# QPI Case Drafts: Year-End Review, Cross-Border Education Function status: draft_owner_review_needed source_path: `[redacted owner-provided raw source path: organization CT slice]` anonymization_note: Real names, ancient-style cognitive-anchor names, organization names, places, timestamps, titles, exact numbers, and sensitive operational details have been generalized. These drafts are for owner review only and must not be promoted to JSON, selector calibration, or regression assets before owner confirmation. ## Case qpi-draft-intl-001: Compliance Risk Packaged As Enrollment Retention status: draft_owner_review_needed source_path: `[redacted owner-provided raw source path: organization CT slice]` ### 1. Surface Problem The surface issue appears to be how an enrollment team can retain students who entered through less attractive programs and want a better path. ### 2. Subject Position The framing subject is a department-level execution team under enrollment pressure. The team is responsible for hitting intake and retention targets, but it does not fully own institutional compliance, regulator exposure, or long-term credential trust. ### 3. Scenario Context The case appears in a year-end organizational review. A conventional enrollment pipeline is under market pressure, while a separate cross-border program has stronger growth and cash-flow performance. The struggling side uses a pathway adjustment mechanism to prevent student loss. ### 4. Expectation-Reality Gap - Expected: Flexible pathway management can preserve enrollment and reduce attrition. - Reality: The same action may convert a retention tactic into a compliance and trust risk. - Gap summary: What looks like an execution workaround from the team viewpoint may be a governance-level red line from the institutional viewpoint. ### 5. Attempted Paths The execution team reframes the pathway adjustment as practical retention. The decision layer questions whether the mechanism is still legitimate institutional flexibility or has become a prohibited workaround. ### 6. Dynamic Shift The frame shifts from P to P/I mixed. It begins as a resource and process problem: how to keep students in the pipeline. It escalates into Issue because the workaround changes the institution's risk posture and creates a recurring governance burden. ### 7. Scarcity Profile - data_scarcity: medium - path_or_resource_scarcity: high - consensus_or_order_scarcity: high ### 8. Mixed Or Multi-Perspective `intra_frame_mixed` For the same execution subject in the same organizational scene, there is both a path scarcity and an order scarcity. The team lacks a viable compliant path, and the attempted substitute threatens the legitimacy of the system. ### 9. Governance Load High. The case requires risk containment, role boundary clarification, audit authenticity, future complaint prevention, and a decision on whether short-term survival can override institutional legitimacy. ### 10. Misframing Risks - malicious_inflation - violent_reduction - premature_classification - single-cause_reduction ### 11. Candidate QPI Judgment - classification_scope: subject_contextual - is_provisional: true - classification: mixed - dominant_scarcity: consensus_order - classification_confidence: medium - recommended_next_step: Separate retention problem-solving from compliance judgment; confirm hard red lines before designing any replacement pathway. ### 12. Owner Review Questions - Is the dominant scarcity here correctly placed on consensus/order rather than path/resource? - Should this be treated as Issue rather than mixed because the compliance boundary dominates? - Which details, if any, are safe enough to retain in a future owner-approved case digest? ## Case qpi-draft-intl-002: Physical Capacity Treated As Negotiable Resource status: draft_owner_review_needed source_path: `[redacted owner-provided raw source path: organization CT slice]` ### 1. Surface Problem The surface issue is whether the organization can support an expanded enrollment target despite limited housing and delivery capacity. ### 2. Subject Position The framing subject is a fast-growing cross-border education function seeking resources from the broader organization. It owns growth commitments but depends on other functions for physical delivery. ### 3. Scenario Context The function's growth plan depends on shared infrastructure controlled by other units. Internal claims of having secured capacity conflict with evidence that the available capacity is constrained and contested. ### 4. Expectation-Reality Gap - Expected: Growth targets can be met through internal resource coordination. - Reality: The target appears to exceed verified delivery capacity, and the solution depends on displacing other units. - Gap summary: The business promise is ahead of the organization's physical and coordination reality. ### 5. Attempted Paths The function attempts to solve the shortage through internal resource reallocation and pressure on adjacent units rather than through a verified capacity gate. ### 6. Dynamic Shift The case shifts from P to I. At first it looks like a logistics problem. It becomes Issue when resource reallocation creates cross-unit conflict, delivery risk, and potential reputational consequences. ### 7. Scarcity Profile - data_scarcity: medium - path_or_resource_scarcity: high - consensus_or_order_scarcity: high ### 8. Mixed Or Multi-Perspective `intra_frame_mixed` The same growth function faces resource scarcity and governance scarcity simultaneously. The missing capacity cannot be solved only by a schedule, because allocation rights and downstream harm are contested. ### 9. Governance Load High. The case requires a hard capacity gate, cross-functional arbitration, commitment control, downstream service assurance, and a clear rule for who bears the cost of over-promising. ### 10. Misframing Risks - violent_reduction - tool_solutionism - premature_classification ### 11. Candidate QPI Judgment - classification_scope: subject_contextual - is_provisional: true - classification: mixed - dominant_scarcity: path_resource - classification_confidence: medium - recommended_next_step: Establish a verified delivery-capacity gate before allowing further promises, then decide whether resource conflict requires governance escalation. ### 12. Owner Review Questions - Should dominant_scarcity be `path_resource` or `consensus_order`? - Is the key failure over-promising, cross-unit conflict, or the absence of a hard capacity gate? - Should this case be paired with a no-call selector trap about simple logistics requests? ## Case qpi-draft-intl-003: Performance-Backed Role Inflation status: draft_owner_review_needed source_path: `[redacted owner-provided raw source path: organization CT slice]` ### 1. Surface Problem The surface issue is whether a high-performing team should receive higher internal status, stronger authority, or a more formal role. ### 2. Subject Position The framing subject is a high-performing subfunction that has become strategically valuable through revenue, external channels, and market execution ability. It is negotiating its organizational status from a position of performance leverage. ### 3. Scenario Context The organization has an uneven internal power structure. A growth subfunction is gaining influence faster than formal governance rules can absorb, creating tension between performance contribution and institutional order. ### 4. Expectation-Reality Gap - Expected: Strong performance should be recognized and converted into appropriate authority. - Reality: Authority claims may become personalized, destabilize role boundaries, and create a semi-independent internal power center. - Gap summary: The organization lacks a clean mechanism for converting business contribution into legitimate governance authority. ### 5. Attempted Paths The subfunction requests upgraded status and symbolic authority. The broader organization informally acknowledges the team's value but lacks a stable rule for granting power without encouraging factional autonomy. ### 6. Dynamic Shift The case is Issue from the start. It is not only a staffing or title allocation problem; it concerns how performance, authority, accountability, and organizational identity are linked. ### 7. Scarcity Profile - data_scarcity: low - path_or_resource_scarcity: medium - consensus_or_order_scarcity: high ### 8. Mixed Or Multi-Perspective `intra_frame_mixed` The same situation contains a real resource/authority need and a governance-order risk. It should not be reduced to either "reward the team" or "suppress ambition." ### 9. Governance Load High. The organization must manage role boundaries, incentive legitimacy, succession risk, internal fairness, and whether a high-performing team becomes an internal exception to normal rules. ### 10. Misframing Risks - violent_reduction - malicious_inflation - single-cause_reduction ### 11. Candidate QPI Judgment - classification_scope: subject_contextual - is_provisional: true - classification: issue - dominant_scarcity: consensus_order - classification_confidence: medium - recommended_next_step: Define a rule-based authority and accountability package before granting status; avoid converting personal leverage directly into structural power. ### 12. Owner Review Questions - Is "performance-backed role inflation" the right abstraction, or should this be framed as "authority without accountability"? - Should this case include proxy stakeholders such as future management, adjacent units, and external partners? - Is the classification too confidently Issue without more context from the organization owner? ## Case qpi-draft-intl-004: Strategic Chain Collapsed Into Front-End Sales status: draft_owner_review_needed source_path: `[redacted owner-provided raw source path: organization CT slice]` ### 1. Surface Problem The surface issue is a disagreement about whether the function should focus on front-end recruitment or build a full education-to-outcome chain. ### 2. Subject Position There are at least two subject positions: a decision layer thinking in long-term chain design, and an execution layer optimizing for faster recruitment and easier short-term delivery. ### 3. Scenario Context The organization wants a cross-stage pathway that links intake, education delivery, advancement, and outcomes. The execution layer narrows the work into lead generation and conversion. ### 4. Expectation-Reality Gap - Expected: The function should build a durable pathway with downstream outcomes. - Reality: Execution behavior treats the work as a lighter enrollment intermediary business. - Gap summary: The strategic object and the operational object are not the same. ### 5. Attempted Paths The decision layer pushes for a broader chain. The execution layer continues to prioritize front-end recruitment because it is faster, measurable, and closer to immediate incentives. ### 6. Dynamic Shift This case shows `inter_viewpoint_divergence`. From the execution layer it may look like a P: how to recruit more effectively. From the decision layer it is an I: how to align organizational mission, delivery responsibility, and outcome accountability. ### 7. Scarcity Profile - data_scarcity: medium - path_or_resource_scarcity: medium - consensus_or_order_scarcity: high ### 8. Mixed Or Multi-Perspective `inter_viewpoint_divergence` The same surface request is framed differently by different responsibility positions. The issue is not merely mixed scarcity inside one frame; it is a divergence between strategic and operational definitions of the work. ### 9. Governance Load High. The organization must decide what business it is actually in, what outcomes are owned, and whether short-term enrollment can be allowed to define the whole function. ### 10. Misframing Risks - violent_reduction - premature_classification - malicious_inflation ### 11. Candidate QPI Judgment - classification_scope: multi_perspective - is_provisional: true - classification: issue - dominant_scarcity: consensus_order - classification_confidence: medium - recommended_next_step: Explicitly separate the decision-layer strategic frame from the execution-layer sales frame, then define which frame governs resource allocation. ### 12. Owner Review Questions - Is this the clearest example of `inter_viewpoint_divergence` in this source? - Should the execution-layer frame be classified as Problem while the decision-layer frame is Issue? - Does this case need a paired expected output showing `classification_by_viewpoint`? ## Case qpi-draft-intl-005: Inflated Credential Metrics As Fact Scarcity status: draft_owner_review_needed source_path: `[redacted owner-provided raw source path: organization CT slice]` ### 1. Surface Problem The surface issue is whether reported credential or staffing indicators are real enough to support institutional evaluation and delivery claims. ### 2. Subject Position The framing subject is the decision layer reviewing whether the execution layer's reported indicators represent real capability or only formalistic compliance. ### 3. Scenario Context The organization faces evaluation pressure. The execution layer reports credential-related assets, but the decision layer suspects that the data may be inflated, symbolic, or disconnected from real teaching capacity. ### 4. Expectation-Reality Gap - Expected: Credential indicators should reflect real institutional capacity. - Reality: Reported indicators may be assembled to satisfy evaluation appearance without improving actual delivery. - Gap summary: The organization lacks trusted facts about whether the metric corresponds to real capability. ### 5. Attempted Paths The execution layer presents the metric as progress. The decision layer questions the nature, source, and operational usefulness of the metric. ### 6. Dynamic Shift The case begins as Q because the first scarcity is factual: what is the reported indicator really measuring? It may escalate into I if metric inflation is systemic and tied to governance incentives. ### 7. Scarcity Profile - data_scarcity: high - path_or_resource_scarcity: medium - consensus_or_order_scarcity: medium ### 8. Mixed Or Multi-Perspective `intra_frame_mixed` The first move is fact verification, but the case contains a governance shadow because the organization may reward metric appearance over substance. ### 9. Governance Load Medium to high. If the metric is false or misleading, the organization must repair audit authenticity, incentive design, and future reporting standards. ### 10. Misframing Risks - violent_reduction - single-cause_reduction - premature_classification ### 11. Candidate QPI Judgment - classification_scope: subject_contextual - is_provisional: true - classification: question - dominant_scarcity: data - classification_confidence: medium - recommended_next_step: Verify whether the indicator maps to real delivery capacity before treating it as an asset or a compliance risk. ### 12. Owner Review Questions - Should this remain Question-first, or should it be Issue because the source already frames it as systemic metric distortion? - What level of evidence would let this case move from fact verification into governance remediation? - Should the future digest keep the credential category abstract to avoid compliance sensitivity? ## Case qpi-draft-intl-006: Pricing Deadlock Misread As Simple Market Weakness status: draft_owner_review_needed source_path: `[redacted owner-provided raw source path: organization CT slice]` ### 1. Surface Problem The surface issue is weak demand for an existing program due to a mismatch between price and perceived market value. ### 2. Subject Position The framing subject is an execution team responsible for recruitment under inherited pricing and product-positioning constraints. It can observe market rejection but may not have authority to reset the pricing structure. ### 3. Scenario Context The program uses a pricing logic borrowed from stronger or different categories. Lowering price creates fairness and refund risks for existing participants, while not lowering price makes new recruitment difficult. ### 4. Expectation-Reality Gap - Expected: The program should compete in its market and sustain intake. - Reality: Pricing and perceived value are misaligned, and every correction path creates a secondary risk. - Gap summary: This is not merely poor sales execution; it is a structural deadlock between market fit and legacy commitment. ### 5. Attempted Paths The team continues recruitment under the existing price structure and explores workaround mechanisms to preserve intake, rather than solving the underlying price-value mismatch. ### 6. Dynamic Shift The case begins as P: find a viable pricing and enrollment path. It can become I when legacy commitments, refund fairness, and institutional reputation become the central constraints. ### 7. Scarcity Profile - data_scarcity: low - path_or_resource_scarcity: high - consensus_or_order_scarcity: medium ### 8. Mixed Or Multi-Perspective `intra_frame_mixed` The core path problem is clear, but order scarcity emerges because every path affects existing participants and institutional fairness. ### 9. Governance Load Medium. The organization needs a transition rule, risk budget, and communication strategy rather than only a new sales tactic. ### 10. Misframing Risks - violent_reduction - tool_solutionism - premature_classification ### 11. Candidate QPI Judgment - classification_scope: subject_contextual - is_provisional: true - classification: problem - dominant_scarcity: path_resource - classification_confidence: medium - recommended_next_step: Model the transition options and their fairness costs before using workaround enrollment tactics. ### 12. Owner Review Questions - Should this be a Problem case, or a P/I mixed case because the fairness and legacy-risk layer is central? - Does the owner want this retained as a distinct case if similar pricing deadlocks appear in other department slices? - What anonymized wording best captures the inherited-pricing constraint? ## Case qpi-draft-intl-007: High-Quality Asset At Risk Of Privatization status: draft_owner_review_needed source_path: `[redacted owner-provided raw source path: organization CT slice]` ### 1. Surface Problem The surface issue is how to retain and scale a high-performing field execution team. ### 2. Subject Position The framing subject is the organization owner or decision layer assessing whether a valuable team capability is an institutional asset or an individual-centered private asset. ### 3. Scenario Context A small, highly capable team has proven it can execute across recruitment, operations, documentation, and external coordination. The capability is valuable, but it may be bound to one leader or subfunction rather than institutionalized. ### 4. Expectation-Reality Gap - Expected: Strong team capability can be reused as an organizational asset. - Reality: The capability may be personally controlled, hard to transfer, and linked to bargaining power against the organization. - Gap summary: The organization has an asset, but it may not yet own the asset structurally. ### 5. Attempted Paths The organization celebrates the team's results and may reward the team informally. It has not yet created a governance mechanism that captures the capability without killing the team's effectiveness. ### 6. Dynamic Shift The case shifts from P to I. Initially it asks how to retain or replicate a team. It becomes Issue because institutionalization, incentives, personal leverage, and continuity all need governance. ### 7. Scarcity Profile - data_scarcity: medium - path_or_resource_scarcity: medium - consensus_or_order_scarcity: high ### 8. Mixed Or Multi-Perspective `intra_frame_mixed` The same team is both an asset and a governance risk. Reducing it to "reward them" or "control them" would miss the system tension. ### 9. Governance Load High. The organization must balance retention, incentives, knowledge transfer, role boundaries, and protection from private capture. ### 10. Misframing Risks - violent_reduction - single-cause_reduction - premature_classification ### 11. Candidate QPI Judgment - classification_scope: subject_contextual - is_provisional: true - classification: issue - dominant_scarcity: consensus_order - classification_confidence: medium - recommended_next_step: Design an institutionalization path that preserves execution energy while separating team capability from personal bargaining monopoly. ### 12. Owner Review Questions - Is "privatization of organizational capability" the right abstraction here? - Should this case be connected with the role-inflation case or kept separate? - What owner-approved signal distinguishes healthy recognition from dangerous private capture? ## Case qpi-draft-intl-008: Strong External Channel Used To Justify Risky Internal Expansion status: draft_owner_review_needed source_path: `[redacted owner-provided raw source path: organization CT slice]` ### 1. Surface Problem The surface issue is whether a valuable external partnership and market channel should justify aggressive internal expansion. ### 2. Subject Position The framing subject is a decision layer evaluating a growth function's strategic assets and the risks of overextending them. ### 3. Scenario Context The function holds valuable external access and brand leverage. These assets create real opportunity, but the organization may use them to justify expansion into areas where delivery, compliance, and internal coordination are not ready. ### 4. Expectation-Reality Gap - Expected: A strong external channel should become a protected strategic asset and growth engine. - Reality: If attached to low-quality or risky internal practices, the same channel can become contaminated and lose credibility. - Gap summary: Real assets can be converted into future liabilities when the internal operating model cannot support them. ### 5. Attempted Paths The organization highlights the channel as proof of growth potential. The source analysis warns that the asset should not be used as cover for lower-quality or riskier practices. ### 6. Dynamic Shift The frame starts as P: how to exploit a valuable channel. It becomes I when the key question is how to protect the asset from organizational misuse and incentive-driven overreach. ### 7. Scarcity Profile - data_scarcity: low - path_or_resource_scarcity: medium - consensus_or_order_scarcity: high ### 8. Mixed Or Multi-Perspective `intra_frame_mixed` There is a real growth path, but using it without governance can degrade the very asset that enables growth. ### 9. Governance Load High. The organization needs rules for asset protection, partner trust, quality control, and limits on using strategic channels to mask weak delivery. ### 10. Misframing Risks - malicious_inflation - violent_reduction - tool_solutionism ### 11. Candidate QPI Judgment - classification_scope: subject_contextual - is_provisional: true - classification: issue - dominant_scarcity: consensus_order - classification_confidence: medium - recommended_next_step: Treat the external channel as a protected strategic asset; define what internal uses are prohibited before scaling. ### 12. Owner Review Questions - Should this case remain separate from capacity and compliance cases, or is it a higher-level synthesis case? - Is the key misframing "real asset implies safe expansion"? - What minimum evidence should be kept in a future digest without identifying the partner or program category?