The 68% That Started It
Failure is an excellent teacher.
A necessary boundary: By failure, I do not mean that struggle should be engineered carelessly or left unsupported. I mean that students need meaningful difficulty, honest information, and help deciding what to do next.
Some of my biggest assets have been developed through failure, struggle, frustration, and having to figure shit out. That philosophy is pervasive throughout my teaching, sometimes to the chagrin of my students, their parents, my bosses, my coworkers, and even my own family.
Last year, my daughter brought home a 68% on a math assessment. My wife was aghast. I have seen this scenario thousands of times as a teacher, so I had almost no emotional reaction to the number itself. A 68? Okay. She’s not there yet. We’ll figure out why.
My wife had a somewhat different interpretation. This was unacceptable. There was anger. There was frustration. There was talk about consequences. There was a general sense that something had gone very wrong. I tend to look at low grades differently. To me, learning is a process, not a product. She wasn't there yet. That didn’t mean she couldn’t get there.
My wife expected an A. So what was the solution? I committed to tutoring my daughter, come hell or high water. And I did. She worked hard. I worked with her. Her grades improved. Eventually she started bringing home A’s.
Good job all around. But my ability to help a fifth grader with math is only one part of the story. I have a pretty unique advantage because I am a teacher. I have enough content knowledge to help, but more importantly, I understand something about how learning works. What happened with my daughter reinforced a lot of what I already believed about failure. It also challenged some of those beliefs. That part may have been even more useful.
My Philosophy on Failure
I sometimes think about failure in a way that I probably should not say out loud to students or parents. I equate it with evolution. Selection pressure forces organisms to adapt. Those that adapt survive. Those that don't... well. You see why I don't normally use this analogy during parent conferences. A teacher probably shouldn't casually work the word die into a conversation about a seventh grader's science grade. So I usually use sports instead.
Do Athletes Train Hard or Easy?
I ask students: Do serious athletes train hard or easy? They usually say hard. Then: Do weightlifters lift heavy weights or feathers? Heavy weights, right? Do runners train by running feet or miles? Miles. No brainer.
The point is simple: Growth requires challenge.
I see it as a critical part of my job to challenge every student. That means students with IEPs, students with 504s, general education students, honors students, gifted students, struggling students — everybody. The level and type of challenge may be different, but there needs to be challenge. If a student spends an entire year in my classroom without ever feeling stretched, then I probably haven't done my job as well as I could have.
Unfortunately, students and parents are not always comfortable with that. At least once a year I hear some version of: But my child has always gotten straight A’s. Or: They've never struggled before; why do they have a problem in your class? Who says there is a problem? And my reaction is increasingly: Okay. Maybe now they are.
“They’ve Never Struggled Before”
Not every student responds to challenge on the same timeline. Many of the standards I teach are literally written in terms of what students should know by the end of middle school. To me, that acknowledges something important: These kids are works in progress. Sometimes they are not there yet. That can be very difficult to tell the parent of a kid who has always earned straight A’s.
But one advantage of having taught for a long time is that I can say with considerably more confidence than I could early in my career: Yes, I am confident that your student is currently performing at a B level. Or: Yes, right now this looks like C-level understanding. Or: Yes, your student failed that test. The grade isn't a punishment. It is a signal. The teaching begins when we help a student interpret it and decide what to do next.
Earlier in my career, though, I was much better at saying, They're not there yet, than I was at answering the obvious follow-up question: Okay. So what do we do about it? That has changed.
“Not Yet” Needs a Next Step
I am extremely fortunate. I work in a very good school district. I have what I would consider a dream job. Even on difficult days, I have enough support, stability, resources, and experience that I have been able to spend a lot of time digging into my own practice.
What do I actually want students to do? What does effective studying look like? What should happen when a student is working hard but not succeeding? What happens when the grade doesn't match the effort? What happens when the student wants an A but is behaving like a C student? What happens when a parent wants an A more than the student does?
Over time, I have developed much better answers. I've organized a lot of them into an effective study habits document that I share with parents before the school year and again at Back to School Night. And yet, inevitably, sometime three-quarters of the way through the year, a parent will approach me and say: What's going on?
So I send the document again. Then we talk about what the student is currently doing, what they aren't doing, what they could add, what they could change, whether they are practicing, checking their work, asking questions, and using the resources provided. The best parents sometimes say: You already shared this with me, didn't you? Yes. Yes, I did.
No secrets. No excuses. I told you so. I do not actually say: I told you so. But sometimes I will tell them: I'm thinking it.
Struggling Is Not Automatically Bad
All of this can sound harsh if it is taken out of context. But we're all supposedly after the same thing: Student growth. Straight A’s are wonderful. But straight A’s can also mean that a student is never being meaningfully challenged. If a student is struggling, part of me says: Good. Now we have somewhere to grow.
Again, I understand why parents don't necessarily enjoy hearing that. My wife certainly didn't enjoy hearing it when I said essentially the same thing about our own daughter. It was very easy for Teacher Me to say: She's not there yet. It was much harder when another teacher's gradebook was telling me the same thing about my kid. That experience forced me to examine what I actually mean when I talk about failure.
How I Approach a Struggling Student
My general approach is gentle, but direct. I don't think kids benefit from pretending everything is fine when it isn't. I also don't think they benefit from being made to feel like their struggle says something permanent about who they are.
So I try to start with questions. What are you doing right now? What are your study habits? How often do you review? Do you check your work? How do you prepare for assessments? Do you ask questions? Do you use the resources available to you? I'll often share my study habits document and ask: Which of these things are you already doing? Then: Which one could you add? Or: Which habit isn't working and needs to be replaced?
I also ask what they actually want. What's your goal? Do you want an A? Would you be happy with a B? Are your parents expecting something different from what you're expecting? Do you want me to reach out to someone at home? That matters, because sometimes the adults are trying to solve a problem that the kid does not currently care about solving.
Be Honest About Effort
I also try to be honest about effort. Not cruel. Not judgmental. Just honest. Sometimes I tell a student: I've taught a lot of students who put in about the same amount of effort you're putting in right now. Most of them tend to earn around the grade you're currently earning.
That is useful information. I can follow it with: I'm not mad at you. I'm not judging you. I think you're capable of doing better. I'm here to help. But I don't think it serves anyone to pretend that the current process is working when the evidence says otherwise.
Some students genuinely need to work more—or work differently—than other students. That is not fair. It is also reality. No one wants to be the kid who needs the extra work. I understand that. But if you want a particular result, you have to be willing to do what that result requires.
The Importance of “Yet”
One word I use constantly is: Yet. This is hardly an original idea. Carol Dweck’s work on growth mindset helped popularize the “power of yet”: treating current performance as a point on a learning curve rather than a permanent verdict.
You can't do it yet. You don't understand it yet. You haven't figured out how to study for this class yet. You aren't earning the grade you want yet. Yet matters because it keeps a current result from turning into an identity. A student who earns a 68 is not a 68 student. They earned a 68. That's information about a particular moment.
There is almost always time to improve. These are middle schoolers. They have an enormous amount of educational life ahead of them. No one is a finished product at 12 years old. Hell, adults aren't finished products. Professionals aren't finished products. I'm fifteen years into teaching and still regularly realize: Oh. I've been thinking about that wrong. Why would I expect a seventh grader to have everything figured out?
How I Talk to Parents of Struggling Students
A lot of the same principles apply when talking with parents, although sometimes parents are even more insecure about the situation than their kids. The first thing I want parents to understand is: I believe your child can improve. I try to communicate that with conviction. Not: Maybe they'll get better. More: They are going to improve. The question is how much, how quickly, and what we're going to do to help.
Then we talk about the process. I share the study habits document. I ask what they are already doing, which strategies they could add, what studying actually looks like at home, and whether they are truly studying or simply looking at a piece of paper while TikTok is open. Parents don't always know. That's okay. The goal isn't to blame them either. The goal is to figure out what is actually happening.
You’re the Professional. Act Like It.
One lesson I've learned over the years is that teachers need to speak with some conviction. You are a professional. You are the person who has seen hundreds or thousands of students. You are allowed to know things. That does not mean you are always right. It does mean you shouldn't abandon your professional judgment because a parent is upset that their child got a B.
Sometimes you have to stand your ground. Nobody wants to piss off a parent. But sometimes a parent is going to be pissed off regardless. Eventually you have to decide what you are willing to live with. Do you want to be the teacher who is afraid to give a low grade? Do you want to pass everyone along because confrontation is uncomfortable? Do you want to deny kids an opportunity to rise to a challenge?
Some of the best praise I've received from students and parents is: Your class was hard. Followed by: But I was really proud of what I did. That's the goal.
Middle School Kids Are Still Becoming People
If you teach middle school, sometimes you also need to reassure parents that nothing is necessarily wrong. A student struggling does not automatically indicate a learning disability. It does not necessarily mean the teacher is doing something wrong. It does not necessarily mean the parent failed.
Sometimes middle schoolers simply don't understand what effective effort actually looks like. Sometimes their priorities are misaligned. Sometimes they genuinely don't care as much about grades as their parents do. They're figuring out who they are, where they fit, what they're good at, what they care about, what they don't care about, and how much effort they're willing to invest in things adults tell them matter.
And I don't believe adults should care infinitely more about a kid's grade than the kid does. I am not going to beat up a child who doesn't care. At some point, they need to meet us halfway. Actually, I prefer at least 51%. It's their life. That 51% is a practical target, not permission for adults to disappear. A child’s low motivation may change the support we provide, but it does not eliminate our responsibility to keep a path open.
Some Kids Just Need More Time
I have watched difficult students completely turn themselves around, sometimes as early as eighth grade. Something clicks. They grow up a little. They begin to want more for themselves. They start giving the required effort. Sometimes a seventh grader's biggest academic intervention is aging.
You can occasionally see this physically. Some seventh graders still look like babies. And sometimes they act like babies. That's not an insult. They're twelve. They may simply not be mature enough yet to flourish in the way adults want them to. But most of them get there eventually.
Teach Parents How Your Class Actually Works
Another common thing parents tell me is: I can't help them because I don't know science. Or: I don't really understand how your class works. Fine. You don't necessarily need to know the science.
Ask to see the notebook. Flip through it. Does it look organized? Complete? Cared for? Are diagrams finished? Are notes there? Are assignments done? If the notebook looks like absolute shit, that may tell you something. Crap in, crap out.
I also show parents how the digital side of my classroom works. I post nearly everything: documents, slides, answer keys, extra practice, photos, videos, and approximately nine million YouTube links. You don't need to know seventh-grade life science to ask: Show me what your teacher posted. Show me your notebook. Show me how you're studying. That's enough to get started.
How Parents Can Approach a Teacher About a Struggling Student
Whether the news is good or bad, you want your child's teacher to be honest with you. If your student is struggling and you actually want to help them, the worst opening move is often: Why did you give my kid this grade? Especially if the conversation immediately becomes accusatory.
Teachers are people. If you attack someone, they may get defensive. Some will shut down. Some will say whatever is necessary to end the conversation. And even if they remain completely professional, you may have just made collaboration harder than it needed to be. So: Be nice. Be curious. Be part of the solution.
Ask: What are you seeing? What does my child seem to understand? Where are they struggling? What should they be doing differently? What can we reinforce at home? Blaming almost never fixes anything. Usually multiple people and multiple decisions contributed to whatever situation you're now trying to solve.
A Trade Secret: Your Kid Isn’t Perfect
I'm going to give away a major teacher trade secret: YOUR CHILD ISN'T PERFECT. Mine aren't either. Most students are not straight-A students. Statistically, most people are somewhere around average. That's basically what average means.
We have developed a strange educational culture in which a B can sometimes feel like a crisis. A B is a good grade. If your kid has a B and wants an A, great. Help them figure out how to work toward the A. But don't immediately treat the B as evidence of institutional failure.
Likewise, if nearly every student in a class has an A or a B, I at least start wondering about academic rigor. Not always. But sometimes. The most important question is not: What letter did my kid earn? It is: What can my kid actually do, and what can't they do yet? Then help them grow.
Middle School Is a Pretty Safe Place to Fail
Eventually, everybody runs into a class that is difficult for them. I'd rather a kid encounter that experience in middle school than for the first time when the stakes are much higher. Because guess what? Seventh-grade GPA does not follow you around for life.
They're going to forget a shocking amount of what we teach them. High school courses contain plenty of spiraling and reteaching. A kid can bomb an assessment, a marking period, maybe even much of seventh grade, and still become an extremely successful human being. Crazier things have happened. That doesn't mean we stop caring. It means we keep the stakes in perspective.
Then My Own Daughter Struggled
And this is where the philosophy became more complicated. My wife was acting exactly like the parents who sometimes frustrate me. She wanted A’s. I was saying: Maybe A’s aren't in the cards right now. Maybe she's just not there yet. Maybe she will be later.
My wife has heard me talk about education for years. She knows my philosophy. But she also grew up in a very different household with different expectations about grades. At one point she suggested getting our daughter a tutor. She was also concerned about forcing me into a role where I became her teacher instead of her dad.
I reminded her of two things: We are broke. I am a very good teacher and I wanted the challenge.
Tutoring My Own Kid
We worked hard. A lot. It required an enormous amount of patience from me. It also required my daughter to accept the horrifying possibility that her parents occasionally know what they're talking about. I don't know everything. But I know a lot about teaching. And I've taught a lot of kids who remind me of her.
She gradually started bringing home better grades. Then she started bringing home A’s. And that surprised me a little, because I had been prepared to accept: Maybe she simply isn't an A student right now.
My daughter was living between two philosophies. On one side: a demanding mother who expected A’s. On the other: a father who was willing to work like hell with her but was also prepared to say: A B may accurately reflect where you are right now. In the end, my wife may have challenged my thinking in an important way.
Maybe “Not Yet” Wasn’t the Entire Answer
The experience reinforced a lot of my beliefs about preparation, studying, practice, checking work, effort, repetition, and learning. But it also challenged something. I had been very comfortable saying: Some B students just aren't A students yet.
And maybe that's true. But my daughter's experience made me wonder: How many B students aren't actually not there yet? How many are simply not preparing properly? Are all B students capable of becoming A students if they prepare correctly? Probably not. There are too many variables for that to be universally true. But I became less certain than I used to be. And that uncertainty is useful.
The Downside of Expertise — Again
I've seen this situation hundreds of times. Student struggles. Parent is upset. Teacher explains that development is uneven. Student grows. Everyone survives. Experience reinforced that pattern enough times that I became confident in it. Then my own daughter complicated it.
Maybe the issue is cognitive development. Maybe it's a learning disability. Maybe it's motivation. Maybe it's maturity. Maybe it's preparation. Maybe it's study habits. Maybe it's some combination. That's the rub. If we could always put our finger on the exact reason why a student was struggling, these situations wouldn't be difficult.
Sometimes: You're not there yet, is correct. Sometimes: You're capable of more, but you need to work differently, is correct. Sometimes both are correct. The job is figuring out which one you're dealing with.
What the Research Says About Productive Failure
My basic instinct survives contact with the research, but with one major qualifier: failure is not the intervention. What happens around the failure determines whether it teaches anything.
Researchers use the term productive failure for a specific kind of learning design. Students first attempt a challenging problem, often without knowing the complete solution, and then receive instruction that helps them compare their attempts with stronger methods. A meta-analysis of 53 studies found that this problem-solving-first sequence produced better conceptual understanding and transfer than instruction followed by problem solving, on average. The pattern was particularly favorable in Grades 6–10. But the strongest results occurred when later instruction built on what students had actually tried, including their errors.[1] A separate meta-analysis of inquiry learning likewise found that guidance improved learning activities, performance, and learning outcomes.[2] In other words, the research does not say: Let a kid fail and hope character appears. It says: Give the kid a meaningful challenge, study the attempt, teach into the gap, and let them try again.
Research on parents points in the same direction. Parents differ in whether they see failure as something debilitating or something that can enhance learning. Children appear to notice those beliefs through the way adults react when something goes wrong.[4] A parent who immediately focuses on the grade, the child’s ability, or the embarrassment of the result communicates something very different from a parent who asks: What happened? What did you understand? Where did you get stuck? What should we change next time?
That does not mean parents should shrug and leave the kid alone. The best-supported approach combines autonomy, structure, and involvement. The student should have a voice in the goal and the plan. The adult should still provide clear expectations, useful feedback, emotional support, and enough guidance for that particular child.[3][5] That is the line I am trying to walk when I ask students what they want while also being honest about what their current habits are producing.
The research also makes me more cautious about the word yet. Growth-mindset interventions have produced small, inconsistent, and sometimes null effects on academic achievement.[6][7][8] “You cannot do it yet” may keep one bad result from becoming an identity, and I still think that matters. But yet is not magic. It needs a next step. If we say “yet” without teaching a strategy, providing practice, or creating another opportunity, then we have offered encouragement without much instruction.
The same qualification applies to my line that a grade is information. A grade is really a signal. It can tell us that there is a gap, but it rarely tells us what caused the gap or how to close it. Feedback becomes more useful when it helps a student understand what was wrong, why it was wrong, and what to do differently.[9] That is why “check your work” cannot mean glancing at an answer key. It has to mean comparing, marking, diagnosing, correcting, explaining, and asking for help when the correction still does not make sense.
The strongest research-supported version is not simply let kids fail. It is this: Let kids encounter meaningful difficulty. Do not turn the result into an identity. Then help them extract the information, learn a better process, practice it, and try again. Failure creates the opening. What we teach next determines whether the opening becomes growth.
The AI Tutor
Now, I'm an adequate tutor all by myself. But I can be a much better tutor with an AI assistant. I used AI heavily while tutoring my daughter because she doesn't really use AI herself yet. Eventually, my goal would be for students to learn how to do some of this independently. In other words: Teach them how to fish instead of giving them a fish.
One of the first problems I noticed involved something extremely basic. My daughter's teacher assigned homework and then had students check their own work using an answer key. That sounded reasonable. I do the same thing with my own students.
Then I discovered something: My daughter had basically no idea what checking your work actually meant. That realization bothered me, because I regularly tell students: Go check your work. Apparently, I had been treating that as a self-explanatory instruction. It isn't.
“Check Your Work” Is Actually a Skill
So we began checking her homework together, even after she told me she had already checked it. I started explicitly teaching her what I wanted her to do. Not: Look at the answer key. Actually: compare your answer, mark whether it is correct, identify where you went wrong, correct it, make sure you understand why the correction works, and ask for help if you still don't understand.
And my daughter also learned another useful lesson: You better actually check it because Dad is checking it afterward anyway. This helped. And then it got me thinking: I bet AI can help me teach this better too. I'm going to go out on a limb and assume that it can.
Extra Practice Is Not a Punishment
The next thing we did was extra practice. I tell students constantly: You are never going to hurt yourself by doing appropriate extra practice. If you're a B student who desperately wants to become an A student, you may need to do something extra. Some students need that. Some don't.
No one wants to be the kid who needs more practice. But eventually the question becomes: How badly do you want the result? I've had students whose notebooks are almost absurd. Extra problems everywhere. Rewritten notes. Extra diagrams. Practice after practice after practice.
They want the A badly enough that they're willing to do the extra work required to get there. Other students make no changes. At some point they have effectively decided: I'm okay being a B student. That's okay too. It's their choice. I was almost willing to make that choice for my daughter. Then we tried the extra work.
We Did the Hard Problems Too
My daughter's homework did not always require students to complete every problem. From what I could tell, they often skipped some of the hardest problems and focused largely on the more accessible practice. There was some test-prep-style work, but less of the deeper application.
Regardless of how I feel about that instructional choice, my daughter needed more. So we did the harder problems too. She often got them wrong. Good. Then we worked on them. We checked them. We corrected them. They became another learning opportunity. A harder learning opportunity. My general philosophy is: Practice really hard so the assessment feels easier.
AI Made Extra Practice Much Easier
This is where AI became legitimately awesome.
The important boundary: AI made the practice easier to create; I still had to judge whether the explanation was correct, the difficulty was appropriate, and my daughter actually understood it. Research on structured intelligent tutoring systems is promising, but those systems are not identical to an open-ended chatbot.[12][13]
ChatGPT has a feature I can use from my phone. I can take a picture of her math work and ask it to check the work, identify mistakes, explain the mistakes, create targeted practice, recreate the same style of problem using different numbers, or build an entirely new practice set. I used to do all of that myself. And it was incredibly time-consuming.
She would finish a set of problems and then sit there while I tried to write new ones. Now I could snap a picture and say: Give me five more problems just like numbers 4, 7, and 9, but use different values. Done. While she worked on those, I could go do something else around the house. That dramatically increased the amount of useful practice we could accomplish without turning math tutoring into my second full-time job.
Rebuilding the Practice Test
We eventually started doing this with assessment preparation too. My daughter would bring home a review or practice test. We would complete it, check it, correct mistakes, identify weaknesses, ask ChatGPT to create another version using the same skills and similar problem types, do the new practice test, and check that one too.
Sometimes I asked for a near-clone with different numbers. Other times I asked: She keeps missing this particular kind of problem. Give me targeted practice that builds up to it. As she improved, we gradually reduced the workload. Some units went well. Fine. We didn't need as much extra practice. Other units were train wrecks. Okay. Those required more.
That's individualized instruction.
You Don’t Have to Be a Teacher to Do This
Obviously, I have an advantage. I know how to diagnose mistakes. I understand how to scaffold a skill. I know when something is too difficult or too easy. But the exciting thing about AI is that a parent who is terrible at math can still ask for help.
Take a picture of what your kid brought home. Ask: Can you check this? Then: What does she seem to be struggling with? Then: Explain this to me so I can help her. Then: Give her three easier problems that build toward this skill. Then: Now give her a few at the same difficulty. Then: This is too easy. Make it harder. You don't need to know the correct educational terminology. Just have a conversation.
AI Doesn’t Get Annoyed
This may be one of my favorite parts.
You can say: I still don't understand. And AI will explain it again. You can say: That explanation didn't help. It will try another one. Make it simpler. Okay. Give me a harder example. Okay. Give me another one. Okay. Again. Okay.
Kids often don't ask enough questions because they don't want to look stupid. Or annoying. Or needy. Or like the only person in the room who doesn't understand. AI does not care. It does not get tired of you. It does not roll its eyes. It does not wonder why you weren't listening the first time. It just responds again. That doesn't replace a teacher. But as a tutoring tool? That's powerful.
The “Check Your Work” Problem Came Back to Me
After watching my daughter struggle with something I had assumed was obvious, I started thinking about my own students. How many times have I posted an answer key and said: Go check your work? And how many students interpreted that as: Look at the answer sheet and see if the numbers look approximately familiar? I realized I needed to explicitly teach the process.
So I asked ChatGPT: Can you draw up a list of suggestions for how late elementary and early middle school students should check their work when they are given an answer key? I found my daughter didn't really know what to do last year in fifth grade. I also ask my students to do this all the time when I post an answer key: 'Go check your work.' Now I realize that my students don't always know what that means. Can you draft a list of steps, rules, suggestions, examples, etc.?
And once again, what began as me trying to help my own kid ended up forcing me to rethink something I routinely ask of hundreds of other kids.
What Failure Is Actually For
I still believe failure is an excellent teacher. I still believe kids need challenge. I still believe parents sometimes panic too quickly about grades. I still believe a B is not a tragedy. I still believe middle school is an excellent place to screw things up. I still believe: They're not there yet.
But my experience with my daughter added something important. Not there yet cannot become an excuse for adults either.
If a kid is struggling, we should also ask: Have we actually taught them how to improve? Do they know how to study? Do they know how to check their work? Do they know what extra practice should look like? Do they know how to identify what they don't understand? Do they know how to ask for useful help? Have we shown them what effective effort actually looks like?
Failure can be an excellent teacher. But only if somebody helps the student learn the lesson. Otherwise? It's just failure.
Peer-Reviewed Sources
The numbered citations connect specific research claims in the article to the studies below. Links open the journal or DOI record.
- Sinha, T., & Kapur, M. (2021). When problem solving followed by instruction works: Evidence for productive failure. Review of Educational Research, 91(5), 761–798. View source
- Lazonder, A. W., & Harmsen, R. (2016). Meta-analysis of inquiry-based learning: Effects of guidance. Review of Educational Research, 86(3), 681–718. View source
- Narciss, S., & Alemdag, E. (2025). Learning from errors and failure in educational contexts: New insights and future directions for research and practice. British Journal of Educational Psychology, 95(1), 197–218. View source
- Haimovitz, K., & Dweck, C. S. (2016). Parents’ views of failure predict children’s fixed and growth intelligence mind-sets. Psychological Science, 27(6), 859–869. View source
- Vasquez, A. C., et al. (2016). Parent autonomy support, academic achievement, and psychosocial functioning: A meta-analysis of research. Educational Psychology Review, 28, 605–644. View source
- Sisk, V. F., et al. (2018). To what extent and under which circumstances are growth mind-sets important to academic achievement? Two meta-analyses. Psychological Science, 29(4), 549–571. View source
- Burnette, J. L., et al. (2023). A systematic review and meta-analysis of growth mindset interventions. Psychological Bulletin, 149, 174–205. View source
- Macnamara, B. N., & Burgoyne, A. P. (2023). Do growth mindset interventions impact students’ academic achievement? Psychological Bulletin, 149(3–4), 133–173. View source
- Wisniewski, B., Zierer, K., & Hattie, J. (2020). The power of feedback revisited: A meta-analysis of educational feedback research. Frontiers in Psychology, 10, 3087. View source
- Agarwal, P. K., Nunes, L. D., & Blunt, J. R. (2021). Retrieval practice consistently benefits student learning. Educational Psychology Review, 33, 1409–1453. View source
- Dunlosky, J., et al. (2013). Improving students’ learning with effective learning techniques. Psychological Science in the Public Interest, 14(1), 4–58. View source
- Kulik, J. A., & Fletcher, J. D. (2016). Effectiveness of intelligent tutoring systems: A meta-analytic review. Review of Educational Research, 86(1), 42–78. View source
- Létourneau, A., et al. (2025). A systematic review of AI-driven intelligent tutoring systems in K–12 education. npj Science of Learning, 10. View source