Effective personalization of education requires knowing how each student will perform under certain conditions, given their specific characteristics. Thus, the demand for interpretable and precise estimation of heterogeneous treatment effects is ever-present. This paper outlines a new approach to this problem based on the Leave-One-Out Potential…

Data-based individualization (DBI) is a framework that allows educators to make timely and informed decisions about student progress in academics or behavior. In this article, we focus on the DBI framework as applied to math intervention within a tiered support model for students experiencing math difficulty. We review how DBI starts with an…

This chapter discusses using technology to create Personalized Learning Pathways. Adaptable for any class format, such applications offer solutions for establishing competency, promoting deep and active learning, and empowering the instructor's data-driven decision-making.

Learning Analytics become the key for Personalised Learning and Teaching thanks to the storage, categorisation and smart retrieval of Big Data. Thousands of user data can be tracked online via Learning Management Systems, instant messaging channels, social networks and other ways of communication. Always with the explicit authorisation from the…

The usefulness and limitation of Adaptive Hypermedia Learning System (AHLS) using Learning Style as an adaptor has been long discussed, and many empirical studies show the system can help students increase their academic performance comparing with the traditional classroom learning, but these studies were based on different subjects and…

Excessive and unsafe sun exposure represents a concerning hazard to the health of individuals. Of particular interest are those who are most susceptible to sun exposure, such as outdoor workers. The current study used a 3 × 2 between-subjects design to investigate the effectiveness of messages that varied the extent of personalization (i.e.…

Using practices from instructional coaching, leaders can assist beginning teachers in developing the knowledge, skills, and efficacy they need.

The California Community Colleges (CCC) system has adopted an equity-imperative approach to systemic reforms. As part of this effort, and to meet the state's workforce demands of the future, the system has focused on better serving the needs of adult learners, those between the ages of 25 and 64 with some college but no degree. The current impact…

In the Lexington Public Schools, outside of Boston, Massachusetts, they pride themselves on being innovative. Two years ago, they demonstrated that spirit by creating a director of equity role. Positions like this hadn't previously existed in many districts like theirs -- small, suburban, well-resourced, high-performing, historically white, and…

Differentiated Instruction (DI) is a framework that supports planning for diversity within K-12 classrooms. Research has grown steadily over the past 15 years that explores DI implementation, as well as beliefs and practices. Literature to date has focused heavily on the experiences of educators, with limited attention given to the role of…

This paper describes how an interdisciplinary design team used the Four-Component Instructional Design (4C/ID) model and its accompanying Ten Steps design approach to systematically design a professional development program for teaching differentiation skills to primary school teachers. This description illustrates how insights from a cognitive…

The prevalence of online education systems provides opportunities to deliver personalized learning at scale. Educational systems need to assess students so that they can provide better curricula tailored to each student's unique needs. Since there is a limited amount of time for quizzing a student, we need to test each student using those…

This ex post facto correlational study assessed the effectiveness of an ILS, i-Ready Instruction, on student growth in the elementary school setting. The existing limited independent research has not supported the claims that the creators of i-Ready Instruction have made regarding increasing student achievement or growth. Based on the results from…

As principals seek to improve educational experiences for students, they partner with many individuals. One of their leading supporters in pursuing learning is their supervisor. In the past, principal supervisors focused on compliance. In the current landscape, principal supervisors serve as principal support and evaluators. Each working…

The traditional curriculum design methods suffer from issues like outdated content and limited instructional approaches. To address these, this article proposes an optimized curriculum design system that integrates CAD and neural network models. This system enables intelligent curriculum content generation, introduces CAD-assisted instructional…