Although an increasing number of ethical data science and AI courses is available, with many focusing specifically on technology and computer ethics, pedagogical approaches employed in these courses rely exclusively on texts rather than on algorithmic development or data analysis. In this paper we recount a recent experience in developing and…

Sociology faculty are accountable to multiple stakeholders to demonstrate that our academic programs are effective and that students are learning. Despite the ubiquity of mandated program review practices, which often include the assessment of student learning, research is lacking on the extent to which these efforts lead to improvements in…

Education reforms in England are increasingly justified by borrowing "best practices" of high-performing East Asian societies, including Hong Kong, Singapore and Shanghai. However, taking the reforms of school accountability as an illustrative example, this article argues that there are serious variations between England and its East…

With an increased emphasis on instructional accountability with respect to instruction, assessment and curriculum development, administrators have been struggling to find a model of supervision that is clinical and collaborative and that will produce an accurate assessment of classroom instruction. According to Goe (2007), "In recent years,…

This article discusses the tension between quality assurance and quality enhancement in engineering education at a programme level. It acknowledges that accreditation has evolved for many years, but does not agilely support innovation or implement changes in educational programmes. Existing quality assurance systems, institutional collaboration…

As trained leaders for whom accountability and a strong work ethic are second nature, Chicagoland veterans are uniquely equipped to meet the demands of today's jobs. That veterans typically possess the skills and character needed to excel in the civilian workplace makes reports on the state of veteran unemployment more troubling. Through the…

Key findings from a new study highlight how Learning Forward's long-standing position on professional learning correlates with practices in high-performing systems in Singapore, Shanghai, Hong Kong, and British Columbia. The purpose of this article is to share key findings from the study so that educators might apply them to strengthening…

The phrase "best practice" is used often in student affairs, but the term lacks a common and accepted definition. This results in the implementation of programs and services that are neither grounded nor assessed. A model is proposed here that suggests a best practice process that integrates foundational student affairs documents and applies the…

Co-teaching involves a highly collaborative, mutually accountable relationship between a regular education and special education teacher in an inclusive environment. Effective co-teaching involves both teachers working together in the regular classroom setting in an effort to make learning accessible for all students regardless of ability or…

Nationally, there are dozens of established indicators of school performance and thousands of possible combinations of those indicators to create an accountability framework. How do policy makers decide which variables are most important? This relates to measurement modeling -- that is, how to incorporate all pieces of the puzzle into a…

Across the United States, teachers and teacher educators are facing increased accountability for improved student achievement. Using assessment results to inform instruction provides a catalyst to improve student outcomes and is a key skill for preservice teacher candidates. The process of data-based decision making is integral to performance…

In this report, a follow-up to the June 2013 report: "Community-Led Arts Education Models in the U.S.: Potential Lessons for Milwaukee", the authors use a case study approach to delve deeper into the underlying mechanics and structural factors of four successful models: Boston's BPS Arts Expansion Initiative, Dallas' Big Thought,…

The evidence presented in "No Place for Kids" makes clear that heavy reliance on juvenile incarceration is a counterproductive public policy for combating youth crime. It is time to act on this information by abandoning the long-standing incarceration model and embracing a more constructive, humane, and cost-effective approach to youth…

The content of this guide was derived from ongoing work of a working group on growth models coordinated and facilitated by the SLDS Grant Program's State Support Team. The Statewide Longitudinal Data Systems (SLDS) Grant Program was asked by several states to review current growth models with the goal of determining the impact of different models…

There's much talk about using data to inform education decision-making, both in and beyond the classroom. This paper examines the landscape of data literacy, based on a meeting in May 2012 which brought together the foremost researchers and professional development providers in the field of data-driven decision-making in education. The meeting…