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The 74 published an opinion article outlining five ways parents and educators can help students learn: change ineffective study habits, practice recalling and applying information, respond to setbacks with new methods, revisit older material and use tutors or AI that guide rather than give answers. The author supports the recommendations with personal experience and cites a 2025 study of about 1,000 high school students; the article does not provide the study’s full details or establish that the steps work for every student.
The 74 has published an opinion article setting out five steps for helping children learn, from practicing recall to revisiting older lessons and choosing tutors that ask questions instead of providing answers. The author, a learning-software developer who says he has worked in the field for about 25 years, argues that changing how students practice can matter more than simply asking them to study longer.
The author describes learning as most effective when a student is working just beyond what they can do independently. He calls this the “Learning Goldilocks Zone” and connects it to the research concept known as the zone of proximal development. The article’s five recommendations are to replace passive rereading with active practice, treat mistakes as useful feedback, change methods after poor results, return to material students have forgotten, and use tutors that guide students through problems rather than answer them.
For studying, the author recommends turning notes and reading into questions, then practicing answers on different days. He says rereading and highlighting can make material feel familiar without showing whether a student can recall, explain or apply it. In his account, practice should include retrieving information, trying it in different forms and correcting errors. He suggests that families ask what a student got wrong and what they understand now, rather than relying only on whether they studied.
The article also draws on the author’s experiences building learning software and working with students. He recounts helping high school students fill gaps in math and English, and says they reached grade level after eight months. He also cites a randomized 2025 study involving about 1,000 high school students: unrestricted GPT-4 access reportedly improved performance during practice but reduced exam performance, while an AI tutor offering hints and feedback produced better results. The source article does not supply the study’s title, authors or publication details.
Changing Practice, Not Just Study Time
The recommendations speak to a common problem for families and schools: students can spend considerable time studying without retaining information or applying it on tests. The article’s central distinction is between feeling familiar with material and being able to recall and use it. That framing shifts attention from how long a student studies to what the student does during that time.
The argument also has relevance as schools and families consider AI learning tools. If a tool gives answers immediately, students may complete practice without doing the thinking the author considers necessary for learning. Tools that ask questions, offer hints and respond to incorrect attempts may support a more active role for students, though the article’s account alone cannot establish which products work best or for whom.
For parents, the proposed role is not to become a subject expert or police every assignment. The author urges adults to support a child’s ability to improve, help change a method that is not working and recognize progress. That advice is an opinion-based recommendation, not a guarantee of academic results.
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From Study Software to AI Tutoring
The author says his first learning software shipped on a CD-ROM with a McGraw-Hill textbook about 25 years ago. He later developed apps and AI-based learning tools. He writes that this work led him to focus on how study strategies can be built into systems, while arguing that the basic demands of learning have not changed.
Several examples in the article illustrate the five steps. The author says he improved his own college grades after switching from rereading and cramming to making questions and practicing answers on separate days. He also describes students who memorized flashcards but struggled when exam questions presented the same material differently. These are personal accounts from the opinion author; the article does not present them as a controlled evaluation of the methods.
““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, a learning-software developer
Evidence and Study Details Missing
The source presents a summary of a 2025 randomized study but does not identify the researchers, study venue, methods, exam measures or size of the reported effects. It says unrestricted GPT-4 access improved practice performance but reduced exam performance, and that an AI tutor using hints and feedback produced better results; the article does not provide enough information to independently assess those findings or determine how broadly they apply.
The author’s accounts of students reaching grade level and of his own academic improvement are also not accompanied by detailed records or comparison groups in the source. The piece is explicitly an opinion article, and its five recommendations should be understood as the author’s conclusions rather than a formal review of all evidence. It is not clear how the strategies might need to change for different ages, subjects or learning needs.
Questions for Schools and Families
The article does not announce a new program, policy or product, and it gives no date for a follow-up study or other next milestone. Its immediate recommendation is for parents and educators to look at whether study routines produce recall and understanding, and to change the approach when they do not.
For AI tutoring, readers would need the full 2025 study and evidence from further evaluations to compare answer-giving systems with tools that provide hints and feedback. Families weighing a particular app can ask whether it requires students to attempt problems, explains mistakes and encourages another try. The author’s final appeal is for adults to avoid treating a poor grade or learning gap as a verdict on a child’s ability, while recognizing that improvement may require a different method and sustained support.
Key Questions
What five steps does the opinion article recommend?
It recommends active recall instead of relying on rereading, treating mistakes as feedback, changing study methods after poor results, revisiting older material and using tutors that guide students without immediately giving them answers.
What does the author mean by the “Learning Goldilocks Zone”?
It is the author’s phrase for work that is challenging but still manageable. He connects the idea to the zone of proximal development and argues that tasks that are too easy or too difficult are less useful for learning.
What does the article say about AI and student performance?
The author cites a randomized 2025 study of about 1,000 high school students, saying unrestricted GPT-4 improved practice performance but reduced exam performance, while an AI tutor using hints and feedback produced better results. The article does not include the full study citation or detailed results.
Does the article prove the five steps work for every child?
No. It is an opinion article drawing on the author’s experience and a brief description of one study. It does not establish that the same strategies will work for every student, age group or subject.
Source: the74million.org
