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Corrective-Feedback Reliability Research — Frontiers in Education
Co-authored a peer-reviewed study examining whether researchers can reliably identify the same corrective-feedback episodes in naturalistic online tutoring. The work foregrounds coding transparency, inter-rater reliability and audit trails before substantive claims are made.
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Two moods for one tutoring website🤩 Which would you click?
These were two early website concepts we put together for TutorIQ before choosing the main design.
Tell us in the comments what caught your eye:
🧩 1 — Light and playful
☀️ 2 — Softer and calmer
Mini case study with the final website design is coming here very soon!
11 voted
55%
9 voted
45%
20 votes
Closed
I'm going with Light and playful 🧩
Really appreciate feedback like this.
Especially because good animation is only one part of a project.
Communication, feedback and keeping everything moving are just as important.
Thank you for the trust.
Congrats, this is proof your consistency is paying off.
An experimental AI-agent application for researching business opportunities using web search, webpage extraction, evidence collection and structured analysis.
The evidence collection step is where I would look first. When two pages disagree, do you keep both source links so someone can see why the analysis chose one?