Preheat your oven to 350°F (175°C). Line a muffin tin with cupcake liners.
In a large mixing bowl, whisk together the flour, baking powder, baking soda, salt, cinnamon, nutmeg, and ginger. Set aside.
In another bowl, mix the granulated sugar, brown sugar, and vegetable oil until well combined.
Add in the pumpkin puree, eggs, and vanilla extract to the sugar mixture, mixing until smooth.
Gradually add the dry ingredients to the wet mixture, stirring gently with a rubber spatula until just combined. Do not overmix.
Fold in the chocolate chips until evenly distributed throughout the batter.
Fill the cupcake liners about ⅔ full with the batter.
Bake in the preheated oven for 18-20 minutes, or until a toothpick inserted into the center comes out clean.
Allow the cupcakes to cool in the tin for about 5 minutes, then transfer them to a cooling rack to cool completely.
For a festive touch, top cupcakes with cream cheese frosting or a sprinkle of powdered sugar before serving.