Set the oven to 400°F (204°C). Scatter the diced potatoes across a large rimmed sheet pan. Drizzle the olive oil over the potatoes and sprinkle with the salt, pepper, garlic powder, smoked paprika, cumin, and chili powder, if using. Mix thoroughly using your hands to ensure each piece is evenly coated.