Pixel art is definitely a balance of real life study and stylization, especially for tiny sprites like these. I'd reccomend doing life studies as well as checking out some existing sprite styles that might be good reference.
I feel like Stardew Valley sprites might be a good place to start since these are pretty similar style-wise. :0