Educational companion dossier · Fact, interpretation, lived experience, clinical education, fiction, and mechanics are labeled separately. Scope & safety
REAL-WORLD INTERPRETIVE

SIMULATION LITERACY

Geospatial Visualization Without False Precision

How map projection, resolution, color, thresholds, borders, animation, and missing data shape what a reader believes.

LEVEL 1

ORIENTATION

Why this matters

REAL-WORLD INTERPRETIVE

One-sentence brief

A map can look like a measurement even when it is an interpolation, scenario, or uncertain model output. Ethical cartography makes that argument visible.

REAL-WORLD INTERPRETIVE

Three key points

  1. Visual precision must not exceed evidence precision.
  2. Political boundaries are reporting devices, not always causal barriers.
  3. Every map needs accessible text, scale, date, source, uncertainty, and missing-data context.
LEVEL 2

WORKING BRIEF

Evidence, context, and limits

REAL-WORLD INTERPRETIVE

Projection and geometry

A flat map, globe, hex grid, or local plan distorts different properties. The projection should be chosen for the analytical task and declared to the reader.

  • Explain distance and area distortion.
  • Avoid decorative 3D when it obscures evidence.
  • Provide a two-dimensional or text alternative.
REAL-WORLD INTERPRETIVE

Resolution and aggregation

Pixel, cell, tile, and administrative-unit size determine what variation is visible. Fine geometry can be paired with coarse data, creating a false sense of local accuracy.

  • Publish data resolution separately from display resolution.
  • Avoid downscaling without evidence.
  • Show aggregation boundaries.
REAL-WORLD INTERPRETIVE

Color and thresholds

Color scales and class breaks can exaggerate small changes or conceal large ones. Red should not automatically imply guilt, danger, or certainty.

  • Use perceptually ordered and accessible scales.
  • Explain thresholds.
  • Provide values and uncertainty in text.
REAL-WORLD INTERPRETIVE

Missing and uncertain data

Blank space, zero, no report, and no event are different states. A map should not fill missing regions with neutral-looking values that imply knowledge.

  • Use explicit missing-data patterns.
  • Separate no evidence from evidence of absence.
  • Record imputation.
REAL-WORLD INTERPRETIVE

Animation and chronology

Animation can reveal change but may hide exact values, revisions, and asynchronous reporting. Readers need controls, reduced motion, pause, and frame-by-frame context.

  • Provide a static sequence.
  • Label time zone and update cadence.
  • Do not let interpolation appear as observation.
REAL-WORLD INTERPRETIVE

Human impact and dignity

Population layers represent people, not anonymous target density. Public maps should avoid dehumanizing labels, stigmatizing neighborhoods, and point-level disclosure that could expose individuals.

  • Use minimum necessary resolution.
  • Explain population-data limits.
  • Do not publish targetable sensitive locations.
LEVEL 3

COMPLETE DOSSIER

Limitations, game links, and review context

DISPUTED / MULTIPLE ACCOUNTS

Known limitations and gaps

  • This is a non-operational educational transformation: it does not build or implement a game, executable simulator, forecasting service, emergency tool, or decision system.
  • This page is an educational transformation of supplied research leads; it does not authenticate every citation, equation, product claim, or institutional attribution in those files.
  • A scenario, model run, or map is not an observation, forecast, legal finding, public-health instruction, emergency warning, or proof of future behavior.
  • No source code, nuclear-effects formula, casualty calculation, target-selection method, cyber-intrusion procedure, exploit chain, or instruction for bypassing safeguards is published.
  • Geography, nationality, ethnicity, religion, language, migration, disability, health, poverty, or political identity are not inherent danger, compliance, intelligence, competence, or worth variables.
  • Specialist scientific, public-health, accessibility, legal, regional, ethics, security, and lived-experience review remains pending; the page stays open to correction.
LEVEL 4

RESEARCH EDITION

Sources, methods, and stable links

REAL-WORLD INTERPRETIVE

Linked reports

REAL-WORLD VERIFIED

Method and corrections

This page follows the public method for provenance, confidence, source independence, alternative accounts, limitations, review state, and visible correction.

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