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The 74 published an opinion essay outlining five ways to help students learn: make studying active, treat mistakes as useful feedback, change ineffective methods, revisit older material and use tutors or AI that prompt rather than supply answers. The author draws on personal experience and cites a 2025 study, but the article’s examples and recommendations do not establish that every approach will work for every student.
The 74 has published an opinion essay arguing that students are more likely to retain and use what they learn when studying involves recalling information, correcting errors and revisiting older material—not just rereading notes. The author, an educational-software developer who says he has spent two decades building learning systems, also urges parents to look for tutors and artificial-intelligence tools that guide students through problems instead of giving them answers.
The essay organizes its recommendations around what the author calls the “Learning Goldilocks Zone”: work that is challenging enough to require effort but not so difficult that a student gives up or guesses. The concept is related to the zone of proximal development and desirable difficulty, terms used in learning research. The author’s central claim is that learning strategies are widely known, but putting them into practice takes time and sustained effort.
His five steps are to make studying active by turning notes into questions and answering them on different days; treat difficulty and practice errors as part of learning; respond to a disappointing test by changing the study method rather than simply adding hours; revisit earlier material to address gaps; and choose tutoring tools that ask questions, offer hints and give feedback. The essay contrasts recall and application with rereading, which can make material feel familiar without showing whether a student can explain or use it.
The author illustrates the points with accounts from his career. He writes that some students using his systems learned flashcards but struggled when test questions presented the same material differently. He also describes working with high-school students who had substantial math and English gaps, and says that after eight months of revisiting missing material and learning study methods, they were performing at grade level. Those are the author’s accounts; the essay does not provide enough study details to assess how broadly the results apply.
How Study Habits Shape Retention
The essay shifts attention from how long a student studies to what the student does while studying. That distinction matters to families and educators deciding whether a child needs more time, a different method, help filling learning gaps or some combination of those supports. If a student can recognize information while reviewing but cannot recall or apply it later, familiarity may be masking an incomplete understanding.
The article also cautions against treating a poor grade as proof that a student lacks ability. The author argues that a failed test can reveal a mismatch between a student’s study method and the task, and that simply urging the student to work harder may reinforce the same ineffective routine. His emphasis on changing methods rather than blaming the learner is an argument for responding to performance with diagnosis and support, not just more repetition.
For schools and parents, the AI discussion adds a practical question: does a tool build independent problem-solving, or make it easier to bypass it? The essay’s account of a 2025 study suggests that practice scores alone may not show whether students can perform without assistance. That distinction is relevant as schools and families weigh educational technology, though the article does not settle which products or approaches are most effective across subjects and ages.
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From Flashcards to AI Tutors
The author traces his work to an early learning program distributed on a CD-ROM with a McGraw-Hill textbook about 25 years ago. He says he left a Ph.D. program in learning science after concluding that research-based study strategies could be built into software. In his account, that software later became an app and then AI capable of accompanying a student to class.
Across those projects, he says, the delivery technology changed while the basic challenge remained: students need to work on material they cannot yet handle easily on their own. He describes an early flashcard system that helped learners memorize cards but did not necessarily prepare them for differently worded exam questions. That experience informs his distinction between recognizing information and being able to retrieve, explain and apply it.
The essay also connects learning gaps to time. The author says students can move through school while missing knowledge from earlier years, leaving later topics harder to understand. He argues that returning to foundational material is not a judgment about ability but a way to address what has not stuck. The article offers these experiences as support for its recommendations, rather than as a controlled comparison of all five steps.
““The real question is who or what will carry some of that workload for students.””
— The essay’s author
What the Essay Does Not Establish
The essay refers to a randomized 2025 study of about 1,000 high-school students. It says unrestricted access to GPT-4 improved practice performance but reduced exam performance, while an AI tutor that supplied hints and feedback rather than answers produced better results. The source material does not identify the researchers, publication, study duration, exam measures or size of the differences, so those details cannot be independently assessed here.
It is also unclear how much the essay’s reported student outcomes would transfer to other schools, subjects or learners. The account of students reaching grade level after eight months does not include a comparison group or further assessment information. The essay presents one author’s experience and recommendations; it does not show that each step works equally well for every student or establish how schools should implement them at scale.
How Families Can Apply the Advice
The article does not announce a program, policy change or follow-up study, and it gives no publication date in the supplied material. Its immediate recommendation to parents is to ask what a student got wrong, what they understand now and whether their current study approach is helping them recall and apply material—not only whether they completed a study session.
Families considering a tutor or AI tool can use the essay’s test of whether the student is being asked to think, attempt an answer and respond to feedback. The source does not name particular products or offer a formal evaluation checklist. For educators and readers assessing the study claim, the researchers, methods and results behind the cited 2025 trial would be useful next points to verify.
Key Questions
What are the five steps in the essay?
The author recommends active recall, learning from practice errors, changing methods after a poor result, revisiting earlier material and using tutors or AI that provide hints and feedback instead of simply answering for the student.
Why does the author warn against relying on rereading?
He argues that rereading can make information feel familiar without showing whether a student can retrieve, explain or apply it. He recommends answering questions and using material in different ways as practice.
What does the essay say about AI tutoring?
The author cites a randomized 2025 study of about 1,000 high-school students, saying unrestricted GPT-4 access improved practice performance but reduced exam performance, while an AI tutor using hints and feedback produced better results. The supplied article does not provide the study citation or detailed results.
Does the essay prove these methods work for every child?
No. It presents the author’s experience and recommendations, along with a brief account of one study. The article does not establish that the strategies have the same effects for every student, subject or school setting.
Source: the74million.org
