Equity

NLP-Enabled Automated Assessment of Scientific Explanations: Towards Eliminating Linguistic Discrimination

As use of artificial intelligence (AI) has increased, concerns about AI bias and discrimination have been growing. This paper discusses an application called PyrEval in which natural language processing (NLP) was used to automate assessment and provide feedback on middle school science writing without linguistic discrimination. Linguistic discrimination in this study was operationalized as unfair assessment of scientific essays based on writing features that are not considered normative such as subject-verb disagreement.

Author/Presenter

ChanMin Kim

Rebecca J. Passonneau

Eunseo Lee

Mahsa Sheikhi Karizaki

Dana Gnesdilow

Sadhana Puntambekar

Year
2025
Short Description

As use of artificial intelligence (AI) has increased, concerns about AI bias and discrimination have been growing. This paper discusses an application called PyrEval in which natural language processing (NLP) was used to automate assessment and provide feedback on middle school science writing without linguistic discrimination.

NLP-Enabled Automated Assessment of Scientific Explanations: Towards Eliminating Linguistic Discrimination

As use of artificial intelligence (AI) has increased, concerns about AI bias and discrimination have been growing. This paper discusses an application called PyrEval in which natural language processing (NLP) was used to automate assessment and provide feedback on middle school science writing without linguistic discrimination. Linguistic discrimination in this study was operationalized as unfair assessment of scientific essays based on writing features that are not considered normative such as subject-verb disagreement.

Author/Presenter

ChanMin Kim

Rebecca J. Passonneau

Eunseo Lee

Mahsa Sheikhi Karizaki

Dana Gnesdilow

Sadhana Puntambekar

Year
2025
Short Description

As use of artificial intelligence (AI) has increased, concerns about AI bias and discrimination have been growing. This paper discusses an application called PyrEval in which natural language processing (NLP) was used to automate assessment and provide feedback on middle school science writing without linguistic discrimination.

Culturally Responsive Mathematics Engagement Through a Family-Inspired Mathematizing Routine

There is a need for research on effective classroom strategies available for teachers that promote equitable school-family collaborations. Such effective strategies are needed in general but also specifically in the area of content, skill acquisition, and positive dispositions in early mathematics. This exploratory qualitative study looked at a mathematical routine, focused on family-provided photos and artifacts, that elicited children’s mathematical and general observations and inquiries and engaged families in mathematical communications.

Author/Presenter

Jennifer M. Suh

Stephanie C. Calabrese

Lead Organization(s)
Year
2025
Short Description

There is a need for research on effective classroom strategies available for teachers that promote equitable school-family collaborations. Such effective strategies are needed in general but also specifically in the area of content, skill acquisition, and positive dispositions in early mathematics. This exploratory qualitative study looked at a mathematical routine, focused on family-provided photos and artifacts, that elicited children’s mathematical and general observations and inquiries and engaged families in mathematical communications.

Culturally Responsive Mathematics Engagement Through a Family-Inspired Mathematizing Routine

There is a need for research on effective classroom strategies available for teachers that promote equitable school-family collaborations. Such effective strategies are needed in general but also specifically in the area of content, skill acquisition, and positive dispositions in early mathematics. This exploratory qualitative study looked at a mathematical routine, focused on family-provided photos and artifacts, that elicited children’s mathematical and general observations and inquiries and engaged families in mathematical communications.

Author/Presenter

Jennifer M. Suh

Stephanie C. Calabrese

Lead Organization(s)
Year
2025
Short Description

There is a need for research on effective classroom strategies available for teachers that promote equitable school-family collaborations. Such effective strategies are needed in general but also specifically in the area of content, skill acquisition, and positive dispositions in early mathematics. This exploratory qualitative study looked at a mathematical routine, focused on family-provided photos and artifacts, that elicited children’s mathematical and general observations and inquiries and engaged families in mathematical communications.

Culturally Responsive Mathematics Engagement Through a Family-Inspired Mathematizing Routine

There is a need for research on effective classroom strategies available for teachers that promote equitable school-family collaborations. Such effective strategies are needed in general but also specifically in the area of content, skill acquisition, and positive dispositions in early mathematics. This exploratory qualitative study looked at a mathematical routine, focused on family-provided photos and artifacts, that elicited children’s mathematical and general observations and inquiries and engaged families in mathematical communications.

Author/Presenter

Jennifer M. Suh

Stephanie C. Calabrese

Lead Organization(s)
Year
2025
Short Description

There is a need for research on effective classroom strategies available for teachers that promote equitable school-family collaborations. Such effective strategies are needed in general but also specifically in the area of content, skill acquisition, and positive dispositions in early mathematics. This exploratory qualitative study looked at a mathematical routine, focused on family-provided photos and artifacts, that elicited children’s mathematical and general observations and inquiries and engaged families in mathematical communications.

Culturally Responsive Mathematics Engagement Through a Family-Inspired Mathematizing Routine

There is a need for research on effective classroom strategies available for teachers that promote equitable school-family collaborations. Such effective strategies are needed in general but also specifically in the area of content, skill acquisition, and positive dispositions in early mathematics. This exploratory qualitative study looked at a mathematical routine, focused on family-provided photos and artifacts, that elicited children’s mathematical and general observations and inquiries and engaged families in mathematical communications.

Author/Presenter

Jennifer M. Suh

Stephanie C. Calabrese

Lead Organization(s)
Year
2025
Short Description

There is a need for research on effective classroom strategies available for teachers that promote equitable school-family collaborations. Such effective strategies are needed in general but also specifically in the area of content, skill acquisition, and positive dispositions in early mathematics. This exploratory qualitative study looked at a mathematical routine, focused on family-provided photos and artifacts, that elicited children’s mathematical and general observations and inquiries and engaged families in mathematical communications.

Toward a Framework of Culturally Relevant Science and Mathematics Pedagogy: A Pedagogical and Analytical Tool for Teacher Education

In this article, we present a framework of culturally relevant science and mathematics pedagogy (CRSMP), which is grounded in the tenets of culturally relevant pedagogy. It delineates practices ranging from the most accessible and easy-to-implement, to the most challenging and often contentious ways to teach mathematics and science. We provide examples of CRSMP that re-position marginalized learners in relation to science and mathematics.

Author/Presenter

Paula A. Magee

Craig Willey

Lead Organization(s)
Year
2024
Short Description

In this article, we present a framework of culturally relevant science and mathematics pedagogy (CRSMP), which is grounded in the tenets of culturally relevant pedagogy. It delineates practices ranging from the most accessible and easy-to-implement, to the most challenging and often contentious ways to teach mathematics and science.

Preservice Teachers’ Early Lesson Planning for Justice-Oriented Elementary Science

Building on the literature, we designed a practical framework to support attention to equity and justice in science teacher education coursework. This framework presents four approaches for including justice moves in elementary science lessons, from increasing opportunity and access in science, to increasing identity and representation in science, to expanding what counts as science, to seeing science as a part of justice movements.

Author/Presenter

Elizabeth A. Davis

Jessica Bautista

Lead Organization(s)
Year
2024
Short Description

Building on the literature, we designed a practical framework to support attention to equity and justice in science teacher education coursework. This framework presents four approaches for including justice moves in elementary science lessons, from increasing opportunity and access in science, to increasing identity and representation in science, to expanding what counts as science, to seeing science as a part of justice movements. We analyzed the lesson plans of 16 preservice elementary teachers who were using the practical justice framework in their very first lesson planning experience.

Visualizing a Vision for High-Quality, Equitable Math Instruction

In this article, we overview a professional learning task that involves drawing one’s vision for high-quality, equitable mathematics instruction (HQEMI). The task is part of the ongoing work of a statewide research practice partnership that supports a shared vision of mathematics across the state K–12 system. Our work of HQEMI is rooted in the development of Munter’s (2014) four dimensions for visions of high-quality mathematics instruction (VHQMI): the role of the teacher, classroom discourse, mathematical tasks, and student engagement.

Author/Presenter

Katherine Baker

Catherine S. Schwartz

Ashley N. Whitehead

Olufunke Adefope

Lead Organization(s)
Year
2025
Short Description

In this article, we overview a professional learning task that involves drawing one’s vision for high-quality, equitable mathematics instruction (HQEMI). The task is part of the ongoing work of a statewide research practice partnership that supports a shared vision of mathematics across the state K–12 system. Our work of HQEMI is rooted in the development of Munter’s (2014) four dimensions for visions of high-quality mathematics instruction (VHQMI): the role of the teacher, classroom discourse, mathematical tasks, and student engagement. The first three dimensions are particularly useful in the work of the drawing task. In this article, we share an overview of the drawing task, its implementation with educators, and sample drawings, detailing how personal drawings were made visible across participants and the conversations resulting from viewing and reflecting on one another’s drawings.

Visualizing a Vision for High-Quality, Equitable Math Instruction

In this article, we overview a professional learning task that involves drawing one’s vision for high-quality, equitable mathematics instruction (HQEMI). The task is part of the ongoing work of a statewide research practice partnership that supports a shared vision of mathematics across the state K–12 system. Our work of HQEMI is rooted in the development of Munter’s (2014) four dimensions for visions of high-quality mathematics instruction (VHQMI): the role of the teacher, classroom discourse, mathematical tasks, and student engagement.

Author/Presenter

Katherine Baker

Catherine S. Schwartz

Ashley N. Whitehead

Olufunke Adefope

Lead Organization(s)
Year
2025
Short Description

In this article, we overview a professional learning task that involves drawing one’s vision for high-quality, equitable mathematics instruction (HQEMI). The task is part of the ongoing work of a statewide research practice partnership that supports a shared vision of mathematics across the state K–12 system. Our work of HQEMI is rooted in the development of Munter’s (2014) four dimensions for visions of high-quality mathematics instruction (VHQMI): the role of the teacher, classroom discourse, mathematical tasks, and student engagement. The first three dimensions are particularly useful in the work of the drawing task. In this article, we share an overview of the drawing task, its implementation with educators, and sample drawings, detailing how personal drawings were made visible across participants and the conversations resulting from viewing and reflecting on one another’s drawings.