Step 1: Recall the composition of Earth's atmosphere.
Earth's atmosphere is a mixture of several gases in fixed proportions. Knowing the approximate percentages is key here.
Step 2: Compare the options by percentage.
Nitrogen makes up about 78% of the atmosphere. Oxygen accounts for about 21%. Argon is roughly 0.93%, and Carbon Dioxide is only about 0.04%.
Step 3: Identify the correct answer.
Nitrogen is by far the most abundant gas in Earth's atmosphere, making up nearly four-fifths of all the air we breathe every day.
\[ \boxed{\text{Nitrogen}} \]