To effectively avoid subjective bias in manual evaluation. This article proposes a MIDI piano teaching performance evaluation method based on bidirectional LSTM. This method utilizes a three-layer bidirectional LSTM neural network mechanism to make it easier for the model to capture useful information. In addition, the Spark clustering training…

Three within-subject experiments were conducted by providing students with answers to content questions across different subject matters (a definition, explanation, and example) offered by a human professor (subject-matter expert) versus generative artificial intelligence (ChatGPT). In a randomized order, students read both the expert and…

Computer programming is a difficult course for many students. Prior works advocated for group learning pedagogies in pursuit of higher-level reasoning and conceptual understanding. However, the methodological gaps in existing implementations warrant further research. This study conducted a three-armed cluster-randomized controlled trial to…

Authentic assessment -- where instructors create a realistic, cognitively challenging learning environment -- is critical in environmental science education. However, academic staff insufficiently rely on best practices in authentic learning due to lack of knowledge or interest. Here, we evaluate existing frameworks to improve the authenticity of…

An increasing number of university faculty have become interested in alternative grading systems in recent years. While there is a growing body of research on such grading systems, implementation can be a challenge for instructors. Mastery-based testing is a grading system in which students learn from feedback and have multiple attempts to…

Authentic assessments are seen as a promising response to many of the challenges currently facing Higher Education. Studies have identified shared characteristics of authentic assessments, but it is also argued that the term is vague and subjective. Drawing on existing frameworks we have established a standardised measure to evaluate authenticity…

In early 2020, Initial Teacher Education providers were forced to reimagine many long-established practices due to pandemic restrictions. One post-primary concurrent Initial Teacher Education programme in the Republic of Ireland responded by conceptualising and developing an initiative to engage pre-service teachers in an authentic assessment task…

This study investigated perceptions about the effectiveness of a student-led sports event. Participants from a student-led tag rugby league were surveyed about its perceived effectiveness. The sample consisted of 227 participants, most of whom were undergraduates (91%) across a wide variety of academic programs. The effectiveness of the league was…

The impact of Performance-based Research Funding System (PRFS) has received increasing attention in recent years. However, the literature has focused on individual-level or country-level effects, mostly ignoring the 'missing link' between PRFSs and their effects: university managers. Drawing upon the sociology of numbers and theories of…

Many university students in Taiwan have complained that the general English class is not very exciting nor useful for the workplace due to its exam-oriented and teacher-centered instruction focus. Such negative impressions often lead to a low motivation toward learning English and affect students' learning outcomes. This study aimed to establish…

Contribution: This article describes and evaluates a novel undergraduate communication skills course for engineering students. The course focuses on improving student communication skills by using interactive lectures and authentic assessment activities in a scalable manner. Background: Published studies and reports suggest communication skills…

The opportunity to undertake teaching degrees entirely via online learning has proliferated in the last decade. Research shows that students choose to engage with content and application activities when they are directly aligned to assessment. The researchers trialled praxis-based assessment which required completion of practical learning tasks…

Task-Based Language Teaching has been developed in response to the teacher-dominated, focus-on-forms methods such as Present, Practice, Produce (PPP). The body of literature is replete with studies examining the learning efficacy of the PPP approach versus TBLT; however, these studies did not use assessment tasks in comparing these two methods. To…

This study described the implementation of STEM-based science learning and performance assessment to the improvement of students' thinking skills in Aceh, Indonesia. The purposive sampling technique was employed in this descriptive research. The respondents were 300 students at grade 11th academic year 2019/2020, representing five public high…

This mixed-methods study was designed to compare the learning gains of seventh-grade students (N = 417) taught a 4-week conceptual change unit on density using either a student-centered, guided inquiry-based approach or a more direct, teacher-centered instructional strategy. Application of a multilevel model to data obtained from the…