Elaborado con IA a partir del resumen de los autores
Preprint teórico que propone un modelo de la relación tutor-estudiante como sistema dinámico impulsado por dos retroalimentaciones acopladas: el mapeo de la precisión contextual del tutor sobre el estado cognitivo del estudiante, y el bucle de autenticidad de la señal del estudiante, en el que la confianza aumenta la disposición a responder honestamente. El cierre de ambos bucles es interdependiente y genera una trayectoria no lineal característica con una depresión inicial, un punto de inflexión desencadenado por el "movimiento de aterrizaje" (cuando el tutor accede al estado cognitivo real del estudiante) y productividad acelerada posterior. Se ilustran mediante estudios de caso dos versiones: la exitosa y el modo de falla en equilibrio de reparación fallida, donde las oportunidades perdidas refuerzan la actuación gestionada del estudiante. El modelo integra literatura sobre alianza terapéutica, manejo de impresiones y confianza epistémica.
Puntos clave
El acoplamiento entre precisión contextual del tutor y autenticidad de respuesta del estudiante es fuertemente interdependiente, con ambas variables limitadas cuando cualquiera es baja.
La trayectoria no lineal típica incluye una depresión productiva inicial, un punto de inflexión (movimiento de aterrizaje) donde el tutor accede al estado cognitivo real del estudiante, e incremento acelerado de productividad.
El modo de falla en equilibrio de reparación fallida ocurre cuando oportunidades perdidas de aterrizaje genuino refuerzan la actuación gestionada del estudiante, creando una postura defensiva estable de baja productividad.
La calidad de la señal en sesiones tempranas predice el resultado relacional, y la sesión del primer movimiento de aterrizaje genuino funciona como umbral diagnóstico de la trayectoria relacional.
Para quién: Educadores, tutores, investigadores en educación y psicología del aprendizaje interesados en comprender la dinámica relacional que subyace a la calidad de la enseñanza tutoral y en predecir trayectorias de éxito o fracaso en estas diadas.
Resumen de los autores
The tutoring literature consistently finds that relationship quality predicts learning outcomes, but it does not explain why, nor does it account for the internal developmental trajectory of the relationship itself. This paper proposes a theoretical model of the tutor-student relationship as a dynamic system driven by two coupled feedback loops: the tutor's contextual accuracy loop, in which the tutor builds an increasingly accurate map of the student's cognitive state across sessions, and the student's signal authenticity loop, in which the student's willingness to produce honest rather than managed responses increases as trust accumulates. These loops are strongly interdependent: closure rates are substantially constrained when either variable is low, and the ceiling of the productive phase is proportional to the degree to which both loops have closed. The tutor cannot build a fully accurate context map from predominantly performed signal, and the student's disclosure will remain shallow until the tutor has demonstrated specifically accurate understanding of their actual rather than performed state. This coupling produces a characteristic non-linear trajectory — a productive dip in the early sessions before an inflection point, followed by accelerating productivity — that is highly probable under conditions of epistemic risk and asymmetric evaluation, and that the literature has not previously mapped or explained. The inflection point is driven by what this paper terms the landing move: a tutor action that hits the student's actual cognitive state rather than their performed version of it, triggering the simultaneous partial closure of both loops. Two case studies drawn from tutoring session transcripts illustrate the successful version of this trajectory and the failure mode in which the inflection never occurs. The failure mode is theorized as distinct from simple non-closure: in the repair-failure equilibrium, missed landing opportunities reinforce the student's reliance on managed performance until the low-productivity state becomes a stable defensive posture that resists disruption. The paper draws on the therapeutic alliance literature, the impression management literature, and the epistemic trust framework to ground its claims. The novelty of the contribution lies not in the existence of bidirectional coupling — which has precedents in Bandura's reciprocal determinism and Clark and Brennan's grounding theory — but in the specific variable configuration, the strong interdependence claim, the characteristic trajectory shape, and the application of this synthesis to the tutoring dyad, where it has not previously appeared. The paper derives a falsifiable prediction: early-session signal quality predicts relationship outcome, and the session in which the first genuine landing move occurs is the diagnostic threshold for relationship trajectory.
O'Keefe, G. (2026). The Mutual Calibration Threshold: Trust, Context, and the Non-Linear Developmental Trajectory of the Tutoring Relationship. https://doi.org/10.35542/osf.io/bnju4_v1
