skip to main content


Title: Designing a student-facing learning analytics dashboard to support online STEM practices
Despite the potential of learning analytics dashboards (LADs) to support learners’ needs for autonomy, little research has been conducted on designing LADs to support student autonomy. In this paper, we reported the process of designing a student-facing LAD that offers students’ autonomy support by providing necessary information for students to set their own goals and choose learning activities that are aligned with their goals. A leaderboard was also integrated into the LAD to promote student motivation. Reeves’s (2006) design-based research model was adopted to develop the LAD. The final version of the LAD was presented, and the significance of the work was discussed.  more » « less
Award ID(s):
2142608
NSF-PAR ID:
10410062
Author(s) / Creator(s):
; ; ; ;
Date Published:
Journal Name:
Companion Proceedings of the 13th International Learning Analytics and Knowledge Conference
Page Range / eLocation ID:
65-67
Format(s):
Medium: X
Sponsoring Org:
National Science Foundation
More Like this
  1. Background: The field of mathematics education has made progress toward generating a set of instructional practices that could support improvements in the learning opportunities made available to groups of students who historically have been underserved and marginalized. Studies that contribute to this growing body of work are often conducted in learning environments that are framed as “successful.” As a researcher who is concerned with issues of equity and who acknowledges the importance of closely attending to the quality of the mathematical activity in which students are being asked to engage, my stance on “successful learning environments” pulls from both Gutiérrez’s descriptions of what characterizes classrooms as aiming for equity and the emphasis on the importance of conceptually oriented goals for student learning that is outlined in documents like the Standards. Though as a field we are growing in our knowledge of practices that support these successful learning environments, this knowledge has not yet been reflected in many of the observational tools, rubrics, and protocols used to study these environments. In addition, there is a growing need to develop empirically grounded ways of attending to the extent to which the practices that are being outlined in research literature actually contribute to the “success” of these learning environments. Purpose: The purpose of this article is to explore one way of meeting this growing need by describing the complex work of developing a set of classroom observation rubrics (the Equity and Access Rubrics for Mathematics Instruction, EAR-MI) designed to support efforts in identifying and observing critical features of classrooms characterized as having potential for “success.” In developing the rubrics, I took as my starting place findings from an analysis that compared a set of classrooms that were characterized as demonstrating aspects of successful learning environments and a set of classrooms that were not characterized as successful. This paper not only describes the process of developing the rubrics, but also outlines some of the qualitative differences that distinguished more and less effective examples of the practices the rubrics are designed to capture. Research Design: In designing the rubrics, I engaged in multiple cycles of qualitative analyses of video data collected from a large-scale study. Specifically, I iteratively designed, tested, and revised the developing rubrics while consistently collaborating with, consulting with, and receiving feedback from different experts in the field of education. Conclusions: Although I fully acknowledge and recognize that there are several tensions and limitations of this work, I argue that developing rubrics like the EAR-MI is still worthwhile. One reason that I give for continuing these types of efforts is that it contributes to the work of breaking down forms of practice into components and identifying key aspects of specific practices that are critical for supporting student learning in ways that make potentially productive routines of action visible to and learnable by others, which may ultimately contribute to the development of more successful learning environments. I also argue that rubrics like the EAR-MI have the potential to support researchers in developing stronger evidence of the effectiveness of practices that prior research has identified as critical for marginalized students and in more accurately and concretely identifying and describing learning environments as having potential for “success.” 
    more » « less
  2. Undergraduate research experiences are a promising way to broaden participation in computer architecture research and have been shown to improve student learning, engagement, and retention. These outcomes can be more profound and lasting if students experience research early. However, there are many barriers to early research in computer architecture some of which include the gap between pedagogy and research, the lower emphasis on hardware design compared to software in first-year courses, and the lack of online resources. We propose lowering these barriers through a methodical approach by involving undergraduates in early research and by creating freely available and innovative educational tools for designing hardware. We present the experience of a team of undergraduate students with research over one academic year using a Python hardware description language, PyRTL. PyRTL was developed to enable early entry into digital design. Its overarching goals are simplicity, usabil- ity, clarity, and extensibility, a stark contrast to traditional languages like Verilog and VHDL that have a steep learning curve. Instead of introducing traditional languages early in the undergraduate curriculum, PyRTL takes the opposite approach, which is to build on what students already know well: a popular programming language (Python), software design patterns, and software engineering principles. The students conducted their research in the context of the Early Research Scholars Program (ERSP), a program designed to expand access to research among women and underrepresented minority students in their second year through a well-designed support structure. 
    more » « less
  3. The AMPLIFY project, funded through the NSF HSI Program, seeks to amplify the educational change leadership of Engineering Instructional Faculty (EIF) working at Hispanic Serving Institutions (HSIs). HSIs are public or private institutions of higher education enrolling over 25% full-time undergraduate Hispanic or Latinx-identifying students [1]. Many HSIs are exemplars of developing culturally responsive learning environments and supporting the persistence and access of Latinx engineering students, as well as students who identify as members of other marginalized populations [2]. Our interest in the EIF population at HSIs arises from the growing body of literature indicating that these faculty play a central role in educational change through targeted initiatives, such as student-centered support programs and the use of inclusive curricula that connect to their students’ cultural identities [3]–[7]. Our research focuses on exploring methods for amplifying the engineering educational change efforts at HSIs by 1) making visible the experiences of engineering instructional faculty at HSIs and 2) designing, implementing, and evaluating a leadership development model for engineering instructional faculty, thereby 3) equipping and supporting these faculty as they lead educational change efforts. To achieve these goals, our project team, comprising educational researchers, engineering instructional faculty, instructional designers, and graduate students from three HSIs (two majority-minority and one emerging HSI), seeks to address the following research questions: 1) What factors impact the self-efficacy and agency of EIF at HSIs to engage in educational change initiatives that encourage culturally responsive, evidence-based teaching within their classrooms, institutions, or beyond? 2) What are the necessary competencies for EIF to be leaders of this sort of educational change? 3) What individual, institutional, and professional development program features support the educational change leadership development of EIF at HSIs? 4) How does engagement in leadership development programming impact EIF educational leadership self-efficacy and agency toward developing and using culturally responsive and evidence-based approaches at HSIs? This multi-year project uses various qualitative, quantitative, and participatory research methods embedded in a series of action research cycles to provide a richer understanding of the successes and needs of EIF at HSIs [8]. The subsequent design and implementation of the AMPLIFY Institute will make visible the features and content of instructional faculty development programs that promote educational innovation at HSIs and foster a deeper understanding of the framework's impact on faculty innovation and leadership. 
    more » « less
  4. Schools are increasingly offering opportunities for students to take classes in computer and information sciences, but the numbers and diversity of students who enroll and persist are not always representative of a school's student population. To meet these goals, students' needs and interests must be addressed. This paper will describe what matters for students in high school and community college computing classes. The data include interviews with 30 students (73% Latinx), surveys from 58 students (77% Latinx) and interviews with three counselors (2 college, 1 high school). The findings show that students will engage and persist in computing pathways when they: a) are project-based where those projects are hands-on and allow them to see the results of their work, b) create positive social connections and a sense of belonging, and c) create opportunities for learners to be active agents in their learning. Students will also enroll in computing classes to fulfill requirements for graduation or for a different major, but they are less likely to persist if they don't see the results of their work or have support and encouragement from teachers or counselors. The factors that are most important vary for high school and college students, and counselors are more likely to describe extrinsic sources of motivation. The findings are interpreted using self-determination theory, which provides a framework for understanding how students' sense of autonomy, competence, and connection influence their motivation to engage and persist in computing. 
    more » « less
  5. null (Ed.)
    Bridge courses are often created to provide participants with remediation instruction on discipline-specific content knowledge, like chemistry and mathematics, before enrollment in regular (semester-long) courses. The bridge courses are then designed to impact student’s academic success in the short-term. Also, as a consequence of the bridge course experience, it is often expected that students’ dropout rates on those regular courses will decrease. However, the bridge courses are often short (ten or fewer days) and packed with content, thus creating challenges for helping students sustain their learning gains over time. With the support of the NSF funded (DUE - Division Of Undergraduate Education) STEM Center at Sam Houston State University, we are designing a course for entering chemistry students that consists of a one-week pre-semester intensive bridge component, which then flows into a one-month co-curricular support component at the beginning of the semester. The primary goals of the bridge component of the course are to strengthen student academic preparedness, calibrated-self-efficacy, and to foster networking leading to a strong learning community. The goal of the co-curricular extension is to help students sustain and build upon the learning gains of the initial bridge component. We plan to extend the co-curricular portion of the course in future years. A key measure of success will be improved participant course grades in the introductory chemistry courses for majors. Our design process has been centered on weekly meetings that alternate between literature review and course design. The design process was initiated with backward design principles and continues with ongoing revision. The goals, design strategy, and design process of this new course will be presented along with the achieved student outcomes during the implementation of the past summer 2020. 
    more » « less