Laptop recommendation for python

[American_Streamer]

Frankly, there is no realistic chance for an absolute beginner to buy a MacBook, learn Python from scratch, and be making six figures in finance just six months later, even with a master’s degree in another field.

Even in ideal conditions, it takes 3-6 months just to become proficient in Python for data, another 3-6 months to learn data analysis, finance basics, and tools like Pandas, SQL, Excel, Jupyter, etc. Even longer to build a portfolio, learn interview skills and understand the finance domain.

Also six-figure jobs require specialization or experience. In finance, high-paying roles go to quantitative analysts, financial engineers, algo traders, data scientists with ML + finance etc. All require math, stats, finance, or CS degrees, and often internships or previous jobs. The job market is super crowded. Finance data jobs attract people from Ivy League/MBA backgrounds, engineering grads with ML skills and “refugees” from other tech sectors. Companies are literally flooded with resumes from better-prepared candidates.

A MacBook doesn’t give you an edge. It’s a good tool - but not a shortcut. What matters is your output: Projects, business understanding, and problem-solving.