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Most things that people want to learn do not resemble language, golf or chess, but rather a game in which the generalist has an advantage. A hostile learning environment

Seemingly inefficient things are productive: expanding your horizons, giving yourself time, switching professions. 

early specialisation is a good idea if you want to become successful in certain fields, sports or professions. In fact, in some cases, it’s the only option. Take chess, for example: if you don’t start early, you won’t stand a chance at glory.

learning chess is not a good model for learning other things. Epstein explains this using the work of psychologist Robin Hogarth, who makes the distinction between friendly (kind) and unfriendly or hostile (wicked) learning environments.

In a friendly learning environment, such as chess, the rules are clear, the information is complete (all pieces are visible on the board), and you can (ultimately) determine the quality of every move. In other words, the feedback loop

friendly learning environments are the exception. The world is not as clear-cut as golf or chess. So early specialisation is often a bad idea. 

In hostile learning environments without repetitive patterns, mastery is much harder to achieve. The feedback loop is insidious. Unlike chess, experience does not necessarily make you better. You may stick with the wrong approach because you’re convinced it’s the right one. 

The better a teacher scored on their own subject (i.e., the higher the grades their students got in that subject), the more mediocre students’ scores were across the complete programme (all modules). The explanation? Those teachers gave their students rigidly defined education, purely focused on passing exams. The students passed their tests with high marks – and rated their teachers highly in surveys – but would fail later on. 

In learning environments without repetitive patterns, where cause and effect are not always clear, early specialisation and spending countless hours does not guarantee success. Quite the opposite, Epstein argues. Generalists have the advantage: they have a wider range of experiences and a greater ability to associate and improvise. (The world has more in common with jazz than classical music, Epstein explains in a chapter on music.)

Many modern professions aren’t so much about applying specific solutions than they are about recognising the nature of a problem, and only then coming up with an approach. That becomes possible when you learn to see analogies with other fields, according to psychologist Dedre Gentner, who has made this subject her life’s work.

Another advantage generalists and late specialists have is more concrete: you are more likely to pick a suitable study, sport or profession if you first orient yourself broadly before you make a choice.

Greater enjoyment of the game is one of the benefits associated with late specialisation, along with fewer injuries and more creativity.

which child, teenager or person in their 20s knows what they will be doing for the rest of their lives?

Persevering along a chosen path can also lead to other problems: frustrations about failure. If practice makes perfect, why am I not a genius? In a critical review,

The tricky thing about generalist long-term thinking versus specialist short-term thinking is that the latter produces faster and more visible results.

specialising in short-term success gets in the way of long-term success. This also applies to education.

(Another example: the on-going worry about whether or not students’ degree choices are "labour market relevant".)

Teachers who taught more broadly – who did not teach students readymade "prescribed lessons” but instilled "principles" – were not rated as highly in their own subject, but had the most sustainable effect on learning. However, this was not reflected in the results. These teachers were awarded – logically but tragically – lower ratings by their students.

the 10,000 hour gang has considerable power with their message "quitters never win, winners never quit".Epstein’s more wholesome message seems weak and boring in comparison. Some things are simply not meant for everyone, doubt is understandable and even meaningful, you can give up and change your choice of work, sports or hobby, and an early lead can actually be a structural disadvantage. 

"Don’t feel behind." Don’t worry if others seem to be moving faster, harder or better. Winners often quit.

Taking “stack” just means keeping a list of people who wish to participate—offer a question or comment—during the Q & A. Rather than anxiously waving your hand around and wondering if you’ll be called on, if you would like to participate, signal to me in some way (a gesture, a dance move, a traditional hand-in-the-air, meaningful eye contact, etc.) and I will add you to the list. However, we’re not just going to take stack, we are going to take progressive stack in an effort to foreground voices that are typically silenced in dominant culture. According to Justine and Zoë, two self-identified transwomen who were active in the movement, progressive stack means that “if you self-identify as trans, queer, a person of color, female, or as a member of any marginalized group you’re given priority on the list of people who want to speak – the stack. The most oppressed get to speak first.” As I take stack, I will also do my best to bump marginalized voices and those who haven’t yet had a chance to participate to the top.

As with any tool that confronts the effects of privilege and power head-on, the Progressive Stack makes some people uncomfortable

In a complete social and historical vacuum, level-playing-field equality is an excellent proposition. But in the actual lived world of our history, experiences, and interactions the idea of treating everyone uniformly “regardless of gender” or without “seeing color” simply strengthens already-entrenched inequalities

As the increasing number of targeted online harassment campaigns has shown us, once a concept or issue has traveled through the right-wing Outrage-Distortion Complex, there is little hope of reclaiming rational discussion. It’s been permanently stained. One might dismiss the frothing lamentations of white-genocide-via-classroom-pedagogy that bubble up from a subreddit, but the insidious trope of “reverse racism” has put its thumb on the scale enough to have distorted the conversation around the Progressive Stack

because the Progressive Stack calls attention to existing structures of inequality by replacing them with another structure entirely, it forces those of us who identify as white (and, particularly, male) to confront the ways in which we have been complicit in maintaining inequality

When you’re accustomed to privilege, even the suggestion of equality will feel like oppression

google “progressive stack.” Almost every result you get will take you to the fever swamps of right-wing Reddit and warmed-over piles of gamergate droppings. The common denominator is that “Progressive Stack” is simply anti-white “racism” dressed in fancy intellectual clothes

Giving up power, it turns out, is hard for some people. Especially when that power has been historically-constructed to be so pervasive as to render it unquestioned and indeed unseen in its hegemonic sway. Pierre Bourdieu calls this symbolic power: “For symbolic power is that invisible power which can be exercised only with the complicity of those who do not want to know that they are subject to it or even that they themselves exercise it”

It means there will be times when people who are not accustomed to their identity being a source of discomfort and exclusion will have to learn–in a managed and intentional space–what that feels like.

there will be friction and messiness and uncomfortable adjustments, because any education worth the name involves friction and messiness and uncomfortable adjustments

the issue is likely not that modern students are learning fewer digital skills, but rather that they’re learning different ones

STEM educators are increasingly taking on dual roles: those of instructors not only in their field of expertise but in computer fundamentals as well.

Directory structure isn’t just unintuitive to students — it’s so intuitive to professors that they have difficulty figuring out how to explain it.