Stumblewire

Most digital tutors wait for a learner to ask for help. Course operators can already observe repeated failed attempts, incomplete sessions, long pauses and changes from a learner's own activity, but those signals are often reviewed after the learner disappears. The supplied research found no direct proactive struggle-detection layer and confirms three relevant workflow interfaces. It also corrects a named reference that was actually billing infrastructure rather than an accountability coach, so the concept does not rely on that comparison. Stumblewire turns authorized course events into evidence-linked struggle candidates under an institution-approved rubric. Failed attempts, pauses and slower pace have many explanations and cannot become a diagnosis, ability score, misconduct signal or certain dropout prediction. Learners receive clear notice, channel choice, quiet hours, frequency limits, an easy opt-out and a non-automated support path. For minors, guardian and institutional policy requirements are explicit. Outreach is supportive rather than manipulative and never discloses grades or sensitive status on an unsafe channel. Event, candidate, human or policy decision, message approval, provider command, acknowledgment, delivery, learner response, mentor contact, service outcome and later course behavior remain separate. High-risk welfare signals follow a qualified institution protocol rather than a generic model. Staff performance, admissions, discipline, grading and eligibility uses are prohibited.

A retention, learner-success or program leader at an online course provider, marketplace or education organization that already has mentors or staff able to respond.