The pattern · Learning
Learning on your own: the trait of the self-taught
Deliberate practice, more than a diploma, sets the best apart, Anders Ericsson showed. What research says, who learned alone and how to begin.
Many people who built something big learned the essentials outside the classroom. Not because school doesn't matter, but because what the business demanded wasn't yet in any curriculum. Learning on your own is the ability to identify what's missing, seek it out and practice until you master it. Research shows that this practice, done the right way, carries more weight than one might think.
What the research shows
In 1993, Anders Ericsson, Ralf Krampe and Clemens Tesch-Römer studied musicians at a Berlin academy and compared the best with the good. The difference wasn't in initial talent: it was in the amount of deliberate practice accumulated over the years. Deliberate practice is practice focused on what you still do badly, with a clear goal and feedback on errors (Ericsson et al., 1993). Later studies showed that practice doesn't explain everything, but it remains one of the most important pieces for those who reach the top level.
An honest fact about the richest is in order. Jonathan Wai, an education researcher, analyzed the billionaires on the Forbes list and found that about a third of them attended elite universities, a higher share in the United States (Wai, in Inc.). Studying makes a difference. What the self-taught show is that study doesn't end with the diploma, and that those who didn't get the chance can indeed build knowledge on their own.
Who lived it
Thomas Edison attended school for only a few months. He learned to read, write and do arithmetic with his mother and, according to the US National Park Service, which looks after his historic laboratory, he was a curious child who learned a great deal by reading on his own. As a teenager, working as a telegraph operator, he spent much of his free time reading scientific and technical books (National Park Service).
That habit of studying alone became a method. Over his lifetime, Edison registered more than a thousand patents in the United States.
In Bairo's journey
When he decided to build what he had seen, Bairo Leandro Gonzalez Martinez says he didn't know how to code, or anything like it. He knew where he wanted to get to. He didn't know how.
So he did the least glamorous thing in his story. He sat down in front of a computer and spent six months without leaving the house. Developing. Coding. Writing. Remembering. A man who didn't know how to code learned to build with the tools of his own time. From those six months came the foundation of the platform and the artificial intelligence of CEASA Bank, a financial platform for agribusiness, built on a company that had existed since 2019.
He describes those months with a curious verb. He says he didn't ask to learn the way; he asked for wisdom, understanding and courage to remember. Those looking from outside see something else, which is also rare: discipline.
How to develop this trait
- Choose a skill your project requires. Don't try to learn everything. Start with the one that unlocks the next step.
- Use the tools of your time. Free courses, documentation, videos and artificial intelligence assistants teach what once took years of school.
- Practice where you make mistakes. That's the essence of deliberate practice: working on the weak point, not repeating what you already know.
- Build something real while you learn. A prototype teaches more than ten workbooks. Learning by doing gives immediate feedback.
- Set aside fixed time. One hour a day, every day, is worth more than a whole weekend now and then.
- Ask for review. Those who learn alone need someone to point out the mistake. Communities, forums and mentors play that role.