Math must be mastered in sequence. Not learned, mastered.
For example, a child must master addition before moving on to multiplication. Not just be able to do the problems. I mean be able to do them instantly without thinking. Only then can you move forward.
Otherwise the child is hung up on a part of the lesson that’s not supposed to take any time at all. And that least to frustration. Combined with the perverted modern western idea that it’s okay to not be able to learn math, it’s a vicious cycle downward.
This seems to be uniquely American problem. Somehow in the US it's culturally acceptable and even normal to be bad at math. Elsewhere it's just another subject. You study it and get better. The expectation is that everyone in a normal school (not special needs) can learn the standard math curriculum.
I would guess the 'being bad at maths is OK' or 'maths is uniquely hard' is a self-fulfilling prophecy, meaning many students don't try as hard as with other subjects.
For me it's about losing the mindset that children of certain ages are incapable of doing certain things and deliberately holding them back (with nothing but the best intentions I'm sure).
I have a friend who is a published poet and prosaic genius. But she literally cannot solve 2x=4. I'm not being hyperbolic.
Pushing her in math as a child would probably have been catastrophic for her emotional well being. But limiting her in other skill sets (like literature) would be equally catastrophic in terms of wasted potential (and the well being that comes with excelling at something you care about).
We can care for students, emphasize their gifts, provide math education when it is desired, AND achieve good educational outcomes. These aren't mutually exclusive...
I was taught math, and was a C student through high school. I relearned everything I didn't know in high school, in one semester at a community college.
In math, you know the answer, or you don't understand how to get there. Math should be pass/fail. It's different than the other subjects.
I don't believe most of my grade/middle school American teachers (mine) truely understood what they were teaching.
My older son had trouble concentrating in the beginning (still does to some extent).
I'd say starting off with overly challenging material is probably going to be counterproductive if you're also simultaneously trying to establish a routine. My daughter started with "draw 5 beans" sort of exercises, and seeing her older brother comply with a routine it was much easier to get her to finish her studies in a timely fashion.
"Helping" too much can also be counter productive. The kid may end up expecting you to be there all the time, when really, half of the point is to develop some self sufficiency.
The feedback cycle structure may also be messed up. It may be that the kid is stuck in a vicious cycle of negative feedback (e.g. "Damn about time you finished your math! Why'd take it so long!"). WRT the anecdotes above, I doubt yelling more will yield different results.
For my kids, math oriented games provided a very different feedback cycle structure than study time (getting answers correct is literally gamified to look like rewards), and this is motivation enough for them to furiously scribble calculations on top of doodles they had carefully colored previously. It also provided a different dynamic where we can casually praise them about their in-game progress, rather than being a strictly a "boring school conversation". Another example: we started to do Monopoly game nights as a pretext to sneak in math into playtime and my son got quite into making sure people got the correct amount of change from the bank. IMHO, incorporating more positivity (real, appropriate positivity) into daily life is important.
Another more subtle and difficult to address problem is general outlook on education. I've heard, for example, my kid's teacher say things to the effect of "oof, it's monday", as if school is a chore. I've also noticed north american media also tends to portray education negatively (e.g. the nerd stereotype, ferris bueller-like tropes, etc). This is very very different from east asian culture, where the general default is that education is very important. I don't know how to fix this, other than try not to engage in negative behavior yourself.
My experience in the US is that the vast majority of math teachers, especially in primary school, don't understand math in the slightest and are abysmal at teaching math outside of rote memorization.
I knew a child that was learning about negative numbers and understood the role of primes in building the number line in 1st/2nd grade. They were learning from pure interest, but were excited by what negative numbers were about conceptually and found primes fascinating. These are the foundations of real mathematical thinking.
Seeing the student was advanced the school put the kid in a 4th grade math classes but then complained that the child didn't know the multiplication tables. Understanding multiplication tables is literally memorization, this child had never been given the task of memorizing them so couldn't possibly have memorized them. Memorizing tables says literally nothing about mathematical proficiency, whereas gaining the intuition that "subtracting a negative number is the same as adding it" requires mathematical reasoning. The teacher was unable to see this because they themselves had no notion that understanding things like inverse function in math are important tools for reasoning. The child was removed from that math class, and quickly started to see mathematics in school as uninteresting.
This is just one example, but I've ran across plenty of curious students where a math professor would be impressed but a 4th grade teacher would find them falling behind. My experience working with adults has been that most adults who think they are bad math, are more often than not ones that are getting caught up on issues with math that are good issues to have if you understand what's going on. People with a solid mathematical intuition will be confused by the rote mechanical explanations regurgitated by most elementary school teachers.
There are far more teachers that struggle at teaching math than students that struggle with learning it, but it's far easier to blame students. It's no wonder that many students grow to hate math in the US, because it feels they are being unfairly punished and they are.
You can't completely blame teachers either since the pay and respect teachers get in the US means that anyone who can do basic math will find a much better paying and rewarding job else where. In many Asian countries teachers are respected, and there is a possibility that you can attract people that understand the subject well enough to teach it.
Learning to play a musical instrument is similar: there is some degree of practice and 'rote memorization' required to level up.
If your child is taking Math 6 in 6th grade, that might be considered "normal". An accelerated course would be called Math 6/7, after which is Math 7/8. Then instead of Algebra 2 you could take Algebra 2/Trig.
So largely devoid of terms like "honors" or "slow" or "fast", but whatever you call it, kids understand what's happening — they are jumping ahead, going with the median, or falling behind.
As a relevant tangent, CA is considering proposals under the framework of Equitable Math to de-prioritize algebra as the capstone for middle school and calculus as the capstone of high school. Under the new framework, children will take classes with the same trajectory up to the last year in high school where they choose their own capstone, such as data science or calculus.
I explain below, but since Singapore was mentioned, I need to ask a cultural question first:
What do parents and teachers from outside the US do when a child DOESN'T understand math? How is math taught so that kids don't end up crying, getting sick, or hating themselves when faced with math problems? Or is there selection bias: it does happen, but "those kids" are left behind, and never seen by the rest of the world?
My personal experience with kids and math:
I'm in the US, and have one child who repeatedly could not complete math work during school, and would bawl and protest how stupid they were when given math homework at home. Completing it would take hours. Far behind, they could not multiply at age 8 or do fractions at 11. Tutors couldn't cover in an hour what other students finish in 10 minutes. Yet doctors indicated there's no learning disability.
So this leads to my perspective: a prodigious child may certainly be capable of these and enjoy the challenge. But for some others, this may succeed in making them feel worse about themselves, because it's yet another example math they don't understand.