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It's impossible to give a sensible answer without mechanical design of your case.
In general hotter air tries to raise and air gets hotter in its circuit inside cabinet.
Air circulation is mostly constrained by physical obstacles and set in motion by fans.
This means you should rotate your box in such a way the airflow is generally from bottom to top to get some help from hot air, if you do the reverse fans will have to work against "hot air raising".
Not really.
We need to understand how air circulates an this means to have position and orientation of all "barriers" (cards, cables, passive radiators, CPU cooler, etc) you have.
It would be easier if you give model of your cabinet and card positions (current and "future" configuration).
Otherwise best we can say is "it's best to have vertical, bottom-to-top, unimpeded airflow".
On a lot of recent mini ITX designs it's basically necessary though and allows you to be able to use some of the beefiest cards so for those situations hell yes I would do it otherwise the card would just cook itself over time.
Here is my case but the website is in persian so you have to translate most of it
If you have something like the Fractal North with the mesh side panel, you can vertically mount your GPU and install a side-mounted fan bracket to blow air from directly outside the case directly into the GPU.
That card it probably would run the same in either position due to how the fins are, they go from front to back, rather than side to side like most.
Also how hot is hot to you? A GPU can safely go to 80C even more or some models, With that cooler that 3060 shouldn't be getting to uncomfortably hot, Also sometimes some manufactures will set a fan profile optimizing it for sound than cooling performance, probably better off using MSI Afterburner, or EVGA Precision X which can be downloaded from steam, free and works on all Nvidia cards, can use either of them to control and set a more aggressive fan curve.
If your setup resembles what in picture, including AIO water cooling, then surely yes, mounting vertically (as shown in picture) will help.
Just make sure lower fans (those in PSU) are sucking air from bottom and upper fans (those in AIO water cooler) go in the same direction suck from below and spit above).
They should **help** air to move from bottom (where dust filters are) to top and out.
Just the same you should have intake from front and exhaust from back.
Mounting board horizontally would create a barrier air need to work around (in spite of GPU fans).