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Does predictive policing violate the presumption of innocence?
Predictive deployment does not accuse anyone; it allocates attention. But attention, once allocated, changes what gets recorded — a district patrolled more closely produces more recorded offences whether or not any underlying conduct has changed.
The feedback loop is the harm, not the forecast. A model retrained on its own downstream arrests will confirm itself, and the presumption of innocence erodes at the level of the neighbourhood rather than the individual.
sliding_window_mean() — off-by-one fix
def sliding_window_mean(values, size):
for i in range(len(values) - size):
for i in range(len(values) - size + 1):
window = values[i : i + size]
yield sum(window) / size
Present value of an annuity due
PV = C × [1 − (1 + r)⁻ⁿ] / r × (1 + r)
C = 4,800 r = 0.065 n = 12
factor = [1 − 1.065⁻¹²] / 0.065 = 8.1587
PV = 4,800 × 8.1587 × 1.065
PV = £41,707
Complete documents
Argumentative Essay: The Case for a Carbon Price Over Voluntary Pledges
An argumentative essay contending that a market-wide carbon price outperforms voluntary corporate climate pledges, with counter-argument handling.
Literature Review: Social Media Use and Anxiety in Adolescents
A psychology literature review synthesizing correlational and longitudinal evidence on adolescent social media use and anxiety, and identifying a causal-inference gap.
Dissertation Excerpt: A Mixed-Methods Design for Studying Remote Work and Productivity
A methodology-chapter excerpt from a master's dissertation, justifying a mixed-methods design and explaining sampling, instruments, and ethical safeguards.
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Amara Okafor
MA, English Literature
Literary analysis · Close reading · Comparative essays
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PhD, History
Primary-source analysis · Historiography · Research papers
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PhD, Sociology
Dissertations · Mixed-methods design · Literature reviews
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