Preheat oven to 350°F (180°C). Line a large cookie sheet with parchment paper and oil the paper with cooking oil spray. Set it aside.
In a mixing bowl or the bowl of a stand mixer, add egg and brown sugar until well combined.
Using a hand whisk or the stand mixer's whisk attachment, beat on low speed until well combined - it takes 30 seconds.
Add the natural peanut butter and baking soda. Switch to the paddle attachment if using a stand mixer, or use a rubber spatula to stir peanut butter into the egg mixture. It should come together into a cookie dough ball.
Form 12 cookie dough balls of about 1 inch. Roll each ball into brown sugar (optional), then place them onto the prepared cookie sheet leaving half a thumb of space between each.
Use the back of a fork to lightly press the cookie dough balls twice, in opposite directions, to form a crisscross shape on top of the balls.
Bake in the center rack for 10-15 minutes until golden brown on the sides.
Cool the peanut butter cookies for about 10 minutes on the cookie rack.
Slide a spatula under each cookies to transfer to a cooling rack. They firm up as they cool down and reach room temperature.