{ "schema": "org-writing@v1", "slug": "success-looks-like-disuse", "kg": { "id": "org:writing:success-looks-like-disuse", "type": "brick", "graph": "/kg.json" }, "title": "Success looks like disuse", "subtitle": "A tool built to develop a person reports its own success as a decline in every engagement number it has", "abstract": "Why graduation is the positive outcome for any tool whose job is building capacity, and what a metric set needs before it can record the best thing the product ever does. The canonical treatment of the graduation metric.", "kind": "brick", "topics": [ "Care" ], "courseMemberships": [ { "course": "org:courses:instruments-of-care", "topic": "Care", "wall": "org:walls:ethics", "position": 1, "total": 5 } ], "publishedAt": "2026-08-03T00:00:00.000Z", "version": 1, "guidelinesVersion": 15, "brief": { "problem": { "text": "Retention figures for tools meant to build capacity are read as evidence of failure, and the measurement cannot separate a person who quit because it was useless from a person who stopped because the practice had become theirs.", "claims": [ "Median fifteen-day retention across mental health apps was 3.9 percent" ] }, "mechanism": { "text": "Two of the three defining characteristics of scaffolding describe the support going away, so a product built on it succeeds by becoming unnecessary and every usage number it reports moves down at the moment it works.", "claims": [ "three characteristics, contingency, fading, and transfer of responsibility" ] }, "move": { "text": "Count the people who reached a defined competence and left, separately from the people who left, and price the product on the unassisted follow-up rather than on the session.", "claims": [] } }, "sources": [ { "repo": "mnstry-research", "path": "_restricted/spiritual-ai-relocation-2026-08-03/spiritual-01-safety-framework-bypassing-detection.md" }, { "repo": "mnstry-research", "path": "_restricted/spiritual-ai-relocation-2026-08-03/spiritual-02-architecture-design-patterns.md" }, { "repo": "mnstry-research", "path": "_restricted/spiritual-ai-relocation-2026-08-03/spiritual-03-privacy-ethics-framework.md" }, { "repo": "mnstry-research", "path": "_restricted/spiritual-ai-relocation-2026-08-03/spiritual-05-computational-modeling-development.md" }, { "repo": "mnstry-research", "path": "_restricted/spiritual-ai-relocation-2026-08-03/spiritual-07-measuring-spiritual-effectiveness.md" }, { "repo": "mnstry-org", "path": "editorial/notes/spiritual-corpus-review.md" } ], "canonicalPath": "/writing/success-looks-like-disuse/", "body": "Read a retention curve for a wellbeing app and you are reading an accusation. Median fifteen-day retention across mental health apps was 3.9 percent when Amit Baumel and colleagues measured real usage panels for a 2019 paper in the Journal of Medical Internet Research, and thirty-day retention was 3.3 percent. The field received those figures the way any field receives retention that low, as evidence of products that do not work. Grant the reading its due, because for most software it is correct and the alternative sounds like an excuse. Then notice the one thing the number physically cannot do. A person who deleted the app because it was useless and a person who stopped opening it because the practice had become theirs are the same row in the panel.\n\nThat confusion is not a limitation of the measurement. It is written into the definition of the thing being measured. When David Wood, Jerome Bruner and Gail Ross introduced scaffolding in the Journal of Child Psychology and Psychiatry in 1976, they defined it as a process enabling a novice to solve a problem beyond their unassisted efforts, and among the six tutoring functions they listed was frustration control, qualified on the spot with a warning that relieving frustration must not create dependence on the tutor. Removal was on the first page. A generation later, reviewing a decade of empirical work in Educational Psychology Review, Janneke van de Pol, Monique Volman and Jos Beishuizen distilled the construct to three characteristics, contingency, fading, and transfer of responsibility. Two of the three describe the support going away. Scaffolding, built on Vygotsky's zone of proximal development, is not a helping relationship that happens to end. It is a helping relationship defined by its ending, so a product built on it succeeds by becoming unnecessary, and every usage number it reports moves down at exactly the moment it works.\n\nWhich puts the sign of the metric at the center of the design rather than at the edge of it. An engagement number has one direction of goodness and it is up, and no amount of care in choosing which engagement to count repairs that, because the repair required is a minus sign. Our economics writing has already argued the strategic half, that restraint of this kind is uncopyable by any competitor whose reporting structure runs on the same numbers. The measurement half is narrower and harder to dodge. If the tool's job is to build capacity in a person, graduation is the positive outcome, and a metric set with no field for graduation is a metric set in which the best thing the product can do to someone is unrecordable.\n\nBuilding the field is ordinary work once the sign question is settled. Count the people who reached a defined competence and left, separately from the people who simply left. Ask the departed which they were, and accept that the response rate will be poor and the number noisy, because a noisy measurement of the right quantity beats a precise measurement of its opposite. Follow the unassisted case the way the deskilling research grades a student after the model is taken away, and let the follow-up rather than the session be the thing the product is priced on.\n\nNone of this makes the retention curve dishonest. It makes it a measurement of dependency, reported in the slot where capability was supposed to go. A company willing to publish its graduation number beside its retention number has said, in the only language its own board reads, which of the two it is actually building, and that is a sentence a customer can hold it to for as long as the product exists.", "apparatus": { "note": "The human-facing essay is deliberately practical; this apparatus carries the full references, evidence-graded claims, article-local concepts, and research context behind it. Canonical concept definitions come from the concept registry.", "references": [ { "id": "org:references:success-looks-like-disuse:r01", "author": "David Wood, Jerome S. Bruner, Gail Ross", "work": "The Role of Tutoring in Problem Solving (Journal of Child Psychology and Psychiatry 17, 89-100)", "year": 1976, "relevance": "The founding definition of scaffolding and its six tutoring functions, including frustration control with its explicit warning against creating dependence on the tutor. The removal condition is present in the original." }, { "id": "org:references:success-looks-like-disuse:r02", "author": "Janneke van de Pol, Monique Volman, Jos Beishuizen", "work": "Scaffolding in Teacher-Student Interaction, A Decade of Research (Educational Psychology Review 22, 271-296)", "year": 2010, "relevance": "The review that distilled scaffolding to three characteristics, contingency, fading, and transfer of responsibility, two of which describe the withdrawal of support." }, { "id": "org:references:success-looks-like-disuse:r03", "author": "Lev Vygotsky", "work": "Mind in Society, and the zone of proximal development", "year": 1978, "relevance": "The theoretical foundation the scaffolding construct was built on, cited in the brick as lineage rather than as evidence." }, { "id": "org:references:success-looks-like-disuse:r04", "author": "Amit Baumel, Frederick Muench, Stav Edan, John M. Kane", "work": "Objective User Engagement With Mental Health Apps, Systematic Search and Panel-Based Usage Analysis (Journal of Medical Internet Research)", "year": 2019, "relevance": "The retention figures, measured from independent usage panel data rather than from vendor reporting, and the case the brick reinterprets." } ], "claims": [ { "id": "org:claims:success-looks-like-disuse:c01", "claim": "Median fifteen-day retention across mental health apps was 3.9 percent and median thirty-day retention was 3.3 percent in a 2019 panel-based analysis of real-world usage.", "basis": "Baumel, Muench, Edan and Kane, JMIR 2019; verified against the published paper during the spiritual-harvest wave, 2026-08-03.", "confidence": "verified", "sources": [] }, { "id": "org:claims:success-looks-like-disuse:c02", "claim": "Wood, Bruner and Ross defined scaffolding in 1976 as a process enabling a novice to solve a problem beyond their unassisted efforts, and qualified the tutoring function of frustration control with a warning against creating dependence on the tutor.", "basis": "The Role of Tutoring in Problem Solving, Journal of Child Psychology and Psychiatry 17, 1976.", "confidence": "verified", "sources": [] }, { "id": "org:claims:success-looks-like-disuse:c03", "claim": "A 2010 review of a decade of scaffolding research distilled the construct to three characteristics, contingency, fading, and transfer of responsibility.", "basis": "Van de Pol, Volman and Beishuizen, Educational Psychology Review 22, 2010.", "confidence": "verified", "sources": [] } ], "concepts": [ { "id": "org:concepts:graduation-metric", "name": "Graduation metric", "definition": "A recorded positive outcome for a person who reached a defined competence and stopped needing the tool, held separately from ordinary churn. Its absence from a metric set means the best available outcome for a user is unrepresentable in the numbers the product is managed and priced by, which is why a retention curve for a capacity-building tool measures dependency in the slot where capability was supposed to go. The good direction of a graduation metric is up while the engagement number it corrects moves down, and reporting both together is the disclosure that makes the pair legible.", "provenance": "canonical" }, { "id": "org:concepts:offline-push", "name": "Offline push", "definition": "The ultimate facilitation tell: technology that encourages its own obsolescence in the moment of connection (Hinge's stated design goal).", "provenance": "canonical" } ], "researchContext": "Five research files in the relocated corpus converge on this argument and\nnone of them is cited in the published brick. Between them they state that\nthe goal of the support is to make the tool obsolete, that conventional\nengagement metrics are perverse incentives for this class of product, that\neffective intervention may reduce app engagement as a person internalizes the\npractice, and that successful graduation belongs in the outcome set as a\npositive. The convergence is why the argument was taken. The files are\nrecorded as provenance paths and nothing else, and every element of their\nsurrounding apparatus is stripped, including the reward-function\nspecification with biometric components and all state-detection material.\n\nThe independent sources matter more than the count. Our own strategy estate\nreached the same conclusion separately, arguing that declining dependency is\nthe primary success signal and that every retention metric is structurally\nopposed to it. That agreement across two unrelated internal estates is the\nreason to publish rather than to file, and it is also why the brick rests its\nevidence on Wood, Bruner and Ross and on the Baumel panel data rather than on\neither estate.\n\nThe reinterpretation of the retention figure is the brick's contribution. The\nJMIR authors report low engagement as a finding about product quality, which\nis a fair reading of their data and remains the right reading for most\nsoftware; the observation that the same figure cannot distinguish abandonment\nfrom graduation is ours, and it is a claim about what the instrument can\nresolve rather than a claim that the apps in question were working. The\nstrategic half of the argument is deliberately not restated here. It is\nalready published as counter-positioning-of-restraint, and this brick cites it\nas kin rather than re-running it, since the two halves are separable and the\nmeasurement half is the one that survives without the market claim." }, "contract": "https://mnstry.org/contracts/org/org-writing.v1.schema.json", "releaseHash": "321fb66ac37938c61e6f41a48e915abb54c61ce8091b5b4cdb89414dfffde8ca", "versions": [ { "version": 1, "cutAt": "2026-08-03", "note": "Initial publication, spiritual-harvest wave", "visibility": "published", "path": "/writing/success-looks-like-disuse/", "contentHash": "sha256:440e9839ee8918bf", "releaseHash": "321fb66ac37938c61e6f41a48e915abb54c61ce8091b5b4cdb89414dfffde8ca" } ] }