I live at 7,400 ft. in elevation and haven't yet seen any problems with my 4310. Have about 104 hrs. on the tractor so far, since I bought it in July.'
I run a 513 rottary cutter on about 3 acres of heavy meadow grass with no problems. Also run a 47 back hoe and use the tractor to move a 26' enclosed trailer that weighs about 4,200 lbs. up and down an 8 percent dirt drive all the time.
Last week it pulled the trailer from the front of my house, out on to the street and up the other side through 16" of snow, had to lock the rear diff., and it took a couple tries to get up the last steepest area, but never ran out of power.
Has always started, took a couple of tries when it was -2 one morning, but I don't have a block heater on it either.
Mine is the Power Reverser tranny and with 12 gears to choose from, I have only run out of power on the road in the highest gear, trying to drive up a 7% grade at high speed, had to shift down one gear, but kept going well after that.
I also have an old 16 hp. MF 1010 with a hydro tranny. I do notice a lack of power at this altitude with the little tractor, but not with the new JD 4310.
I have never run the tractor at less than 6,000 ft., so don't have a real comparison for the performance difference at lower elevations.
I would not worry about lack of performance with a change in altitude. If the 4310 is big enough to do your chores at 1,000 ft. it will still do them at 7,000.
Good luck,
DT