TL;DR
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The 74 published an opinion article outlining five approaches to help students learn: use active recall, treat practice errors as useful, change ineffective study methods, revisit older material and favor tutoring that prompts students rather than supplying answers. The author supports these recommendations with personal experience and cites a 2025 study of about 1,000 high school students; the supplied material does not include the study’s full methods or publication details.
The 74 has published an opinion article setting out five ways to help children learn, including practicing recall, changing study methods that fail and using tutors or AI tools that offer hints instead of answers. The author, a learning-software developer who says he has spent two decades building learning systems, argues that effective support should make students do the thinking rather than simply feel familiar with the material.
The author’s central idea is that learning works best when tasks are challenging but still manageable. Drawing on the research term zone of proximal development, he calls this range the “Learning Goldilocks Zone”: work that is too easy may produce little learning, while work that is too difficult can lead students to give up or guess. The article presents this as the framework behind its five recommendations, not as a new research finding.
First, the author recommends turning notes and reading into questions and answering those questions on separate days. He contrasts active recall with rereading, highlighting and cramming, which he says can make information feel familiar without helping students recall or apply it. He also urges parents and students to pay attention to what was misunderstood during practice and what the student can explain afterward.
The remaining recommendations are to change approaches after poor results rather than simply study longer; revisit older material to address knowledge gaps; and choose tutoring tools that ask questions, provide feedback and invite another attempt. The author says study strategies can require considerable time and asks who or what can take on part of that workload. He frames a parent’s role as supporting a child’s confidence and helping them find a more effective method, rather than policing homework.
How Practice Shapes Student Learning
The article matters because it challenges a familiar measure of studying: time spent with books open. The author argues that recognition is not the same as recall or understanding, and that practice should ask students to retrieve ideas, apply them in different ways and correct errors. For families and educators, that shifts the focus from whether a child studied to what the child can now explain or do.
Its recommendations also have implications for education technology. As AI tools become available to students, the author distinguishes between systems that supply answers and those that prompt students to think and try again. The article’s cited study suggests that access to answers may improve practice performance without improving exam performance, but the source material gives limited detail about the research. The distinction is relevant to parents, schools and developers deciding how tutoring tools should work.
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From Study Habits to AI Tutors
The author says his first learning software shipped on a CD-ROM bundled with a McGraw-Hill textbook about 25 years ago. He describes the product’s evolution into an app and later AI-enabled learning tools, while arguing that the underlying learning process has not changed. The article draws on his work building these systems and on personal accounts of struggling with ineffective study habits as a college student.
To support the case for revisiting material, the author recounts working with high school students in special education classes who, he says, had accumulated gaps in math and English after falling behind earlier in school. He reports that, after the students reviewed missing material and learned study methods, they were performing at grade level eight months later. This is the author’s account of his work, not an independently documented evaluation in the supplied material.
The article also cites a randomized 2025 study involving about 1,000 high school students. According to the author, unrestricted GPT-4 access improved performance during practice but reduced exam performance, while an AI tutor offering hints and feedback produced better results. The source material does not identify the researchers or provide the study’s methods, effect sizes or publication venue.
“If the work is too easy, the student learns nothing. If it is too hard, the student gives up or guesses.”
— The article’s author
What the Evidence Does Not Show
The supplied article does not provide enough information to independently assess the 2025 randomized study. Its researchers, methods, exam measures, effect sizes and publication details are not included. The author’s description therefore supports reporting what he says the study found, but not broader conclusions about all AI tools or students.
The article’s accounts of students reaching grade level and nursing students changing their study methods are also presented as the author’s experiences. The source material does not include comparison groups or independent evaluations for those examples. It is not clear how broadly the five recommendations work across subjects, ages, disabilities or classroom settings, or how much time and support families need to apply them.
Applying the Five Recommendations
The article does not announce a policy change, new program or follow-up study. It closes with practical questions for parents: help a child change the method when effort is not producing results, revisit material that has been forgotten and look for tutoring tools that give feedback without doing the work for the student.
To judge how widely the advice applies, readers would need more detail on the cited research and evidence from other settings. For now, the article presents the five steps as the author’s recommendations, grounded in learning-science concepts, professional experience and a study he describes.
Key Questions
What are the five steps in the opinion article?
The author recommends using questions and spaced practice, treating mistakes as useful feedback, changing methods after poor results, revisiting older material and using tutors that offer hints rather than answers.
What does the author mean by the “Learning Goldilocks Zone”?
It is the author’s name for a level of work that is challenging but still manageable. He connects the idea to the zone of proximal development and argues that work that is too easy or too difficult is less productive.
What did the cited 2025 study find about AI?
According to the author, a randomized study of about 1,000 high school students found that unrestricted GPT-4 access improved practice performance but reduced exam performance. An AI tutor that gave hints and feedback instead of answers produced better results, the author says. The supplied material does not include further study details.
Does the article say parents should become tutors?
No. The author says parents do not need to master learning science or police homework. He encourages them to support their child, help change a method that is not working and reinforce the belief that the child can learn.
Source: the74million.org
