Prof. Andre Cavalcante teaching class
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Using Our Non-Content Words

The language you use in the classroom shapes classroom climate and guides students in the hard work of learning. These resources introduce non-content "instructor talk" and instructional moves that help students guide their reasoning, engage with each other intellectually, and feel connected.

Updated September 2026
Lynn Mandeltort headshot
Assistant Director of Engineering Education Initiatives & Assistant Professor
Office of the Executive Vice President and Provost
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How Does Kimberly Tanner Talk About Instructor Talk?

Teaching for Student Success Media

Dr. Kimberly Tanner of San Francisco State University discusses her work documenting and coding the non-content talk that facutly use as they speak to students during class sessions. This work establishes the framework for future studies on the impact of “Instructor Talk” on the performance and attitudes of students.

Headshot of Lynn Mandeltort
Lynn Mandeltort

Kimberly Tanner explains her entry to higher ed and classroom-based research, which provides a great personal backdrop for the impacts of instructor talk. I appreciate the way she situates the discussion of language directly into science education while also acknowledging how other fields, like the humanities, might already see it as more central to teaching.

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"What we brought to it was to try and establish non-content language as a measurable variable in undergraduate Science Education. There are examples of studies where people are studying Active Learning and they get different types of outcomes, and you know there are lots of explanatory factors. I would put a lot of money on instructor talk as being one of the reasons why you can we can have people go out and use very similar strategies seemingly but then get really different student outcomes from those active learning strategies. It's not the only variable but I think it's the one that is prevalent in every classroom. We've never had a classroom where can't measure some instructor talk, and it's also a variable that is quite amenable to quick and easy change and in terms of overturning structures and making change quickly I am a firm believer that small change can make big differences, and small changes in language could phenomenally change the experience of instructor who's really trying their best to promote learning for all their students and it could profoundly change the experience of students."

"I don't know why any faculty member wouldn't want to then attend to that power that they have in a classroom because language in a classroom is absolutely power."

Audio
50 minutes
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How Can I Foster Curiosity and Learning in My Classroom? Through Talk!

UW Institute for Science + Math Education

This webpage is a quick breakdown of instructor-student and student-student talk to support learning.

Headshot of Lynn Mandeltort
Lynn Mandeltort
While direct instruction has an important role in the classroom, many instructors don't realize that learning goals such as critical thinking and engaging in discourse rely on students’ production of language. This overview is helpful for seeing student-student and student-instructor possibilities.
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In many classrooms, teacher talk takes up the majority of class time, and student talk is primarily used for correctly answering teacher questions. In this 'guess what the teacher is thinking' approach, teachers know the answers to most of their own questions, and student talk is only used to verify they know the "right answer."

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Interrogative Words: Stimulating Discourse

Ambitious Science Teaching

What kinds of questions can you ask students to encourage thinking out loud and reasoning together? This primer on discourse presents a helpful breakdown of classroom moves by cognitive demand and a handful of common approaches to get students talking and thinking

Headshot of Lynn Mandeltort
Lynn Mandeltort

One of the most frequent refrains I hear from instructors is how asking the "right" questions to guide students' learning is hard. I love how this resource breaks down the types of questions we can ask and helps us build intentional questioning approaches, independent of content.

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One way to make conversations more equitable is to pay attention to wait time. This is the amount of time between when a teacher poses a question, and when the teacher either calls on a student, rephrases the question, gives a hint, or answers the question himself or herself—it is essentially the amount of time the teacher gives the students to think. Research has shown that the wait time teachers give students is remarkably short. Believe it or not, the average wait time for most teachers is approximately one second. This is because teachers are almost immediately uncomfortable with silence in a classroom conversation, and seek to fill the void with a student’s voice, or their own.

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Mathematical Microaffirmations

Mathematical Association of America

This short article describes how small verbal affirmations can make a difference in students' disciplinary belonging.

Headshot of Lynn Mandeltort
Lynn Mandeltort

This piece makes it easy to see how your own choice of words signals to students—explicitly or implicitly—a welcome to disciplinary thinking. Little, persistent moves in the classroom make a big difference if you're studying math, Latin, philosophy, or anything else.

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Mathematical Microaffirmations

Mathematical Association of America
Open resource

The phrase microaffirmations was introduced in 1974 by Mary Rowe (2008) and was related to the gender inequality she experienced in the workplace. She defined microaffirmations as "apparently small acts, which are often ephemeral and hardto- see, events that are public and private, often unconscious but very effective, which occur wherever people wish to help others succeed" (p. 4). Powell and colleagues (2013) expanded the term into higher education and academic advising, indicating that microaffirmations are acts that can help students feel welcome, visible, and capable of being successful in the college environment. Other scholars have shared how microaffirmations can contribute to students feeling "respected, strengthened, included, or otherwise affirmed" (Rolón-dow & Davison, 2021). These authors point out that an important aspect of microaffirmations is their potential to disrupt inequities and marginalization (Ellis, 2019). They can even be effective in countering the negative impacts of microaggressions on students' academic experiences. When framed in this way, microaffirmations can be a strategic and malleable tool for supporting students' success while working against inequities.

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Small Cues Contribute to Student Persistence

CBE: Life Sciences Education

Estrada et al. show us that "microaffirmations can be measured in an academic context and that these experiences have predictive value when they increase students’ integration into their science communities, ultimately resulting in greater intentions to persist."

Headshot of Lynn Mandeltort
Lynn Mandeltort
This work is a cool way to study affective learning experiences for historically underrepresented students and has a great introduction elucidating the nuance of teaching contexts. I especially appreciate the way the social ripples of this study yielded conversations about kindness in STEM.
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Macroaffirmations are obvious forms of communicating kindness (conveying respect for the dignity of another person) and inclusion, which may include sharing, helping, obvious facial expressions, politeness, and other readily recognized prosocial actions. Microaffirmations, on the other hand, are subtle or ambiguous kindness cues that can include tone of voice, space left between people when interacting, subtle mimicry, and actions that convey vulnerability...

These interventions of affirming a student or his or her values (i.e., cuing acceptance and affirmation of a person’s identity, values, skill set) strongly suggest that perceiving affirmations may be important to persistence for science students. Further research is needed, however, to better understand the nuances of how HU and majority students are alike and differ with regard to these relationships.

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Instructor Talk: Non-Content Language Used in Classrooms

This handout presents a framework around the non-content language instructors use in class.

Headshot of Lynn Mandeltort
Lynn Mandeltort

This handout not only sheds light on Kimberly Tanner's research but it can also help you imagine how your own utterances can be interpreted by students. It juxtaposes the categories of non-content language that can support or discourage student learning.

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  • Dismantling Instructor/Student Relationship vs. Building the Instructor/Student Relationship
  • Sharing Personal Judgment vs. Sharing Personal Experiences
  • Disestablishing Class Culture vs. Establishing Class Culture

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Student Perceptions of Classroom Inclusion

CBE – Life Sciences Education

Students reported that active learning, supportive instructors, collaboration, and inclusive portrayals of science foster belonging. The SPIP-I/E framework identifies instructor practices shaping inclusion, and language may be key.

Headshot of Lynn Mandeltort
Lynn Mandeltort

Whether or not you get into the methodological weeds, this paper is yet another piece of evidence supporting a paradigmatic assumption that instructor actions and choices (and therefore language) shape students' perceptions of belonging. Tanner's group organically found that student descriptions of instructor "practices" aligned with the previously developed "Instructor Talk" framework. I'd say it seems we can't separate what we say from what we do when it comes to inclusion.

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While assertions are common about what fosters inclusive undergraduate STEM classrooms, few studies have systematically investigated student perspectives. Additionally, it is unclear how students broadly perceive active learning practices in relation to inclusion. As such, we purposefully investigated student perceptions of classroom inclusion across courses in a biology department enriched with evidence-based teaching and situated in an urban, public institution. Student perceptions were investigated using open-ended prompts on a department-wide, end-of-term assessment. Results revealed that students, across social identities, do indeed report active learning strategies—as well as instructor interactions and collaborative classroom culture—as fostering inclusion. Student reports about instructor practices associated with their inclusion or exclusion clustered into four mirrored categories: Building/Dismantling the Instructor/Student Relationship, Making/Compromising Student-Centered Pedagogical Choices, Establishing Collaborative/Non-Collaborative Classroom Culture, and Portraying Science as Inclusive/Exclusive. These categories comprise a new analytical framework, the Student Perceptions of Instructor PracticesInclusion/Exclusion (SPIP-I/E) Framework, for investigating student perspectives on inclusion. Intriguingly, student reports about inclusion consistently alluded to instructor language, and the emergent SPIP-I/E Framework aligns with existing Instructor Talk frameworks. We hypothesize that modest differences in instructor language—surrounding any teaching strategy—may mediate and be a predictive, explanatory variable for student perceptions of inclusion.

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