Software Developer: main tradeoff
Strong long-term economics, but entry-level work is being reshaped faster than the occupation overall.
Data Scientist: main tradeoff
One of the fastest-growing occupations, but the work is converging with AI tooling and advanced analytics, making skill depth more important than the title alone.
Which should you choose?
Software Developer has the higher national median pay in the BLS data. Data Scientist has the higher projected 2024–2034 growth rate. The larger decision is whether you prefer the training path, work style, and occupation-specific tradeoffs of Software Developer or Data Scientist.