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@@ -108,6 +108,8 @@ I plotted median salary by age group to see whether earnings keep growing or pla
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  I compared total years of coding (including hobby) against years of professional coding to see if early starters earn more later.
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  ![Total vs Professional Coding Years](eda_coding_vs_pro_years.png.png)
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  **Finding:** Professional years matter much more than total years. A developer who started coding as a teenager but has 5 years of professional experience earns roughly the same as someone who started coding professionally at age 30 with 5 years of experience. The "hobby head start" doesn't translate into a measurable salary advantage at the same level of professional tenure.
 
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  I compared total years of coding (including hobby) against years of professional coding to see if early starters earn more later.
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+ ![image](https://cdn-uploads.huggingface.co/production/uploads/69d8c4ebac66ae8128c346d8/5VYs9N1hcpv6Df-6UE4Wi.png)
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  ![Total vs Professional Coding Years](eda_coding_vs_pro_years.png.png)
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  **Finding:** Professional years matter much more than total years. A developer who started coding as a teenager but has 5 years of professional experience earns roughly the same as someone who started coding professionally at age 30 with 5 years of experience. The "hobby head start" doesn't translate into a measurable salary advantage at the same level of professional tenure.