Yeah, it definately makes a big difference. As mentioned by some of the others, the SD card's speed rating or class makes a huge difference as well.
To give you some idea, I have the Note 3 (SM-900A) which has a Micro USB 3.0 connector. When transferring a large file across from my computer, i...