Machine behaviourism: future visions of ‘learnification’ and ‘datafication’ across humans and digital technologies

ABSTRACT

This paper examines visions of ‘learning’ across humans and machines in a near-future of intensive data analytics. Building upon the concept of ‘learnification’, practices of ‘learning’ in emerging big data-driven environments are discussed in two significant ways: the training of machines, and the nudging of human decisions through digital choice architectures. Firstly, ‘machine learning’ is discussed as an important example of how data-driven technologies are beginning to influence educational activity, both through sophisticated technical expertise and a grounding in behavioural psychology. Secondly, we explore how educational software design informed by behavioural economics is increasingly intended to frame learner choices to influence and ‘nudge’ decisions towards optimal outcomes. Through the growing influence of ‘data science’ on education, behaviourist psychology is increasingly and powerfully invested in future educational practices. Finally, it is argued that future education may tend toward very specific forms of behavioural governance – a ‘machine behaviourism’ – entailing combinations of radical behaviourist theories and machine learning systems, that appear to work against notions of student autonomy and participation, seeking to intervene in educational conduct and shaping learner behaviour towards predefined aims.     

Should Tougher Basic Skills Requirements Be Viewed as a Means of Strengthening the Teaching Force?

The study assesses the criterion-related validity of one state's set of basic skills requirements for teacher licensure. Though all 186 participants met the basic skills requirements in place when enrolled as teacher education students, the PPST Reading scores of 77 participants and the PPST Mathematics scores of 67 do not meet the state's current requirements. The magnitude of correlations between the participants' basic skills scores and their performance in student teaching provides no criterion-related support for the current requirements, and the correlations involving reading and mathematics raise questions regarding the minimal competency assumption that positive relationships exist between teaching performance and scores below the qualifying levels on basic skills tests.     

School Resources in Teaching Science to Diverse Student Groups: An Intervention’s Effect on Elementary Teachers’ Perceptions

Elementary school teachers’ perceptions of school resources (i.e., material, human, and social) for teaching science to diverse student groups were examined across three school districts from one state. As part of a 3-year curricular and professional development intervention, we examined the effect on teachers’ perceptions after their first year of participation. The study involved 103 fifth-grade teachers from 33 schools participating in the intervention and 116 teachers from 33 control schools. The teachers completed a survey at the beginning and end of the school year. As a result of the intervention, teachers in the treatment group reported more positive perceptions of school resources than teachers in the control group.     

The design and development of a multimedia case‐based environment on parental engagement

The purpose of this paper is to present the rationale and principles that guided the design and development of PARENTS, a multimedia case‐based environment. Following a development research approach, the tenets of constructivist learning, and the advantages of case‐based instruction, we developed a multimedia program in which we utilized and incorporated the findings of the longitudinal study Ecologies of Parental Engagement (EPE). EPE focused on parents in high‐poverty urban communities and the roles they play in elementary schools that are active in implementing reform‐based science education. The main purpose of the multimedia program PARENTS was to help preservice science teachers to explore and reflect on themes of parental engagement in high‐poverty urban school settings. In this paper, we present the design and conceptual framework behind the first prototype of PARENTS.

Conception et développement d'un environnement multimedia sur l'implication des parents fondé sur des études de cas

Le but de cet article est de présenter le raisonnement et les principes qui ont orienté la conception et le développement de PARENTS, qui est un environnement multimedia fondé sur des études de cas. En suivant une approche “recherche et développement”, les principes de l'apprentissage constructiviste et les points forts de l'enseignement basé sur les études de cas, nous avons mis au point un programme multimedia dans lequel nous avons utilisé et intégré les résultats d'une enquête longitudinale – Ecologies de l'Engagement Parental (EPE). EPE a porté sur les parents se trouvant dans des communautés urbaines très pauvres et sur le rôle qu'ils jouent dans des écoles élémentaires engagées dans la mise en ?uvre des réformes de l'enseignement des sciences. Le but principal du programme multimedia PARENTS était d'aider les enseignants de sciences en formation initiale à explorer et à réfléchir sur la thématique de l'engagement parental dans les écoles se trouvant dans des zones urbaines de grande pauvreté.

Entwurf und Entwicklung eines multimedia Fall‐ basierten Umfelds auf das elterliche Engagement

Dieser Beitrag soll die Gründe und Prinzipien aufzeigen, die zu Entwurf und Entwicklung von PARENTS, einer Multimedia‐Fall‐basierten Umgebung, geführt haben. Nach der Entwicklung eines Forschungs‐Ansatzes auf den Grundsätzen des konstruktivistischen Lernens, und dem Berücksichtigen der Vorteile fall‐basierter Anweisungen entwickelten wir ein Multimediaprogramm, in dem wir die Ergebnisse einer Langzeitstudie – Ecologies of Parental Engagement (EPE) – nutzten und einfügten. EPE ist auf Eltern in städtischen Gemeinden mit großer Armut ausgerichtet und auf ihre Rolle, die sie in Grundschulen mit reformbasiertem naturwissenschaftlichem Unterricht spielen können. Der Hauptzweck des Multimediaprogramms PARENTS war, in Ausbildung befindlichen Lehrern für Naturwissenschaften zu helfen, auf dem Gebiet des elterlichen Engagements in sehr armen städtischen Schulbereichen zu forschen und zu reflektieren.

Diseño y Desarrollo de un entorno multimedia basado en estudios de casos sobre el compromiso de los padres

El propósito del presente artículo es de presentar los fundamentos y principios que han orientado el diseño y desarrollo de PADRES, un entorno multimedia basado en estudios de casos. Siguiendo una metodología de investigación y desarrollo y también los principios del aprendizaje constructivista así como las ventajas de la instrucción basada en estudios de casos, hemos desarrollado un programa multimedia en el cual hemos utilizado y integrado los resultados de una encuesta longitudinal – Ecologías del Compromiso de los Padres (EPE). EPE trata de esos padres que viven en comunidades urbanas muy pobres y del papel que desempeñan en las escuelas primarias que se han comprometido a poner en práctica las reformas de la enseñanza de las ciencias. El objetivo principal del programa multimedia PADRES (PARENTS) era de ayudar a los futuros profesores de ciencias para explorar y reflexionar sobre la temática del compromiso paterno en las escuelas ubicadas en zonas urbanas extremamente pobres.