend dramatically on what is inside and so the average duty cycle should not change very much based on content after steady state is reached, I would think. The temperature swings inside may be different though because of variations in thermal mass. This may mean different individual run times but not so much different average duty cycles I think. I may do a measurement of this when it's empty.
The duty cycle will, however, depend a lot on the ambient temperature and the setting, of course.
As stated, the fridge is full. Of food and ice, the latter to increase the thermal mass. Mostly nice carnivore delights.
And for those interested, I'm measuring the standby draw (compressor not running) at 5.7W when on 120V AC. Looks like the fan is also off when the compressor is off btw. So about 5 or 6W may be the lowest draw experienced on AC it seems, which is not trivial. That doesn't mean it'll be that much in DC, though, because of the AC/DC circuitry particulars (which I'm curious about).
If that helps, for practical use keep in mind that the average temp of the food in the fridge will not be exactly the setting temp displayed. Mine is quite a bit lower. Going from memory, I think I needed to set it to 38F to get something like 34F or so average actually inside. If I set it to 34F it will freeze water and (much worse) possibly break bottles of good stuff, so watch out... Could be due to calibration issues or to the location of the thermistor. YMMV. Easy to figure out, though.
Btw, repeating myself but can't say enough good things about having a wireless thermometer when using one of those things, especially one with an alarm. You really don't want to be in the desert for a week and discover belatedly the fridge stopped working the evening before and everything is now thawed or warm...