Module IV · Generic Decision Engineering Protocol
Módulo IV · Protocolo Genérico de Ingeniería de Decisiones
Black-box rule
Regla de caja negra
Assume that Modules I–III have already defined the case, specified the required evidence, selected and executed eligible methods, and produced one or more complete Method Evidence Reports (MER).
Asumir que los Módulos I–III ya definieron el caso, especificaron la evidencia requerida, seleccionaron y ejecutaron métodos elegibles, y produjeron uno o más Method Evidence Reports (MER) completos.
Module IV does not recalculate indices, repair methods, silently change thresholds, or convert association into causality. Its task is to interpret, integrate, classify, compare, rank, and document decision options.
El Módulo IV no recalcula índices, repara métodos, cambia umbrales silenciosamente ni convierte asociación en causalidad. Su tarea es interpretar, integrar, clasificar, comparar, rankear y documentar opciones de decisión.
Boundary: intervention scenarios may only be generated when action variables pass explicit causal, temporal, feasibility, and ethical gates. Otherwise, the output remains an observational decision report.
Frontera: los escenarios de intervención solo pueden generarse cuando las variables de acción superan puertas causales, temporales, de factibilidad y éticas. De lo contrario, la salida permanece como reporte de decisión observacional.
1. Position in the complete framework
1. Posición en el framework completo
MODULE I
Module_1_MVCP_Method_Validation_Case_Protocol
Case + variables + eligibility
↓
MODULE II
Module_2_ECVP_v2_Evidence_Capability_Validation_Protocol_with_ESS
Evidence requirements + ESS
↓
MODULE III
Module_3_Method_Validation_Handbook_Generic
Execution + indices + diagnostics + MER
↓
MODULE IV
Module_4_Decision_Engineering_Handbook_Generic
Interpretation + integration + scenarios + trade-offs + DER
↓
DECISION ENGINEERING REPORT
SUPPORT / CONDITION / DEFER / RETURN / NO CONCLUSION
2. Handbook objective
2. Objetivo del manual
Convert validated evidence into a reproducible decision-engineering package. Every package must preserve the evidence lineage, interpretation boundaries, uncertainty, practical relevance, actionability, scenario assumptions, risk–benefit trade-offs, opportunity loss, and reasons for the final recommendation.
Convertir evidencia validada en un paquete reproducible de ingeniería de decisiones. Cada paquete debe preservar linaje, fronteras interpretativas, incertidumbre, relevancia práctica, accionabilidad, supuestos de escenarios, balance riesgo–beneficio, pérdida de oportunidad y razones de la recomendación final.
The handbook answers: “What must be interpreted, compared, challenged, and reported so that a decision can be defended without hiding uncertainty or inventing intervention effects?”
El manual responde: “¿Qué debe interpretarse, compararse, desafiarse y reportarse para defender una decisión sin ocultar incertidumbre ni inventar efectos de intervención?”.
3. Required inputs
3. Entradas requeridas
MERValidated methods, indices, diagnostics, uncertainty, robustness, failure flags.Métodos validados, índices, diagnósticos, incertidumbre, robustez y banderas.
ESSOriginal evidence requirements and interpretation needs.Requisitos originales de evidencia e interpretación.
Objective FunctionFunción objetivoOutcome to improve, preserve, reduce, prevent, or optimize.Resultado a mejorar, preservar, reducir, prevenir u optimizar.
Case ContextContexto del casoConstraints, stakeholders, ethics, resources, time horizon, decision environment.Restricciones, actores, ética, recursos, horizonte y entorno.
If the objective function or decision context is undefined, Module IV may interpret evidence but cannot responsibly rank actions.
Si la función objetivo o el contexto decisional no están definidos, el Módulo IV puede interpretar evidencia, pero no rankear acciones responsablemente.
4. Universal decision-engineering pipeline
4. Pipeline universal de ingeniería de decisiones
1. MER Intake Gate. Verify completeness, traceability, uncertainty, diagnostics, failure flags, and interpretation boundaries.Verificar completitud, trazabilidad, incertidumbre, diagnósticos, banderas y fronteras.
2. Evidence Interpretation. Translate every primary and companion output into bounded plain-language statements.Traducir cada salida primaria y complementaria a declaraciones acotadas.
3. Evidence Strength & Consistency. Classify convergence, conflict, precision, stability, robustness, and scope.Clasificar convergencia, conflicto, precisión, estabilidad, robustez y alcance.
4. Practical Significance. Determine whether the observed magnitude matters for the objective function.Determinar si la magnitud importa para la función objetivo.
5. Evidence Integration. Assemble the Integrated Evidence Profile (IEP) without hiding disagreement.Construir el Integrated Evidence Profile sin ocultar desacuerdos.
6. Variable Role Reclassification. Separate markers, predictors, mediators, confounders, latent drivers, outcomes, and action candidates.Separar marcadores, predictores, mediadores, confusores, impulsores latentes, resultados y candidatos de acción.
7. Action Eligibility Gate. Evaluate modifiability, temporal precedence, causal support, feasibility, controllability, ethics, and reversibility.Evaluar modificabilidad, precedencia temporal, soporte causal, factibilidad, controlabilidad, ética y reversibilidad.
8. Scenario Construction. Define no-action baseline, minimal intervention, moderate intervention, strong intervention, and evidence-collection options where applicable.Definir no acción, intervención mínima, moderada, fuerte y opciones de recolección de evidencia cuando aplique.
9. Future-State Projection. Estimate supported trajectories, ranges, assumptions, and uncertainty without pretending causal precision.Estimar trayectorias, rangos, supuestos e incertidumbre sin fingir precisión causal.
10. Risk–Benefit–Burden–Opportunity Analysis. Compare benefits, harms, burdens, reversibility, delay cost, and opportunity loss.Comparar beneficios, daños, cargas, reversibilidad, costo de demora y pérdida de oportunidad.
11. Scenario Ranking. Rank scenarios using explicit criteria, weights, sensitivity checks, and disagreement records.Rankear escenarios con criterios, pesos, sensibilidad y registro de desacuerdos.
12. DER Assembly. Generate the Decision Engineering Report with recommendation, confidence, boundaries, triggers, and return paths.Generar el Decision Engineering Report con recomendación, confianza, fronteras, disparadores y rutas de retorno.
5. Interpretation readiness statuses
5. Estados de preparación interpretativa
| Status | Meaning | Significado | Action | Acción |
|---|---|---|---|---|
| READY | All decision-critical MER elements are present and bounded. | Todos los elementos críticos están presentes y acotados. | Proceed to interpretation. | Proceder a interpretación. |
| READY WITH GAPS | Interpretation may proceed only for restricted questions. | La interpretación procede solo para preguntas restringidas. | Preserve visible gaps and prohibit unsupported decisions. | Mantener vacíos visibles y prohibir decisiones no soportadas. |
| RETURN | The MER cannot support responsible interpretation. | El MER no permite interpretación responsable. | Return to Module III, MSS, ESS, or data preparation. | Regresar a Módulo III, MSS, ESS o preparación. |
6. Evidence-strength protocol
6. Protocolo de fuerza de evidencia
| Status | Required pattern | Patrón requerido |
|---|---|---|
| VERY STRONG | Large or decision-relevant magnitude, precise uncertainty, multi-method convergence, strong diagnostics, high stability, supported scope. | Magnitud grande o relevante, incertidumbre precisa, convergencia, diagnósticos sólidos, estabilidad y alcance soportado. |
| STRONG | Clear signal, acceptable uncertainty, mostly consistent evidence, visible limitations. | Señal clara, incertidumbre aceptable, evidencia mayormente consistente y límites visibles. |
| MODERATE | Signal exists but depends on assumptions, model choice, or unresolved uncertainty. | Existe señal, pero depende de supuestos, modelo o incertidumbre no resuelta. |
| WEAK | Small, imprecise, unstable, unsupported, or diagnostically fragile evidence. | Evidencia pequeña, imprecisa, inestable, sin soporte o frágil. |
| CONFLICTING | Material disagreement among methods, indices, groups, or diagnostics. | Desacuerdo material entre métodos, índices, grupos o diagnósticos. |
| INCONCLUSIVE | Available evidence cannot distinguish among plausible interpretations. | La evidencia no distingue entre interpretaciones plausibles. |
Statistical significance alone may never determine evidence strength.
La significancia estadística por sí sola nunca determina la fuerza de evidencia.
7. Objective-function protocol
7. Protocolo de función objetivo
OBJECTIVE FUNCTION PROFILE
Objective Function:
Direction:
MAXIMIZE / MINIMIZE / MAINTAIN / PREVENT / STABILIZE
Current State:
Desired State:
Target Range:
Minimum Meaningful Change:
Decision Horizon:
Measurement Frequency:
Stakeholders:
Constraints:
Unacceptable Outcomes:
Tolerance for False Positive:
Tolerance for False Negative:
Tolerance for Delay:
Reversibility Requirement:
Evidence Required to Escalate:
Evidence Required to Stop:
A target without a meaningful range, decision horizon, and error tolerance is not decision-ready.
Una meta sin rango significativo, horizonte decisional y tolerancia al error no está lista para decidir.
8. Variable Role Matrix (VRM)
8. Matriz de Roles de Variables (VRM)
| RoleRol | DefinitionDefinición | Action implicationImplicación de acción | ||
|---|---|---|---|---|
| Observed marker | Describes the system state. | Describe el estado del sistema. | Useful for detection or monitoring; not automatically actionable. | Útil para detectar o monitorear; no automáticamente accionable. |
| Predictive variable | Improves prediction of the objective outcome. | Mejora la predicción del objetivo. | May support triage or forecasting, but not intervention by itself. | Puede apoyar triage o pronóstico, no intervención por sí sola. |
| Confounder | Influences both candidate action and outcome. | Influye en acción candidata y resultado. | Must be controlled or explicitly bounded. | Debe controlarse o acotarse. |
| Mediator | Carries part of a causal pathway. | Transporta parte de una vía causal. | Potential action or monitoring point if causal support exists. | Punto potencial de acción o monitoreo si existe soporte causal. |
| Latent driver | Unobserved process hypothesized to generate multiple observed signals. | Proceso no observado que podría generar señales múltiples. | Requires new evidence; never treated as established. | Requiere evidencia nueva; nunca se trata como establecido. |
| Action variable | Modifiable variable with credible temporal and causal relevance. | Variable modificable con relevancia temporal y causal creíble. | Eligible for intervention scenario design. | Elegible para diseño de intervención. |
| Outcome-proximal variable | Appears near or after the objective outcome. | Aparece cerca o después del resultado objetivo. | May be a consequence or late marker; action claims require caution. | Puede ser consecuencia o marcador tardío; requiere cautela. |
9. Action Variable Register (AVR)
9. Registro de Variables de Acción (AVR)
ACTION VARIABLE REGISTER
Variable ID:
Variable Name:
Current Role:
Modifiable? YES / PARTIAL / NO
Directly Controllable? YES / PARTIAL / NO
Temporal Precedence:
Causal Support:
RANDOMIZED / QUASI-EXPERIMENTAL / LONGITUDINAL /
MECHANISTIC / OBSERVATIONAL / NONE
Mechanism:
Expected Direction of Effect:
Supported Range:
Decision Horizon:
Feasibility:
Ethical Acceptability:
Reversibility:
Potential Side Effects:
Potential Feedback Effects:
Measurement Availability:
Eligibility:
ELIGIBLE / CONDITIONAL / OBSERVATIONAL ONLY / NOT ACTIONABLE
Evidence Gaps:
Return Requirement:
10. Action eligibility gate
10. Puerta de elegibilidad de acción
| GatePuerta | Required questionPregunta requerida | Failure responseRespuesta al fallo | |
|---|---|---|---|
| Modifiability | Can the variable be changed directly or indirectly? | ¿Puede modificarse directa o indirectamente? | NOT ACTIONABLE / MONITOR ONLY |
| Temporal precedence | Does it occur before the objective outcome? | ¿Ocurre antes del resultado objetivo? | OBSERVATIONAL ONLY |
| Causal support | Is there evidence that changing it changes the objective? | ¿Hay evidencia de que cambiarla cambia el objetivo? | CONDITIONAL / RETURN |
| Feasibility | Can it be controlled within resources and horizon? | ¿Puede controlarse con recursos y horizonte disponibles? | DEFER / ALTERNATIVE SCENARIO |
| Ethics | Is intervention acceptable to affected stakeholders? | ¿Es aceptable para los actores afectados? | PROHIBITED / REDESIGN |
| Reversibility | Can harm be limited or reversed if assumptions fail? | ¿Puede limitarse o revertirse el daño? | HIGHER EVIDENCE THRESHOLD |
| Feedback | Could intervention create harmful loops or displacement effects? | ¿Puede crear bucles dañinos o efectos de desplazamiento? | SCENARIO REVISION |
11. Intervention Scenario Portfolio (ISP)
11. Portafolio de Escenarios de Intervención (ISP)
INTERVENTION SCENARIO
Scenario ID:
Scenario Name:
Objective Function:
Baseline / No-Action Comparator:
Action Variables:
Action Type:
Intensity:
Timing:
Duration:
Sequence:
Target Population / System Region:
Expected Direction:
Expected Magnitude Range:
Evidence Basis:
Causal Support Grade:
Key Assumptions:
Uncertainty Range:
Potential Benefits:
Potential Harms:
Burden:
Opportunity Loss if Delayed:
Opportunity Loss if Chosen:
Reversibility:
Monitoring Indicators:
Escalation Trigger:
Stop Trigger:
Return Trigger:
Scenario Status:
ELIGIBLE / CONDITIONAL / NOT SUPPORTED
Every scenario must include a no-action or current-policy comparator. “Do nothing” is also a decision with consequences.
Todo escenario debe incluir un comparador de no acción o política actual. “No hacer nada” también es una decisión con consecuencias.
12. Risk–Benefit–Burden–Opportunity Matrix (RBBOM)
12. Matriz Riesgo–Beneficio–Carga–Oportunidad (RBBOM)
| DimensionDimensión | Required evaluationEvaluación requerida | |
|---|---|---|
| Expected benefit | Magnitude, probability range, timing, durability, who benefits. | Magnitud, rango de probabilidad, tiempo, duración y beneficiarios. |
| Expected harm | Severity, probability range, reversibility, who carries the harm. | Severidad, probabilidad, reversibilidad y quién asume el daño. |
| Burden | Biological, operational, cognitive, social, ethical, temporal, resource burden. | Carga biológica, operativa, cognitiva, social, ética, temporal y de recursos. |
| Opportunity loss of delay | What may become impossible, harder, or less effective if action is postponed? | ¿Qué puede volverse imposible, más difícil o menos efectivo si se demora? |
| Opportunity loss of choice | What alternatives are abandoned by selecting this scenario? | ¿Qué alternativas se abandonan al seleccionar este escenario? |
| Uncertainty | What is unknown about benefit, harm, burden, and timing? | ¿Qué se desconoce sobre beneficio, daño, carga y tiempo? |
| Equity / distribution | Are benefits and harms distributed fairly? | ¿Beneficios y daños se distribuyen justamente? |
| Reversibility | Can the decision be corrected if assumptions fail? | ¿Puede corregirse si fallan los supuestos? |
13. Scenario ranking protocol
13. Protocolo de ranking de escenarios
Module IV ranks scenarios, not variables. A variable becomes useful only inside a feasible, ethical, monitored, and evidence-supported action scenario.
El Módulo IV rankea escenarios, no variables. Una variable solo es útil dentro de un escenario factible, ético, monitoreado y respaldado por evidencia.
| CriterionCriterio | Typical directionDirección típica | Required disclosureDivulgación requerida | |
|---|---|---|---|
| Objective improvement | Maximize | Expected range and evidence basis. | Rango esperado y base de evidencia. |
| Risk | Minimize | Severity, probability, reversibility. | Severidad, probabilidad y reversibilidad. |
| Opportunity loss | Minimize | Delay and displaced alternatives. | Demora y alternativas desplazadas. |
| Burden | Minimize / constrain | Who bears which burden. | Quién asume qué carga. |
| Feasibility | Maximize | Resources, time, control, implementation dependencies. | Recursos, tiempo, control y dependencias. |
| Evidence strength | Maximize | Causal and predictive support must be distinguished. | Distinguir soporte causal y predictivo. |
| Reversibility | Prefer higher | Stop and rollback capacity. | Capacidad de detener y revertir. |
| Equity | Constrain / optimize | Distribution of benefits and harms. | Distribución de beneficios y daños. |
Weights must never be hidden. Ranking must be repeated under plausible alternative weights to expose preference sensitivity.
Los pesos nunca deben ocultarse. El ranking debe repetirse con pesos alternativos plausibles para exponer sensibilidad de preferencias.
14. Decision statuses
14. Estados de decisión
| Status | Meaning | Significado |
|---|---|---|
| SUPPORT | The evidence supports the bounded decision or scenario within stated conditions. | La evidencia respalda la decisión o escenario dentro de condiciones declaradas. |
| CONDITION | Proceed only under explicit restrictions, monitoring, triggers, or additional evidence. | Proceder solo con restricciones, monitoreo, disparadores o evidencia adicional. |
| DEFER | Decision is postponed because uncertainty or consequences exceed acceptable limits. | La decisión se pospone porque incertidumbre o consecuencias exceden límites aceptables. |
| RETURN | Return to an earlier module with a defined evidence or design requirement. | Regresar a un módulo anterior con un requisito definido. |
| NO CONCLUSION | Available evidence does not support a defensible decision. | La evidencia no respalda una decisión defendible. |
15. Decision reasoning validation
15. Validación del razonamiento decisional
1.Were all decision-critical MER indices interpreted correctly?¿Se interpretaron correctamente todos los índices críticos?
2.Does the evidence-strength classification match magnitude, uncertainty, diagnostics, and stability?¿La fuerza coincide con magnitud, incertidumbre, diagnósticos y estabilidad?
3.Were conflicts preserved and explained?¿Los conflictos fueron preservados y explicados?
4.Was statistical significance separated from practical significance?¿Se separó significancia estadística de práctica?
5.Is the objective function explicit and measurable?¿La función objetivo es explícita y medible?
6.Were predictive variables separated from action variables?¿Se separaron variables predictivas de variables de acción?
7.Did every action candidate pass causal and feasibility gates?¿Cada candidato pasó puertas causales y de factibilidad?
8.Was no-action explicitly modeled?¿La no acción fue modelada explícitamente?
9.Were risk, benefit, burden, opportunity loss, and reversibility compared?¿Se compararon riesgo, beneficio, carga, oportunidad y reversibilidad?
10.Are weights, thresholds, assumptions, and exclusions visible?¿Pesos, umbrales, supuestos y exclusiones son visibles?
11.Was ranking sensitivity evaluated?¿Se evaluó sensibilidad del ranking?
12.Does the recommendation include monitoring, stop, escalation, and return triggers?¿La recomendación incluye monitoreo y disparadores?
16. Decision Engineering Report (DER)
16. Decision Engineering Report (DER)
DECISION ENGINEERING REPORT
Case ID:
DER ID:
Timestamp:
Decision Owner:
Stakeholders:
MER References:
ESS Reference:
Data Snapshot References:
OBJECTIVE FUNCTION
Objective:
Current State:
Desired State:
Target Range:
Minimum Meaningful Change:
Decision Horizon:
Error Tolerances:
INTERPRETATION READINESS
MER Status:
Missing Evidence:
Interpretation Boundaries:
INTEGRATED EVIDENCE PROFILE
Evidence Families:
Strength:
Convergence:
Conflicts:
Uncertainty:
Scope:
Failure Flags:
PRACTICAL SIGNIFICANCE
Objective-Function Relevance:
Expected Practical Impact:
Minimum Meaningful Change Met?:
Remaining Unknowns:
VARIABLE ROLE MATRIX
Observed Markers:
Predictive Variables:
Confounders:
Mediators:
Latent Driver Hypotheses:
Action Candidates:
Non-Actionable Variables:
ACTION VARIABLE REGISTER
Candidate:
Modifiability:
Temporal Precedence:
Causal Support:
Feasibility:
Ethics:
Reversibility:
Eligibility:
SCENARIO PORTFOLIO
Baseline / No Action:
Scenario A:
Scenario B:
Scenario C:
Evidence Basis:
Expected Future-State Ranges:
Assumptions:
Monitoring:
Triggers:
RISK–BENEFIT–BURDEN–OPPORTUNITY
Expected Benefits:
Expected Harms:
Burden:
Opportunity Loss of Delay:
Opportunity Loss of Choice:
Equity:
Reversibility:
Uncertainty:
SCENARIO RANKING
Criteria:
Weights:
Ranking:
Sensitivity to Weights:
Dominated Scenarios:
Unresolved Preference Conflicts:
FINAL DECISION
Status:
SUPPORT / CONDITION / DEFER / RETURN / NO CONCLUSION
Recommended Scenario:
Confidence:
Reasoning:
Conditions:
Monitoring Plan:
Escalation Trigger:
Stop Trigger:
Return Trigger:
BOUNDARIES
Allowed Interpretation:
Prohibited Interpretation:
Causal Limits:
External Validity Limits:
Ethical Limits:
FUTURE EVIDENCE REQUIRED
Data:
Methods:
Validation:
External Evidence:
Intervention Evidence:
17. Module IV failure modes
17. Modos de fallo del Módulo IV
| FailureFallo | MeaningSignificado | Required responseRespuesta requerida | ||
|---|---|---|---|---|
| Interpretation failure | An index is misread or stripped of context. | Un índice se interpreta mal o sin contexto. | Correct interpretation and rerun reasoning validation. | Corregir y repetir validación del razonamiento. |
| Evidence-integration failure | Conflicts are hidden or incompatible evidence is averaged away. | Conflictos ocultos o promediados. | Restore conflict registry and conditional conclusions. | Restaurar registro y conclusiones condicionales. |
| Actionability failure | A predictive marker is treated as an intervention target. | Un marcador predictivo se trata como objetivo de intervención. | Return to Variable Role Matrix and Action Gate. | Regresar a VRM y puerta de acción. |
| Causal overreach | Observed association is converted into expected intervention effect. | Asociación convertida en efecto de intervención. | Downgrade to observational status or obtain causal evidence. | Bajar a observacional u obtener evidencia causal. |
| Scenario omission | No-action or plausible alternatives are not compared. | No se compara no acción o alternativas plausibles. | Rebuild the scenario portfolio. | Reconstruir portafolio. |
| Opportunity-loss failure | Delay or displaced alternatives are ignored. | Se ignoran demora o alternativas desplazadas. | Add opportunity analysis before ranking. | Añadir análisis de oportunidad. |
| Preference opacity | Weights or thresholds are hidden. | Pesos o umbrales ocultos. | Expose assumptions and rerun sensitivity. | Exponer supuestos y repetir sensibilidad. |
| Recommendation failure | Recommendation lacks conditions, triggers, or return path. | Recomendación sin condiciones ni ruta de retorno. | Mark DER incomplete. | Marcar DER incompleto. |
18. Module IV statuses
18. Estados del Módulo IV
| Status | Meaning | Significado |
|---|---|---|
| DER COMPLETE | All decision components, scenarios, trade-offs, boundaries, and triggers are documented. | Todos los componentes, escenarios, trade-offs, fronteras y disparadores están documentados. |
| DER COMPLETE WITH CONDITIONS | A defensible conditional decision exists, but explicit restrictions remain. | Existe decisión condicional defendible, con restricciones explícitas. |
| DER PARTIAL | Interpretation is available, but scenarios or action gates remain incomplete. | Hay interpretación, pero escenarios o puertas están incompletos. |
| RETURN REQUIRED | The decision process must return to an earlier module or obtain external evidence. | Debe regresar a un módulo anterior u obtener evidencia externa. |
| NO DEFENSIBLE DECISION | The evidence does not support a transparent decision under current conditions. | La evidencia no respalda una decisión transparente. |
19. Interactive reasoning check
19. Comprobación interactiva del razonamiento
Case: Excellent predictor, no causal support
Caso: Predictor excelente, sin soporte causal
A variable has very high predictive importance and separates outcomes strongly. It is measured after the biological process is established, and no evidence shows that modifying it changes the outcome.
Una variable tiene alta importancia predictiva y separa fuertemente los resultados. Se mide después de establecido el proceso biológico y no existe evidencia de que modificarla cambie el resultado.
Suggested answer:Respuesta sugerida:
It remains an observational marker or predictor. Strong prediction does not satisfy temporal precedence, causal support, or actionability.
Permanece como marcador o predictor observacional. La predicción fuerte no satisface precedencia temporal, soporte causal ni accionabilidad.
20. Final contract
20. Contrato final
Module IV must hand over a complete DER containing the interpretation of validated evidence, objective-function relevance, variable roles, action eligibility, scenario portfolio, future-state ranges, risk–benefit–burden–opportunity analysis, ranking assumptions, recommendation, uncertainty, boundaries, triggers, and return paths.
El Módulo IV debe entregar un DER completo con interpretación de evidencia validada, relevancia para la función objetivo, roles de variables, elegibilidad de acción, escenarios, rangos futuros, análisis riesgo–beneficio–carga–oportunidad, supuestos de ranking, recomendación, incertidumbre, fronteras, disparadores y rutas de retorno.
THE DER MUST CONTAIN
- What evidence was received
- What conclusions are technically supported
- What remains uncertain or conflicting
- What matters for the objective function
- Which variables are markers, predictors, latent hypotheses, or action candidates
- Which action candidates passed or failed the causal gate
- What scenarios were considered
- What no-action means
- What future states are supported
- What benefits, harms, burdens, and opportunity losses exist
- What criteria and weights were used
- How ranking changes under alternative weights
- What scenario is recommended
- Under what conditions
- With what monitoring, escalation, stop, and return triggers
- No hidden thresholds
- No hidden preferences
- No invented causal effect
- No pre-decided recommendation
Handbook closing
Cierre del manual
The Decision Engineering Handbook is the reasoning engine of Module IV. It transforms validated evidence into a traceable Decision Engineering Report without confusing prediction with intervention, significance with usefulness, or recommendation with certainty.
El Decision Engineering Handbook es el motor de razonamiento del Módulo IV. Transforma evidencia validada en un Decision Engineering Report trazable sin confundir predicción con intervención, significancia con utilidad ni recomendación con certeza.
Module IV principle: a defensible decision is not the scenario with the most attractive expected result. It is the scenario whose evidence, assumptions, risks, opportunity costs, uncertainty, and monitoring rules are most transparent and acceptable for the objective function.
Principio del Módulo IV: una decisión defendible no es el escenario con el resultado esperado más atractivo. Es aquel cuya evidencia, supuestos, riesgos, costos de oportunidad, incertidumbre y reglas de monitoreo son más transparentes y aceptables para la función objetivo.