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301 lines
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<title>Annotated Claims Analysis (Contextualized Archive)</title>
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<meta name="description" content="Annotated analysis of key claims with reasoning errors, primary-source links, and dataset limitations. Reproduction is not endorsement." />
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<body>
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<header>
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<h1>Annotated Claims Analysis and Contextual Archive</h1>
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<p class="meta">
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Source document: <em>“Quite Possibly the Most Racist Article You Will Ever Read”</em> (Allen West, Dec 29, 2014)
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</p>
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<div class="box" role="note" aria-label="Reposting Disclaimer">
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<strong>Reposting Disclaimer</strong>
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<p>
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This page is provided for <strong>archival, informational, and discussion purposes only</strong>.
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Its presence here <strong>does not constitute endorsement, agreement, or validation</strong> of the views,
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claims, characterizations, or conclusions expressed by the original author(s).
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</p>
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<p>
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To reduce amplification of harmful content, the source text is <strong>not reproduced verbatim</strong> on this page.
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Instead, this page provides a structured summary and annotated critique, plus links to primary-source datasets.
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</p>
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<p>
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<span class="label">Source document link:</span>
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<!-- Replace with your hosted DOCX/PDF URL -->
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<a href="SOURCE_DOCUMENT_URL_HERE" rel="noopener" target="_blank">Open the original document</a>
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<span class="small">(replace <code>SOURCE_DOCUMENT_URL_HERE</code> with your hosted DOCX/PDF link)</span>
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</p>
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</div>
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<div class="note">
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<span class="tag">Archive</span>
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<span class="tag">Media literacy</span>
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<span class="tag">Criminal justice</span>
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<span class="tag">Statistics</span>
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<span class="tag">Harm reduction</span>
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</div>
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</header>
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<main>
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<section>
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<h2>How to read these annotations</h2>
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<div class="callout">
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<p>
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Each entry follows the same four-part structure:
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</p>
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<ol>
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<li><strong>Neutral paraphrase</strong> of the claim</li>
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<li><strong>Reasoning error</strong> (e.g., selection bias, anecdote, causal leap, overgeneralization)</li>
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<li><strong>Primary source</strong> that addresses the topic (NCVS, FBI CDE, USSC, BJS)</li>
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<li><strong>Limitations</strong> (what the dataset measures and what it does not)</li>
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</ol>
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</div>
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</section>
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<section>
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<h2>Annotated claims</h2>
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<div class="card">
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<h3>Claim A — Caseload composition implies underlying criminal behavior</h3>
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<p><span class="label">Neutral paraphrase:</span>
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The document argues that because a public defender’s clients disproportionately come from one demographic,
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this distribution reflects underlying patterns of criminal behavior in the broader population.
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</p>
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<p><span class="label">Reasoning error:</span>
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<span class="pill">Selection bias</span>
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<span class="pill">Causal leap</span>
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</p>
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<p><span class="label">Primary sources:</span></p>
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<ul>
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<li>BJS NCVS (victimization, including many unreported crimes): <a href="https://bjs.ojp.gov/programs/ncvs" rel="noopener" target="_blank">https://bjs.ojp.gov/programs/ncvs</a></li>
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<li>FBI Crime Data Explorer (police-recorded incidents): <a href="https://cde.ucr.cjis.gov/" rel="noopener" target="_blank">https://cde.ucr.cjis.gov/</a></li>
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</ul>
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<p><span class="label">Limitations:</span></p>
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<ul>
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<li>NCVS measures <em>victim reports</em>, not arrests or guilt; it excludes homicide and institutional populations.</li>
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<li>FBI data reflect <em>reported and recorded</em> incidents and enforcement practices; unreported crime is not captured.</li>
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</ul>
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</div>
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<div class="card">
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<h3>Claim B — Courtroom behavior reflects stable group traits</h3>
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<p><span class="label">Neutral paraphrase:</span>
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The document presents observed courtroom interactions as evidence of stable, group-level behavioral characteristics.
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</p>
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<p><span class="label">Reasoning error:</span>
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<span class="pill">Anecdote</span>
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<span class="pill">Overgeneralization</span>
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</p>
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<p><span class="label">Primary sources:</span></p>
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<ul>
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<li>BJS NCVS (exposure to violence and victimization context): <a href="https://bjs.ojp.gov/programs/ncvs" rel="noopener" target="_blank">https://bjs.ojp.gov/programs/ncvs</a></li>
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<li>FBI Crime Data Explorer (incident context, not demeanor): <a href="https://cde.ucr.cjis.gov/" rel="noopener" target="_blank">https://cde.ucr.cjis.gov/</a></li>
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</ul>
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<p><span class="label">Limitations:</span></p>
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<ul>
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<li>NCVS and FBI data do not measure courtroom demeanor, language use, or “attitude.”</li>
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<li>Institutional stress and legal context can shape behavior; population datasets do not isolate those effects.</li>
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</ul>
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</div>
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<div class="card">
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<h3>Claim C — Arrest/incarceration shares equal criminal propensity</h3>
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<p><span class="label">Neutral paraphrase:</span>
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Disproportionate incarceration is treated as direct evidence of higher criminality rather than as an outcome
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shaped by system processes.
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</p>
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<p><span class="label">Reasoning error:</span>
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<span class="pill">Correlation ≠ causation</span>
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<span class="pill">Measurement error</span>
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</p>
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<p><span class="label">Primary sources:</span></p>
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<ul>
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<li>USSC: Demographic Differences in Federal Sentencing (2023): <a href="https://www.ussc.gov/research/research-reports/2023-demographic-differences-federal-sentencing" rel="noopener" target="_blank">https://www.ussc.gov/research/research-reports/2023-demographic-differences-federal-sentencing</a></li>
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<li>BJS Recidivism Patterns Explorer: <a href="https://bjs.ojp.gov/recidivism-patterns-explorer" rel="noopener" target="_blank">https://bjs.ojp.gov/recidivism-patterns-explorer</a></li>
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</ul>
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<p><span class="label">Limitations:</span></p>
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<ul>
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<li>USSC findings apply to <em>federal</em> sentencing; state and local systems can differ substantially.</li>
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<li>Recidivism metrics often rely on re-arrest or re-conviction and are influenced by supervision intensity and enforcement patterns.</li>
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</ul>
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</div>
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<div class="card">
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<h3>Claim D — Media reporting explains public misunderstanding</h3>
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<p><span class="label">Neutral paraphrase:</span>
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The document asserts that media practices systematically obscure relevant facts, leading to public misperception.
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</p>
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<p><span class="label">Reasoning error:</span>
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<span class="pill">Unfalsified assertion</span>
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<span class="pill">No method provided</span>
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</p>
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<p><span class="label">Primary sources:</span></p>
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<ul>
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<li>BJS publications (methods and tables): <a href="https://bjs.ojp.gov/" rel="noopener" target="_blank">https://bjs.ojp.gov/</a></li>
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<li>FBI Crime Data Explorer (raw crime reporting data access): <a href="https://cde.ucr.cjis.gov/" rel="noopener" target="_blank">https://cde.ucr.cjis.gov/</a></li>
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</ul>
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<p><span class="label">Limitations:</span></p>
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<ul>
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<li>These datasets do not assess media framing; testing the claim requires systematic content analysis research.</li>
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<li>Crime datasets can be misinterpreted without understanding reporting coverage and definitions.</li>
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</ul>
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</div>
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<div class="card">
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<h3>Claim E — Trial outcomes are driven by inherent communication deficits</h3>
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<p><span class="label">Neutral paraphrase:</span>
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The document suggests that trial outcomes are strongly affected by defendants’ communication abilities framed as inherent traits.
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</p>
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<p><span class="label">Reasoning error:</span>
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<span class="pill">Causal leap</span>
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<span class="pill">Overgeneralization</span>
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</p>
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<p><span class="label">Primary sources:</span></p>
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<ul>
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<li>USSC research library (sentencing outcomes and relevant controls): <a href="https://www.ussc.gov/research" rel="noopener" target="_blank">https://www.ussc.gov/research</a></li>
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<li>BJS (system-wide justice statistics, concepts, and definitions): <a href="https://bjs.ojp.gov/" rel="noopener" target="_blank">https://bjs.ojp.gov/</a></li>
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</ul>
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<p><span class="label">Limitations:</span></p>
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<ul>
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<li>Sentencing datasets generally do not measure language proficiency, demeanor, or jury impressions.</li>
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<li>Trial selection matters: cases that reach trial are not representative of all charged cases (plea bargaining filters heavily).</li>
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</ul>
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</div>
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<div class="card">
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<h3>Claim F — Family structure and welfare use explain justice outcomes</h3>
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<p><span class="label">Neutral paraphrase:</span>
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The document presents family circumstances and benefit receipt as primary explanations for justice-system outcomes.
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</p>
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<p><span class="label">Reasoning error:</span>
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<span class="pill">Oversimplification</span>
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<span class="pill">Ecological fallacy</span>
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</p>
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<p><span class="label">Primary sources:</span></p>
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<ul>
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<li>U.S. Census Bureau (poverty context): <a href="https://www.census.gov/library/publications/2025/demo/p60-287.html" rel="noopener" target="_blank">https://www.census.gov/library/publications/2025/demo/p60-287.html</a></li>
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<li>CDC FastStats (teen births): <a href="https://www.cdc.gov/nchs/fastats/teen-births.htm" rel="noopener" target="_blank">https://www.cdc.gov/nchs/fastats/teen-births.htm</a></li>
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<li>SSA DI Annual Statistical Report index (disability): <a href="https://www.ssa.gov/policy/docs/statcomps/di_asr/index.html" rel="noopener" target="_blank">https://www.ssa.gov/policy/docs/statcomps/di_asr/index.html</a></li>
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</ul>
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<p><span class="label">Limitations:</span></p>
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<ul>
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<li>Population-level social statistics describe distributions; they do not establish individual causality for criminal cases.</li>
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<li>SSA disability statistics reflect eligibility and administrative processes; they are not measures of criminal behavior.</li>
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</ul>
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</div>
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</section>
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<section>
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<h2>Notes on datasets (quick reference)</h2>
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<div class="grid">
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<div class="card">
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<h3>NCVS (BJS)</h3>
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<ul>
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<li><strong>Measures:</strong> victimization experiences reported by respondents (including many unreported to police).</li>
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<li><strong>Does not measure:</strong> guilt, charging decisions, plea dynamics, homicide, institutional populations.</li>
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</ul>
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</div>
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<div class="card">
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<h3>FBI CDE (UCR/NIBRS)</h3>
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<ul>
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<li><strong>Measures:</strong> crimes known to police and recorded according to reporting standards.</li>
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<li><strong>Does not measure:</strong> unreported crime, full context of enforcement priorities, victim reporting behavior.</li>
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</ul>
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</div>
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<div class="card">
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<h3>USSC</h3>
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<ul>
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<li><strong>Measures:</strong> federal sentencing outcomes with legally relevant controls and analyses.</li>
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<li><strong>Does not measure:</strong> state sentencing systems; courtroom demeanor; many pre-charge mechanisms.</li>
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</ul>
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</div>
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<div class="card">
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<h3>BJS Recidivism Explorer</h3>
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<ul>
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<li><strong>Measures:</strong> re-arrest/re-conviction patterns for selected cohorts and jurisdictions.</li>
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<li><strong>Does not measure:</strong> underlying “propensity” independent of supervision/enforcement intensity; all jurisdictions.</li>
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</ul>
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</div>
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</div>
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</section>
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<hr />
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<section class="note">
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<h2>Disclosure</h2>
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<p>
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This page is an editorial/archival commentary intended to support critical reading and verification.
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The source document’s views are not endorsed here.
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</p>
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<p>
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If you host the source document, replace <code>SOURCE_DOCUMENT_URL_HERE</code> at the top with the correct URL.
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