Data
As a data architect, I hold a reverence for structure—the elegance of systems that gather, connect, and reveal patterns across complexity. Yet my work within the disability community continually unsettles that faith. Numbers can illuminate injustice, but they can also obscure it; they can quantify harm while concealing its origin. Data promises clarity, but often it trades away the texture of lived experience for legibility. This tension shapes how I write about education, surveillance, and inclusion. I remain devoted to precision and transparency, while learning from those who remind me that information is never neutral—it carries the imprint of power, perspective, and care. The disability community teaches that knowledge without relationship becomes extraction; true accessibility requires that data be returned to those from whom it is drawn, interpreted with humility, and used to build systems that heal rather than categorise.
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The ethics of counting crisis
I have been packing boxes between paragraphs, writing this series while selling my home—a process shaped by exclusion and the loss of stability that followed my children’s experiences in the Vancouver School District. I approach this work from a lifelong love of data and technology, aware that the same tools I value can create harm…
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BCEdAccess on Room Clear Tracker
The BCEdAccess post about the Surrey classroom-clear tracker is a dire and necessary warning. Parents are raising concerns that come from lived experience, not abstract theory. They have seen how data about vulnerable children, even when anonymised, can expose them to harm. Their argument is simple: tools meant to improve safety can easily become tools…
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Counting the wounded: how complaint systems and data bureaucracies erase harm
The same patterns of attrition described in The Ombudsperson and the war of attrition also define how governments manage harm in military and veterans’ systems. Delays in compensation, endless investigations, and deferrals justified as ‘process’ reveal that administrative time itself functions as an instrument of harm. What appears as prudence operates as quiet abandonment—an institutional strategy that…
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Counting crisis: data, distrust, and the false choice between safety and inclusion
Across British Columbia, the launch of Surrey DPAC’s Room Clear Tracker has ignited a storm of debate among parents, educators, and disability advocates. Some view it as a necessary step toward transparency; others fear it will reinforce stigma or justify segregation. Beneath the surface of this argument runs a deeper fracture—between those who seek safety…
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Too afraid to see: why the BC government doesn’t track exclusion
Data is the scaffolding of democratic accountability. Without shared facts, policy becomes theatre and suffering becomes rumour. That is why regimes that fear transparency always tamper with the census, and why bureaucracies that fear criticism cling to privacy as a shield rather than as a right. When governments decline to track exclusion, they are not…
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Controversy over Room Clear Tracker
When we first shared the launch of Surrey’s Room Clear Tracker, we saw it as a potential step toward long-overdue transparency. For many families, including my own, the absence of data about classroom evacuations has preserved the illusion of safety while concealing the scale of harm. The idea that someone, finally, was counting felt like…
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Surrey parents launch classroom crisis tracking tool
In Surrey, British Columbia, a new parent-led initiative is bringing long-needed visibility to a silent crisis in public education: classroom evacuations when a student experiences distress. The Surrey District Parents Advisory Council (DPAC), in partnership with the Surrey Teachers’ Association and CUPE 728, has launched a tool to track these classroom clearings, documenting how often…
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Calling the exclusion line
Every morning, when we dial the school’s sick line, we enact a ritual that ought to acknowledge more than a fever or a stomach ache. In theory, this system exists to safeguard children who cannot attend school due to illness. In practice, it masks the institutional harms that shape our decisions, erasing critical context from…
