6 Building Your Computer Science Education Equity Toolkit

Lloyd M. Talley; Sara Vogel; Sarane James; Spence J. Ray; Christy Crawford; Lauren Vogelstein; Christopher Hoadley; Wendy Barrales; Stephanie T. Jones; and Computer Science Educational Justice Collective

Acknowledgements: Melissa M. Parker

Chapter Overview

This chapter lays a foundation for developing an equity-oriented praxis, or engaging in reflection and learning to take action to transform computer science education (CS Ed). The chapter offers guidance to support educators in journaling and dialogue practices to develop self-awareness. There are six reflection topics with prompts that invite teachers to consider their own identities and what that means for talking about topics like race, identity, and power with students; their past experiences with schooling and CS; and their motivations as CS educators. Journaling and reflection as part of developing self-awareness are important practices that are part of building an equity toolkit.

Chapter Objectives

After reading this chapter, I can:

  • Explore my identities, past experiences, and motivations and how they shape my work as a CS educator.
  • Journal and dialogue with critical friends to practice self-awareness and educate myself about historical and contemporary issues of (in)equity in CS Ed as part of personal development.
  • Identify actions that I can take to work toward equity in CS Ed that are based on my reflections.

Key Terms:

ableism; affinity group; antisemitism; archaeology of self; classism; critical friend; dead angle; gatekeeping; homophobia; intersectionality; praxis; racism; self-efficacy; sexism; transmisia/transphobia; trigger

Amanda and Yeidy’s Stories

One of the most important steps you can take in your journey toward equity-centered CS Ed is to deepen your self-awareness and continue your learning about equity. These ongoing efforts will help you strengthen the skills you’ll need to notice, process, and respond to issues of inequity. As CS educator Karime noted, “There is no script that you can follow to respond to equity issues. This type of preparation is essential to be able to think on your feet and respond appropriately without creating further issues yourself.”

Given the intensity of an average school day, it can be difficult for teachers to stop and notice when their practices or when policies and wider systems are causing inequitable outcomes or harms. It can also be a challenge to find space and time to work toward interrupting inequitable patterns and resolving situations in an equitable manner. This chapter provides supports to hold space for this work. It will help you better understand yourself and your own role in systems that create just or unjust outcomes (Stevenson, 2014). Critical and continuous learning about your own identities and about historical and current power dynamics is a key part of this work (Price-Dennis & Sealey-Ruiz, 2021). Teachers in CS should pay special attention to the dynamics that shape CS fields, education, and broader society.

Most of this chapter is dedicated to providing you with resources so that you can learn through journaling and self-reflection. We wish to begin the chapter with an important note. Some of the topics and prompts invite you to dig deeply into your past and may be connected to challenging or traumatic past experiences that surface difficult emotions (e.g., fear, overwhelm, shame). Grappling with strong emotions can be an important part of this learning. However, we encourage you to prioritize caring for yourself — mentally, physically, and emotionally — as you do this work. Caring for yourself will look different for everyone. We provide some suggested social-emotional supports in Resource 2 that can help as you engage in the activities in this chapter. We also invite you to draw on additional resources as needed.

With this caution in mind, to begin this journey, we share stories from two teachers, Amanda and Yeidy, who described their personal growth as they have engaged in practices to support self-awareness and become more equity-minded CS educators.

Amanda shared:

When I first started my equity journey, I learned a lot more than I thought I would. I thought, “I work in a diverse environment. I love all of my students, and I do not have any biases.” I believed I was someone who knew myself and did not need to do so much of this work. However, I found that I was wrong.

Digging deep into family experiences and my culture and thinking about how marginalized individuals may have felt at different times gave me real perspective. I thought more deeply about how my students felt during times of unrest and how they saw people who looked like them being brutalized by police and seen as “others” in this country.

Yeidy described her experiences as well:

One thing that I found very helpful for me to engage in critical and continuous learning was joining my affinity group. I had never unpacked my own identity before, so it was very powerful to read For Brown Girls with Sharp Edges and Tender Hearts in a book club-style format with other Latinx people.

My family is from Puerto Rico, so my experiences as a Latina woman here in New York City are very different from those immigrating from another country. I was able to read about and experience life through the eyes of a Latinx immigrant. My school’s demographics show we have 79% Hispanic, and the majority of those students are recent immigrants from South American countries. Reading this book helps me see things through some of those students’ perspectives. [1]

These stories show how equity work is personal work. Amanda and Yeidy described unique journeys deeply linked to their own identities. Engaging in the practices outlined in this chapter supported both of them to expand their perspectives and grow to become CS teachers working toward equity in powerful ways.

The Role of Self-Awareness in Building an Equity Toolkit

As we recognize the complex inequities in CS and CS Ed (see Chapter 3), getting started doing equity work can feel daunting. But avoiding equity work because of its nuance and complexity only reinforces the status quo. At the same time, addressing equity issues is a long-term process. It isn’t a “quick fix” that you can easily add to your existing teaching practices. It’s something more fundamental and transformational, requiring committed work every day. It requires self-examination and learning that lead to intervening in and changing harmful policies, practices, and systems. It also requires accepting that there is no way to do this work perfectly. Everyone will make mistakes and can learn from them and do better. What works for one teacher may not work well for another because we all have different backgrounds, serve different groups of students, and face different situations. What is most important is to continue our efforts as part of an ongoing journey.

A key foundational step of this work is self-awareness, or being able to “read, discuss, and write about situations that address … inequity and … bias as part of the norm of the schooling process” (Price-Dennis & Sealey-Ruiz, 2021, p. 22). Self-awareness goes beyond learning one-off techniques to use with students. Instead, it involves committing yourself to lifelong, continuous learning that leads to individual and collective action. Self-awareness is a key component of an equity-oriented praxis.

We experience the world through our own perspectives and angles. As teachers, we bring our whole selves into the classroom — our bodies, our experiences, our beliefs and values. All of these shape what we notice and prioritize and whether and how we feel empowered to act (Rodgers & Scott, 2008). Our personal perspectives can support us to promote equitable change. We can influence practice by being positively biased toward values like social justice and affirming diversity. At the same time, we may also have dead angles, or areas related to equity work that we can’t see from our current perspectives, that keep us from promoting equitable classroom changes (Copur-Gencturk et al., 2020). These dead angles may come simply because we lack awareness or experience with a given topic. When this is the case, learning more about an issue can help us expand our perspectives and make changes. Other times, our dead angles may be based in negative biases about groups of people. In these instances, we may need to engage in deep self-reflection to shift our mindsets and beliefs. Learning to recognize and work on both types of dead angles is an important part of self-awareness as part of our equity toolkit. CS teacher Christina shared how she recognized a dead angle that she was previously unaware of as she heard students share their experiences and made changes to her classroom practice as a result:

A time that I found a “dead angle” was when I found out about something that I would describe as “invisible disabilities.” As a teacher, we are taught to manage the disabilities that we can see. I was doing a PD [professional development] about disabilities and there were students talking about how they have disabilities, and I would never have guessed. … Students deal with some internal struggles that might not present like we are used to. … These students may or may not “look normal.”

Since experiencing this, I am more sensitive to students who appear distressed with tasks or activities that I deem simple. I try to create a “stress-free” environment for my classroom, so that all students know that it is never a problem for however they want to interact. I worry about those students who suffer in silence and try to help.

As we noted in the beginning of the chapter, given our past experiences and backgrounds, particular conversations about power and oppression in society might be difficult. Everyone has topics that are challenging for them to engage with. These topics might trigger us, or surface strong emotions or memories. Triggers can motivate us to take actions that promote equitable practice, or they can lead us to reproduce patterns that limit equitable changes. It is important to be aware of our triggers and develop coping strategies to manage our emotional responses to these topics. (See Resource 2 for ideas.) Stronger self-efficacy, or confidence in discussing topics related to identity, can help us better notice and respond to equity issues in our settings. Proactive coping strategies in the moment can also help groups address conflicts that may arise or tensions that prevail when dialoguing about equity issues. As we develop these strategies for ourselves as individuals, we are better able to create classroom cultures that can support students when they face triggers of their own. Although addressing equity issues out loud can be challenging, it is necessary. Silence often contributes to inequity and marginalization.

While this chapter centers on self-awareness, it is important to recognize that promoting equitable CS Ed is the work of collectives, not just individuals. Equity work can be emotionally stressful and taxing when taken on by just a few. This can lead to burn-out, which doesn’t advance equitable changes at all! People whose identities have been marginalized in CS Ed often end up doing a disproportionate amount of equity work because they can’t as easily ignore inequity. But people who are afforded privilege based on their identities also have a responsibility to learn for themselves about equity issues and to use their privilege to work toward changes for educational justice (Love, 2019).

Journaling and Dialogue to Develop Self-Awareness

Being willing to probe deeply into your experiences, beliefs, values, and motivations is key to developing self-awareness on your journey to becoming a CS Ed equity leader. Scholars like Sealey-Ruiz call this work an archaeology of self, or the “deep excavation and exploration of beliefs, biases, and ideas that shape how we engage in the work [of equity]” (Sealey-Ruiz, 2022, p. 22).

There are many ways to engage in this reflection toward self-awareness. In this chapter, we focus on journaling and dialogue as activities that can deepen your understanding of equity and lead to meaningful action. Journaling involves reflecting and recording your thoughts in words, images, mapping, or another format that resonates with you. Dialoguing involves sharing some of those thoughts and reflections with critical friends and engaging in open conversation about the topics. (See Resource 3 for more on finding critical friends.) We invite you to tailor both practices to what works best for you. Below is an overview of how to engage in these practices.

Cultivating Journaling and Dialogue Practices Toward Equitable CS Ed

Preparing for Your Reflection

Before diving into a prompt, take a moment to settle into a calm space. Remember that these practices are a safe space for honest introspection and open discussion. Let curiosity guide your approach. Be willing to challenge your existing perspectives and embrace the opportunity to learn from diverse viewpoints.

Penning Your Reflections

Dedicate some quiet time to capturing your reflections. Delve into your chosen prompt. Let your pen flow freely, capturing your thoughts, feelings, and questions without a filter. Feel free to draw, write, code, or use any other way of recording your reflections. Take as long as you need. Be unafraid to explore personal experiences and assumptions, connecting your reflections to the broader context of (in)equity and CS Ed.

Sharing Your Insights

Join forces with a critical friend, an accountability buddy, or a small team. In this space, share your written musings, engage in respectful dialogue, and learn from each other’s perspectives. Listen actively, ask clarifying questions, and offer open-minded support. Remember that the goal is not to reach a specific conclusion. Instead, work to enrich your understanding through shared exploration.

Collectively Dialoguing

Come together in a larger group to debrief your individual and partnered reflections. Share key takeaways, insights, and lingering questions. This collective dialogue acts as a catalyst for further learning. It also nurtures a supportive community to explore equity issues in CS.

Continuing the Journey

Periodically return to your journal. Reflect on your learning journey thus far. How has your understanding of equity issues evolved? How can you apply these insights to your future work, in classrooms, communities, or beyond? Let your journal serve as a roadmap for action, encouraging you to contribute to a more inclusive and equitable CS field.

Remember that journaling and dialogue are merely steppingstones on your path to embracing equitable change in CS. Let curiosity be your compass, dialogue your fuel, and action your ultimate destination.

This chapter provides prompts to reflect on the following topics:

  • Unpacking identity
  • Talking about race, identity, and power
  • Examining school experiences
  • Understanding your relationship to computing and CS
  • Considering your motivations
  • Relating your motivations to your students

Each topic begins with some background context and a rationale, followed by some questions to invite reflection. Feel free to focus on a specific question instead of all of them, follow the topics in any order, or return to a topic more than once. These topics are meant as a guide for your own personal journey, so you should use them in ways that are most helpful to you.

Reflection Topic 1: Unpacking Identity

Psychologist Beverly Daniel Tatum (2003) writes about “the complexity of identity.” She notes that identity is not just about how you self-define but also about who the world tells you that you are, and how you and others like you are represented in the world. Are people like you missing from the story? Highlighted or privileged in the story?

Many aspects of identity combine with social contexts to help us integrate the past, the present, and the future into a cohesive sense of self. Tatum (2003) argues that there are seven core components of identity that most shape people’s experiences in the United States: age, class, disability, gender, racialization/race, religion, and sexual orientation. Other salient identity markers in U.S. culture include our language practices, our nationality/ethnicity, our immigration status, our political party, and our geographic locations.

Identities are socially negotiated between the way we perceive ourselves and the way others and society position us. For example, in his book Dreams from My Father (1995), former President Barack Obama described how his own identity as a Black man developed in relation to the different places he lived. Because conceptualizations of race differ across cultures, Obama’s experiences around race were not the same in Indonesia, Hawaii, and the continental United States. Although he was a Black man living in each of these places, the way he understood this identity and the way others interacted with him differed greatly across contexts.

The distinction between how society assigns us identities and how we choose to identify ourselves is sometimes complicated. An individual may identify as belonging to a particular racial group, but when filling out a government survey, that option might not appear. An individual might self-identify as a member of a socially marginalized racial group but may have physical features that lead others to assume that the individual is racialized as white, affording them certain social privileges (known as “passing”). How we and others self-identify and how identities are assigned to us based on social norms are important distinctions to be aware of.[2]

While individuals may experience marginalization or oppression for different reasons in different contexts, in the United States, certain identity groups have been systematically afforded privileges while other groups have been systematically afforded disadvantages. This inequity is due to long-standing historical and present-day processes that shape individual action and institutional practices. (See Chapter 5 for more on this.) For example, people racialized as Black Americans have been systematically afforded less power in U.S. society. Those racialized as white Americans have been afforded more power through processes like slavery, Jim Crow laws, and many other ways that racism has been reproduced in society over time. Groups have fought to change this reality over time, but racism remains a persistent fact of U.S. life. Because identity-based inequity shapes U.S. society, CS, and CS Ed, reflecting on our own identities is key to developing self-awareness.

How someone identifies with regard to one aspect of their identity (e.g., race or gender) doesn’t necessarily imply a certain life experience. The labels applied to a person’s identity may influence, but do not fully determine, their experiences. How people are socially identified in categories is a dynamic process. The theory of intersectionality, explored in Chapter 5, can shed light on how marginalization is experienced uniquely by groups at the intersections of multiple identity categories (Crenshaw, 1991).

As teachers, our identities can afford us privileges and/or disadvantages in our professional lives. For example, Kohli (2018) describes the racist microaggressions and race evasive discourse that racially minoritized teachers reported having to navigate. These oppressions took a toll on their ability to stay in the teaching workforce.

The questions below will help you begin to unpack how power dynamics are connected to your identity and how they shape how you experience and perceive your teaching context and how others perceive you in that space. As you consider your many interrelated identities, we also invite you to think about how you can become what scholar activist Bettina Love calls “coconspirators.” Coconspirators is a positive term that describes those who move beyond allyship to take action and conspire against inequitable systems. They draw on the power and privilege afforded to them by society to work toward equitable change in educational spaces (Love, 2019).[3]

Reflection Topic 1 Journal Prompts

What are your many identities? Ask yourself …

  • What are your identities and many selves?
  • Are some of these identities more salient to you in some contexts than others? Why?
  • Which identities come readily to mind when you think about yourself? Which identities are not as salient for you (your dead angles)? Why?
  • Which identities are sources of pride for you? Why?
  • Which identities do you have a more complicated relationship with? Why?
  • How do institutions in society privilege and/or disadvantage people with identities like yours?
  • Have you ever had to suppress or repress particular identities in particular settings or institutions?
  • Have you ever had to suppress or repress particular identities in school? Do you have identities that were celebrated or cultivated in school?
  • Have you ever had empowering interactions with others related to one or more of your identities? Disempowering interactions?

Explore Further! Try this social identity wheel activity from the Facing Histories and Ourselves project.[4]

Reflection Topic 2: Talking About Race, Identity, and Power

We all have different identities. We also have different comfort levels and experiences with talking about power and identity. Given our cultural backgrounds, some topics may be considered “taboo” or unacceptable to talk about in a given community. Some of us may hesitate to have conversations on topics like race, gender and sexual orientation, and power out of fear that such conversations could get us in trouble. Because these topics are hotly contested in the United States, some avoid conversations about power and identity entirely. In some states and districts, discussing such topics in classrooms might even be grounds for disciplinary action, a lawsuit, or harsh community backlash. This reality has been manifest in recent years through book bans and legislation limiting how teachers can discuss topics like race and gender.[5]

Some educators may feel more comfortable bringing up these topics and questioning social hierarchies. They may have had firsthand experience coping with oppressive conditions. They may have been in environments where curiosity about these issues was encouraged. They may be coming from a place of privilege, so they risk less by bringing up issues related to power. Or, they may have not experienced negative impacts from talking about these issues.

It is important to recognize that those who may feel comfortable talking about some issues of identity and power may feel less comfortable or prepared to talk about others. For example, one chapter author, a white Jewish woman, grew up talking about the effects of antisemitism with friends, family, and members of her community. Yet she also internalized a climate that put taboos around discussions about disability and race.

Part of building an equity toolkit is becoming more comfortable discussing issues of power and identity. Becoming a CS equity teacher leader means engaging in these topics proactively with students and colleagues. You can create a solid foundation for engaging in dialogue on these topics by considering your own socialization into these topics, triggers that are difficult for you, and dead angles related to these concepts.

Reflection Topic 2 Journal Prompts

How have you been socialized to discuss or avoid conversations about issues of identity and power? Ask yourself …

  • How old were you when you first learned about issues related to:
    • Ableism and disability?
    • Class, wealth, and classism?
    • Diversity in sexual orientations and homophobia?
    • Gender, sexism, and transphobia/transmisia?
    • Homelessness and housing insecurity?
    • Immigration, ethnicity, and national identity?
    • Language diversity and language injustice?
    • Race and racism?
    • Religious diversity?
  • What were those different experiences like? How did they make you feel?
  • How, if at all, did your family members, caregivers, and teachers discuss race, culture, and other human differences? What was your personal experience with these conversations?
  • Was your curiosity about these issues actively encouraged? Actively silenced?
  • What are your triggers that signal an encounter with an equity issue that you are unfamiliar or uncomfortable with?
  • What coping strategies do you use to navigate an encounter with an equity issue that you are unfamiliar or uncomfortable with?

Reflection Topic 3: Examining School Experiences

Like most aspects of our lives, people’s experiences with schooling are shaped by social and political influences related to identity. School systems may have biases embedded toward or against students with particular identities. For example, you may have been offered many opportunities to sign up for extracurricular programs to enrich your learning outside of school, or you may have had no such opportunities.

Your interpersonal interactions with classmates and educators also likely influenced how you experienced schooling. For example, if you are a member of a group that is afforded less power in society, you may have been exposed to oppressive conditions, prejudice, or microaggressions related to that identity that have added up over time. If you are a member of a group that is typically afforded more social power, you may have received positive messages about your potential. Or perhaps your experiences resist these patterns for particular reasons.

Your experiences affect your impressions of school growing up, which can inform how you currently teach. It’s important to understand these schooling experiences so that you can understand why you may react in certain ways to things in your current school environment. Reflecting on your schooling experiences can also help you avoid recreating harms you may have experienced and help you pass on opportunities that were afforded to you.

It is equally important to recognize how your experiences may not be shared by students in your school, even when they share similar identities. These differences may be due to students’ personal lives, how schools function, or how society has changed over time.

Reflection Topic 3 Journal Prompts

What has been your relationship with schooling? Ask yourself …

  • What do you remember about your different schooling experiences?
  • What were some of your experiences with systems of oppression and advantage at school?
  • Did you have teachers who made things relevant to your personal experiences, your interests, identities, and background?
  • Why did you become an educator? How, if at all, did that choice relate to aspects of your identity? How, if at all, did that choice relate to your experiences in school?

Reflection Topic 4: Understanding Your Relationship to Computing and CS

How we relate to CS is shaped by our exposure to it. And our exposure to computing is often shaped by broader systems of oppression and advantage (see Chapter 5). Like any school subject, there are ways in which we have been encouraged or discouraged to engage with CS. Some of us may have been provided with access to new tools and technology at home from a young age. Others may have had to rely on low-resourced schools to expose them to technology. Some of us may have been encouraged to tinker with code or have been praised for our creativity for trying to “hack” or “mod” our favorite games. Others may have been outright discouraged from or denied access to CS or been informed that CS exploration was a waste of time.

In formal school settings, you may have been told that you were smart enough to take a CS class, or you may have been told that you would never make it in that environment. You may have associated technology with a nerdy subculture, which might have attracted you to computing or repelled you away. All of these factors affect your relationship to CS and influence how you talk to students and colleagues about their CS abilities. Understanding our own relationship to CS can help us break unhealthy cycles of exclusion and create more inclusive CS experiences for others.

Reflection Topic 4 Journal Prompts

What has been your relationship with computing and CS? Ask yourself …

  • What does it mean to be a computer scientist?
  • Do you identify as a “computer scientist” or as a “techie person”?
  • Where do you find joy and/or meaning in CS or in computing?
  • What were some of your experiences with systems of oppression and disadvantage in CS?
  • How might your experiences navigating the world with your different identities shape your beliefs about who is thought to be capable of engaging in CS?
  • How might your experiences shape your beliefs about what computing is for?

Reflection Topic 5: Considering Your Motivations

Educators come to teaching for many reasons, and CS educators come to CS teaching for many reasons. To promote equitable practices, it’s important to understand your “why,” or your motivation(s) for what you do. Are you looking to prepare the next generation for economic opportunities? Do you hope to support young people in expressing themselves creatively about issues they care about? Are you looking to promote skills like problem solving, collaborating, and persistence? Is coding with young people fun and fulfilling for you?

Our whys are unique and may be connected to our own histories. For example, some educators may feel a responsibility to provide opportunities for children because they did not get those same opportunities when they were students themselves. Conversely, they may wish to provide those opportunities because they did experience them as students and found them powerful and motivating.

Our whys propel us to act and keep us motivated on tough days. At the same time, not all rationales promote equitable classroom practices. For instance, we may make assumptions about who can thrive in CS based on our own experiences with gatekeeping in the field. Similarly, we should interrogate or challenge motivations for CS Ed that are rooted in savior complexes seeking to “save” or “rescue” marginalized groups through technology. These motivations can reproduce deficit narratives about students and disempower them. The following prompts will help you consider your own motivations for teaching CS.

Reflection Topic 5 Journal Prompts

Why are you motivated to teach CS? Ask yourself …

  • Which (if any) parts of your history and identity (e.g., disability, gender, language practices, race) have influenced your connection to CS?
  • How does CS intersect with your everyday life, your goals, and your identity?
  • How might your personal experiences with CS and technology relate to why you teach CS?
  • Is there a formative experience that you’ve had that helped you develop a sense of why CS is significant or consequential in your own or in others’ lives?
  • Are there communities that you are a part of that use CS for purposes that are close to your heart?
  • What is the role of CS in the world?
  • How do you feel that CS plays a role in social justice?

Explore Further! This CS Visions Toolkit from Computer Science for All is an additional resource that can help you determine your why and your vision for CS education.[6]

Reflection Topic 6: Relating Your Motivations to Your Students

Your whys and your experiences should inform and motivate your classroom work. At the same time, it is important to recognize that your students’ whys will likely be different from yours because of their differing identities and experiences. Focusing on a narrow set of purposes for CS Ed in your classroom, like getting a high-paying job as a software engineer, might leave out students who don’t resonate with that rationale. CS educator Christina built on this idea:

Oftentimes, educators have their vision of what “needs” to be done, but students’ ideas can give more depth to the discussion or topic. By including a broader scope of ideas and having students push for what they think is important or interesting, we might better be able to address equity in the classroom.

Listening to students’ interests and motivations can help you shape your curriculum or standards in ways that meet your students’ interests and goals.

To explore this topic, it’s important to think about who your students are and how you get to know about their backgrounds, experiences, interests, and talents. As you narrow in on your motivations, consider how who your students are might shape the motivations they have. Consider as well how their experiences with CS and CS Ed might be shaped by their different identities and how those identities have been positioned in society. Reflections like these can help you understand how historical and current power dynamics shape your experiences with your students.

Reflection Topic 6 Journal Prompts

Putting your experiences and your whys into perspective. Ask yourself …

  • Who are your students? What do you know about their experiences and cultural and language practices?
  • How can you learn more about your students’ experiences, beliefs, and motivations?
  • How might the roles of CS be similar in your life and your students’ lives? How might they be different?
  • How might your reason(s) for caring about CS intersect with your students’ experiences and concerns about CS?
  • How might your experiences with systems of advantage and oppression in schooling and in CS (see Chapter 5) be similar to and different from those of your students?

Revisiting Amanda and Yeidy’s Stories

Amanda and Yeidy are not the only ones who have found journaling, dialogue, and reflection beneficial. Many of the teachers we have worked with shared how these practices helped them develop self-awareness and gave examples of how their learning led to changes in their practice. Journaling, dialogue, and reflection are key to building an equity toolkit and the foundation for an equity-oriented praxis.

Amanda concluded her thoughts with the following reflection on journaling as a practice:

Journaling has made me a deeply reflective person and a more understanding, empathetic, and equitable teacher. Discussing with others has also allowed me to connect more with people of different backgrounds and engage in meaningful conversations with like-minded individuals who will challenge boundaries and encourage us to think critically.

I would like to share that it is okay to go deep. There is no shame in writing and thinking critically about our implicit biases and our own identities. Let your words flow freely and be fearless; it will make you a better teacher.

Reflection Questions:

  1. What do you think about the journaling and dialogue practices described in this chapter? How can you see them being beneficial? What challenges might arise trying to engage in these practices?
  2. The topics covered in this chapter are not comprehensive. What other topics might you benefit from reflecting on as you engage in equity work in your setting?

Takeaways for Practice:

  • Choose one topic and journal about it. Reflect on the experience and consider how you might adapt the journaling practices described in this chapter to fit your personal preferences and circumstances.
  • Engage in dialogue with a critical friend about a topic in this chapter. Reflect on the new insights that you came away with as a result of your conversation.

Glossary

Term Definition
ableism Implicit or explicit social preference for nondisabled bodies and minds that creates prejudice and oppression of disability and disabled people (Shew, 2020).
affinity group A group of people with shared identities who come together to connect around a common goal.
antisemitism A system of prejudice, discrimination, and hostility toward Jewish people.
archaeology of self The “deep excavation and exploration of beliefs, biases, and ideas that shape how we engage in the work [of equity]” (Sealey-Ruiz, 2022, p. 22).
classism A system of prejudice and discrimination in favor of people with higher socioeconomic status (e.g., upper middle-class) and against people with lower socioeconomic status (e.g., lower class).
critical friend A supportive person with whom there is a relationship of trust who can provide constructive feedback and ask difficult questions related to equity.
dead angle An issue or topic related to equity that a person lacks awareness of or experience with or holds negative biases in ways that prevent equitable change. It also avoids ableism implicit in terms like “blind spot.”
gatekeeping Institutional policies and structures that control who gets to participate in opportunities and who has access to resources in ways that limit the participation of marginalized groups.
homophobia A system of prejudice and discrimination against or fear or discomfort with people who identify as LGBTQIA2S+.
intersectionality A theory that asserts that different aspects of people’s identity (e.g., disability, gender, race) overlap and intersect in ways that result in oppression that cannot be understood or addressed by focusing on each identity separately (Crenshaw, 1991; Collins, 2019).
praxis The combination of teaching practices and theory. This guide supports praxis by providing theories about equity that help teachers develop mindsets to take transformative action toward equitable CS education.
racism A system of prejudice and discrimination based on race that privileges individuals racialized as white and oppresses racially minoritized individuals.
self-efficacy A belief in one’s ability to accomplish a task or achieve a goal.
sexism A system of prejudice and discrimination based on gender and gender identity that privileges men and oppresses women, non-binary, and gender-fluid individuals.
transmisia/transphobia Both terms describe a system of prejudice and discrimination against people who are transgender or non-binary and a fear or discomfort with people who are transgender or non-binary. “Transmisia” emphasizes how prejudice and discrimination are linked to hatred, revulsion, and disgust, rather than fear (KosmicKult, 2020). It is an alternative to ableist language connected with the word “phobia” (Planned Parenthood, n.d.).
trigger A topic or conversation that surfaces strong emotions or memories; triggers can motivate equitable action or reproduce inequitable patterns.

References

Collins, P. H. (2019). Intersectionality as critical social theory. Duke University Press. https://doi.org/10.1215/9781478007098

Copur-Gencturk, Y., Cimpian, J. R., Lubienski, S. T., & Thacker, I. (2020). Teachers’ bias against the mathematical ability of female, Black, and Hispanic students. Educational Researcher, 49(1), 30-43. https://doi.org/10.3102/0013189X19890577

Crenshaw, K. (1991). Mapping the margins: Intersectionality, identity politics, and violence against women of color. Stanford Law Review, 43(6), 1241-1299. https://doi.org/10.2307/1229039

Kohli, R. (2018). Behind school doors: The impact of hostile racial climates on urban teachers of color. Urban Education, 53(3), 307-333. https://doi.org/10.1177/0042085916636653

KosmicKult. (2020, July 19). Hate is NOT fear: Reframing homophobia, biphobia, and transphobia. Medium. https://medium.com/@kosmickult/hate-is-not-fear-reframing-homophobia-biphobia-and-transphobia-beabec366dc6

Love, B. L. (2019). We want to do more than survive: Abolitionist teaching and the pursuit of educational freedom. Beacon Press.

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Price-Dennis, D., & Sealey-Ruiz, Y. (2021). Advancing racial literacies in teacher education: Activism for equity in digital spaces. Teachers College Press.

Rodgers, C. R., & Scott, K.H. (2008). The development of the personal self and professional identity in learning to teach. In Cochran-Smith, M. Feiman-Nemser, McIntyre, D. J., & Demers, K. E. (Eds.), Handbook of Research on Teacher Education (3rd ed., pp. 732-755). Routledge & Association of Teacher Educators. https://doi.org/10.4324/9780203938690

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Tatum, B. D. (2003). Why are all the Black kids sitting together in the cafeteria: And other conversations about race. Basic Books.

Resource 1: Journal Prompts Reference

Journal Prompts Reference

This resource provides all of the journal prompts from the chapter consolidated into a single reference.

Reflection Topic 1: Unpacking Identity

What are your many identities? Ask yourself …

  • What are your identities and many selves?
  • Are some of these identities more salient to you in some contexts than others? Why?
  • Which identities come readily to mind when you think about yourself? Which identities are not as salient for you (your dead angles)? Why?
  • Which identities are sources of pride for you? Why?
  • Which identities do you have a more complicated relationship with? Why?
  • How do institutions in society privilege and/or disadvantage people with identities like yours?
  • Have you ever had to suppress or repress particular identities in particular settings or institutions?
  • Have you ever had to suppress or repress particular identities in school? Do you have identities that were celebrated or cultivated in school?
  • Have you ever had empowering interactions with others related to one or more of your identities? Disempowering interactions?

Reflection Topic 2: Talking About Race, Identity, and Power

How have you been socialized to discuss or avoid conversations about issues of identity and power? Ask yourself …

  • How old were you when you first learned about issues related to:
    • Ableism and disability?
    • Class, wealth, and classism?
    • Diversity in sexual orientations and homophobia?
    • Gender, sexism, and transphobia/transmisia?
    • Homelessness and housing insecurity?
    • Immigration, ethnicity, and national identity?
    • Language diversity and language injustice?
    • Race and racism?
    • Religious diversity?
  • What were those different experiences like? How did they make you feel?
  • How, if at all, did your family members, caregivers, and teachers discuss race, culture, and other human differences? What was your personal experience with these conversations?
  • Was your curiosity about these issues actively encouraged? Actively silenced?
  • What are your triggers that signal an encounter with an equity issue that you are unfamiliar or uncomfortable with?
  • What coping strategies do you use to navigate an encounter with an equity issue that you are unfamiliar or uncomfortable with?

Reflection Topic 3: Examining School Experiences

What has been your relationship with schooling? Ask yourself …

  • What do you remember about your different schooling experiences?
  • What were some of your experiences with systems of oppression and advantage at school?
  • Did you have teachers who made things relevant to your personal experiences, your interests, identities, and background?
  • Why did you become an educator? How, if at all, did that choice relate to aspects of your identity? How, if at all, did that choice relate to your experiences in school?

Reflection Topic 4: Understanding Your Relationship to Computing and CS

What has been your relationship with computing and CS? Ask yourself …

  • What does it mean to be a computer scientist?
  • Do you identify as a “computer scientist” or as a “techie person”?
  • Where do you find joy and/or meaning in CS or in computing?
  • What were some of your experiences with systems of oppression and disadvantage in CS?
  • How might your experiences navigating the world with your different identities shape your beliefs about who is thought to be capable of engaging in CS?
  • How might your experiences shape your beliefs about what computing is for?

Reflection Topic 5: Considering Your Motivations

Why are you motivated to teach CS? Ask yourself …

  • Which (if any) parts of your history and identity (e.g., disability, gender, language practices, race) have influenced your connection to CS?
  • How does CS intersect with your everyday life, your goals, and your identity?
  • How might your personal experiences with CS and technology relate to why you teach CS?
  • Is there a formative experience that you’ve had that helped you develop a sense of why CS is significant or consequential in your own or in others’ lives?
  • Are there communities that you are a part of that use CS for purposes that are close to your heart?
  • What is the role of CS in the world?
  • How do you feel that CS plays a role in social justice?

Reflection Topic 6: Relating Your Motivations to Your Students

Putting your experiences and your whys into perspective. Ask yourself …

  • Who are your students? What do you know about their experiences and cultural and language practices?
  • How can you learn more about your students’ experiences, beliefs, and motivations?
  • How might the roles of CS be similar in your life and your students’ lives? How might they be different?
  • How might your reason(s) for caring about CS intersect with your students’ experiences and concerns about CS?
  • How might your experiences with systems of advantage and oppression in schooling and in CS (see Chapter 5) be similar to and different from those of your students?

Resource 2: Therapeutic Techniques to Support Reflection

Therapeutic Techniques to Support Reflection

Engaging in journaling, dialogue, and reflection on topics like those explored in this chapter can surface strong emotions and memories. We offer some techniques below that can help you navigate triggers that may arise as you engage in these practices.

Practice Description
Active Listening Active listening involves paying close attention to what someone is saying, asking questions to clarify understanding, and repeating the speaker’s statements to ensure comprehension. Developing a practice of active listening scaffolds empathy development, patience, and the management of emotionally charged responses.
Creative Expression Creative expression refers to conveying knowledge, emotions, and ideas through mediums such as art, coding, dance, music, and writing. Creative expression can allow you to freely explore your emotions and experiences.
Controlled Breathing Controlled breathing involves intentionally focusing on your breath, often counting, deepening, or lengthening the breath as a way to help regulate the nervous system and increase oxygen in the body. Practicing controlled breathing exercises can help regulate emotions and manage stress.
Debate Debate involves creating space for individuals to express and articulate differing perspectives on challenging topics. Participating in debate in an emotionally supportive environment can enhance argumentation and advocacy skills and promote comfort in assertiveness and public engagement.
Journaling Journaling involves recording personal thoughts, feelings, and experience in some way. Journaling supports mindful and constructive self-reflection and allows for a non-judgmental space to examine one’s awareness of and feelings about issues of inequity.
Mindful Relaxation Practicing mindfulness and relaxation techniques such as meditation, yoga, or progressive muscle relaxation can promote emotional well-being and reduce stress and anxiety.
Peer Co-Counseling Sharing strategies for coping with and addressing bias and inequity helps expand one’s emotional vocabulary while providing space for collective thought and collaborative action.
Role Play and Drama Role-playing and drama exercises create opportunities to explore different perspectives and experiences related to bias and inequity while developing communication and empathy skills.
Self-Care Self-care involves taking action to care for oneself holistically, in all aspects of one’s personal well-being and happiness, particularly in times of stress. What self-care looks like is different for each individual, and it might encompass emotional, mental, physical, social, and spiritual facets of life.
Storytelling

Storytelling can promote self-expression and help individuals understand their own experiences with more clarity. Listening to the stories of others can promote intercultural competence and awareness of others’ experiences.

 

Resource 3: Finding Critical Friends

Finding Critical Friends

A critical friend can provide you with support on your journey of personal development toward equity. Having a group of critical friends is a central part of building your equity toolkit. Here are some thoughts on finding critical friends.

What is a critical friend?

A critical friend is a supportive person with whom you share a relationship of trust. They are someone who can ask difficult questions related to equity, someone who you can dialogue with about equity issues, and someone who can provide you with constructive and critical feedback.

Critical friends should help each other:

  • create a safe space that maintains trust;
  • encourage open, honest dialogue that includes different perspectives;
  • listen actively; and
  • challenge assumptions and dead angles.

Who can be a critical friend?

In some cases, it may help to find critical friends who might have had similar experiences (e.g., affinity groups).

It’s also important to have critical friends who contribute perspectives that are different from your own.

When looking for critical friends, look widely. Don’t assume people should be critical friends only because of their identities. It is especially important for individuals who are afforded privilege to not put additional work or undue burden on marginalized individuals as those with privilege seek to better understand oppression and inequity.


  1. For Brown Girls with Sharp Edges and Tender Hearts: A Love Letter to Women of Color is a non-fiction book written by Prisca Dorcas Mojica Rodríguez. We also note that we preserve Yeidy’s original terminology; see the On Terminology section of this guide for an explanation on our use of different identity-related terms
  2. Efforts to articulate this distinction have led to expressions like “racialized as” that imply that racial identity labels are socially constructed, and individuals may or may not self-identify with those labels.
  3. Love spells this word without a hyphen.
  4. The social identity wheel activity can be found at https://www.facinghistory.org/resource-library/social-identity-wheel
  5. You can track legislation related to different equity-related topics at https://www.edweek.org/policy-politics/map-where-critical-race-theory-is-under-attack/2021/06 and https://www.hrc.org/resources/state-maps
  6. Access the Visions Toolkit at https://www.csforall.org/visions/

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Advancing Educational Equity in Computer Science Copyright © 2025 by Lloyd M. Talley; Sara Vogel; Sarane James; Spence J. Ray; Christy Crawford; Lauren Vogelstein; Christopher Hoadley; Wendy Barrales; Stephanie T. Jones; and Computer Science Educational Justice Collective is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License, except where otherwise noted.