Deficit Data, Surplus Ignorance

What You Miss When You Only Count What’s Broken

Synopsis

High-stakes testing dominates how we talk about schools that serve our nation’s students. But scores alone miss the learning, growth, and brilliance happening every day—and allow policymakers to mistake measurement for meaning. Students deserve multiple pathways to demonstrate learning, and our nation must lean into mixed-methods research to obtain the reliable, valid, and trustworthy information needed to improve outcomes for all students, especially those most underserved in high-need school districts.

Author’s Bio

Dr. Hope O’Neil is an African- American educator with more than three decades of experience teaching and leading in America’s urban public schools. Her work focuses on leadership, literacy, culturally responsive instruction, and the conditions that allow students and teachers to thrive. She lives and works in the United States.

The Problem

Our students are more than a test score; however, I have watched high-stakes testing become the loudest voice in conversations about schools, especially those that serve Black children—often spoken by politicians who have never taught a day, never proctored an exam, and never stayed after the bell with a student unraveling under the weight of her score. These tests are treated as verdicts rather than instruments, flattening rich, complicated learning into numbers that travel easily through policy memos but tell only a fraction of the story.

When success is defined narrowly by what can be measured quickly, the daily evidence of growth, brilliance, and perseverance disappears from view—and so do the professionals who make that growth possible. What gets labeled as failure is often the failure to look closely, listen carefully, and lead responsibly.

Critics will say that the narrative behind the numbers does not matter—that test scores are neutral, that gaps demand urgency, that accountability requires hard measures and harder truths. But data is never self-explanatory; it is interpreted, framed, and mobilized by people with power, often far removed from the classrooms their conclusions will reshape.

High-stakes testing did not reveal inequality so much as rebrand it, transforming structural deprivation into individual and institutional blame while leaving the underlying conditions such as a lack of equity, conveniently untouched. We are told to close gaps without being given the tools to widen opportunity, to produce different outcomes while operating under the same constraints, to accept judgment without reciprocity. That is not accountability. It is abdication dressed up as rigor.

What rarely enters these debates is what improvement actually looks like on the ground – the street data (Safir and Dugan, 2021). It looks like literacy classrooms where students are reading more complex texts earlier because instruction is culturally responsive and anchored in their lives, not stripped of them. It looks like schools where restorative practices reduce suspensions while increasing instructional time, where family engagement is treated as an asset rather than an afterthought, where students learn to argue, analyze, and create—not just eliminate wrong answers.

Research has long shown that sustained gains come not from punitive testing regimes but from investments in teacher capacity, curriculum quality, and student belonging—findings that are well documented and routinely ignored. When policymakers overlook these outcomes because they do not fit neatly into a scorecard, they reveal not a commitment to excellence but a preference for convenience.

Bryce (pseudonym)

Bryce, one of my middle-grade students receiving special education services, scored below proficient on the state reading exam. His struggle with reading was due to several factors: he had not mastered phonemic awareness and phonics within his first two years of school, his science, social studies, and fine arts class time was decreased by 50% to make more time for reading and math learning (due to the No Child Left Behind foci), he had missed a considerable amount of time in school due to chronic illness, and he had faced several years of reading failure and had become unmotivated to learn to read.

However, my student was far from a single story.”Below proficient” would not be his destiny. In my earliest years of teaching, practitioners were taught to educate the whole child. According to the Learning Policy Institute (2023), “educating the whole child is a holistic approach that fosters a student’s academic, social, emotional, physical, and cognitive development, rather than focusing solely on test scores. It ensures students are healthy, safe, engaged, supported, and challenged, recognizing that all these dimensions are interconnected for effective learning and long-term success” (p.2).

The current social-emotional learning hotspot has roots in the 17th and 18th centuries, when many sociologists penned theories about the importance of educating the whole child. The modern-day re-emergence happened in the mid-nineties, the beginning of my teaching career. We were taught to embrace supports that helped us minister to children’s mental health and emotional well-being. Like many teachers today, we worked with school social workers to make sure a child’s basic needs were met. We put maximum effort into creating classroom communities where each student felt safe and supported. Most importantly, as new teachers, we learned how to use classroom- based assessments to uncover each student’s learning preferences, strengths, growth areas, and interests.

I had many empathy conversations with Bryce, as I firmly believe students learn from teachers who care about them, and I wholeheartedly embraced the theory of educating the whole child. I engaged him in reading and writing interviews to learn about his literacy pain points and promising areas that might ignite his passion and effort. We built enough trust to talk about why he labeled himself a school failure.

While these proved to be worthwhile, impactful strategies, they were not the main event that sparked Bryce’s growth mindset. I was visiting the classroom where Bryce received pull-out services from a special educator. She was one of my mentors and was well-respected by students, teachers, and families. During my visit, I looked at her whiteboard and laid eyes on the most intricately drawn picture of Lauryn Hill. It was phenomenal! I asked about the artist only to discover it was Bryce’s work.

He had not shared this part of himself with me yet, and being aware of his visual arts genius inspired me to invite him to sit with proficient readers and writers during writer’s workshop. As he listened to the work of other student authors, he became the master illustrator and critical friend, helping them ensure their stories would make sense to readers. We built on his visual arts talent and oral comprehension strength. It was not long before the script was flipped, and Bryce shared the writing pen, which also helped him become a better reader.

His artwork has been featured in museums and galleries across America. At one point, Bryce’s high-stakes testing score tethered him to failure, and his results became public talking points drenched with disgrace. This is what happens when politicians who have never been in our classrooms start writing federal policies and our school report cards. Unfortunately, some of our nation’s officials have not been appointed or elected because of their qualifications and expertise. These are those who tend to revel in spouting statistics without context, influenced by their filter bubbles- making a bunch of noise.

What gets lost in deficit analysis and reporting is not abstract—it is children. It is the student who finds her voice through literature that finally reflects her world, the boy who learns to reason mathematically because his teacher refuses to reduce him to a percentile, the classroom that becomes a place of safety, rigor, and possibility in a society that offers too few of all three. What gets lost is the restoration of students like Bryce.

The Paradox

I am a champion for authentic, real-time, classroom-based assessments that align with curriculum content and pacing. I fully support giving students multiple ways to demonstrate deep learning over time, such as portfolios, argumentative writing, oral defense, creating units and teaching others, social entrepreneurship, team projects, student-led conferences, and multimedia case-based study reports, among others. I am anti-high-stakes tests as the sole culminating evaluation for determining the depth of students’ grade-level competencies. I am saying what I mean, and I mean what I say: Students are more than a test score.

However, when I reflect on my early teacher experience during the height of the NCLB regime, I also noted some promising changes that made sense, such as: creating a warehouse of scientifically evidence-based practices to guide school improvement work, the creation of rigorous national standards and providing the tools and professional learning to support implementation, clarifying what is meant by “good teaching”, providing funding for instructional practice frameworks and instructional coaching, investment in building teacher and principal leadership pipelines, eliminating seniority as the sole reason for teacher tenure, and determining the effectiveness of adult practice by analyzing student outcomes. These efforts showed good intent; however, they did not always have a good impact when implemented in schools, and the reliance on high – stakes testing results was a major faux pas.

Noting these promising aspects is not a concession. Too many of our K-12 students continue to demonstrate subpar grade-level competencies, as measured across multiple data points, with most of the challenge stemming from a lack of reading proficiency. We have to create a better vision for American schooling and how we assess student progress and performance.

The NCLB Act was not the panacea as prophesied by policymakers, and TEUCE will continue to discuss the ultimate failure of NCLB and its policies. We want to unpack this evidence by posing the following questions:

Do high-stakes tests really measure what students know and are able to do?
Is the narrowing of curricula and reduction in time allotted to content area instruction causing reading achievement to decrease?
Are the highest performing districts “teaching to the test” or worse teaching the test?
What is the impact of the severe loss of instructional days due to test prep and the testing calendar?
Are these tests penalizing students and teachers within our poorest communities?
Do high performers benefit from privilege and having better test – taking skills?
Are some students so burned out by local and state testing that they give minimum effort?
Do students and teachers experience mental health challenges due to the pressure and punitive consequences that occur?
Does the achievement gap promoted by these tests exist as defined?
How do we respond when schools use this data to punish, track, and even push out lower-performing students in order to increase their state report card ratings?
Should high-stakes tests results be used to evaluate teachers and schools? If so, are they being used in ethical or harmful ways?
What are the glaring validity and reliability issues that need to be addressed?
Are the high financial costs lining the pockets of the wealthy while stealing from skeletal budgets in urban school districts who are responsible for educating the most high – need students?
Is the time and money spent worth the educational outcomes America is producing?
Are these tests biased, racist, and a part of the American eugenics agenda?
Is ESSA any better?

The Bottom Line

Poor performance on high-stakes tests should not be a life sentence to dehumanization, deprivation, and degradation. Yet, multiple data points beyond these tests suggest that too many of our nation’s students are not demonstrating grade-level proficiency. Though school leaders, teachers, and students are often blamed, this mirror is for all of us – from the White House to each community stoop.

Yet, when we analyze high-stakes testing results and other data points, solely through a deficit lens, we miss great things happening in the midst of troubled waters. We overlook the bridges that we should be using to help us cross over from persistent failure to excellence, bridges that fortify our capacity to build on strengths.

Our students are not waiting to be fixed by better tests; they are already learning under conditions that demand more imagination and courage than our policies often allow. They deserve to be seen in full, taught with care, and judged by measures worthy of their complexity. Until we learn to look beyond what is easiest to measure, we will keep missing what matters most—and the brilliance standing right in front of us.

When we only count what’s broken, we miss the smart teachers who are giving it their all to help students surpass failure, and, most importantly, we miss the students who are learning, leading, and becoming—often despite the systems that judge them.

Think about my argument and the questions being raised. Join the conversation within this community, or on Urban Education Spotlight, our premier podcast that begins on the 4th Tuesday in March, 2026. We need your voice and action. Our students can’t wait, and neither should we.