"Thank you for the thoughtful feedback. I completely agree — SkillGraph’s prerequisite mapping works best for structured fields like computer science or mathematics. In subjects such as humanities or social sciences, where learning paths are more…"

"The concept of mapping prerequisites makes perfect sense for technical fields like computer science or mathematics. But in subjects like humanities or social sciences, prerequisites are not always so strict. This could make it harder for SkillGraph…"

"Thank you for pointing that out! You’re absolutely right — even the best learning path won’t be effective without high-quality content. I plan to focus on building a strong curation system where only trusted and well-reviewed resources are included.…"

"I think SkillGraph is a really strong idea because it solves the problem of direction in online learning. But one challenge I see is the quality of content linked to each step. If the resources are not reliable or detailed enough, the structured…"

"Thank you for the valuable insight! I completely agree — integrating real-time progress analytics would make SkillGraph far more adaptive and personalized. It would not only help learners identify their weak areas but also allow the system to refine…"

"SkillGraph is an impressive idea that applies graph theory to education in a very practical way. The clarity it provides in sequencing topics is valuable, but one area for growth could be incorporating real-time progress analytics. This would help…"

"Thank you for the thoughtful feedback! I agree that flexibility is just as important as structure. A good balance would be to give learners the option to take alternative routes or test out of topics they already know, while still keeping the…"

"SkillGraph is a promising concept that can make online learning more structured and efficient. The step-by-step guidance is very helpful, but one area to improve could be ensuring that the learning paths don’t become too rigid. Allowing students to…"

"Thank you so much for the encouraging feedback! I really appreciate your point about certifications—it’s a great idea. Adding verified assessments and offering recognized credentials could definitely increase both the value and impact of SkillGraph…"

"That's a brilliant and timely idea! 💡 The concept of SkillGraph directly addresses a major pain point in the modern learning landscape: the paradox of choice and the lack of structured guidance. The core application of graph theory and optimization…"

"Thank you for your insightful feedback. I completely agree that balancing personalization and standardization is critical. SkillGraph will incorporate constraints to ensure that while learning paths are tailored to individual needs, they still align…"

"Thank you for your thoughtful feedback. You make a very important point about the accuracy of prerequisite mapping—it is indeed a key challenge. I plan to address this by combining expert input with continuous learner feedback, so the paths remain…"

"Thank you for the kind feedback. I’m glad you see value in SkillGraph’s step-by-step approach and the use of graph theory to make learning clearer and more effective."

"Thank you for highlighting the potential of SkillGraph. I agree that integrating high-quality content from different platforms would significantly enrich the learning experience. Ensuring flexibility for learners who already have prior knowledge is…"

"Thank you for the thoughtful feedback. I agree that adding a feedback loop for learners to rate each step would make SkillGraph more adaptive and effective. This enhancement aligns well with the vision of creating a continuously improving,…"

"SkillGraph stands out as an innovative way to bring clarity to self-learning. The idea of mapping knowledge as interconnected concepts is very powerful. A possible improvement could be adding a feedback loop where students rate the usefulness of…"