Scout Research

Research Methodology

Every Scout index is computed from the same structured place and activity intelligence, using rules that are published alongside the results.

How Scout Research Works

  1. Step 1

    Scout structures local place data

    Scout analyzes places, activities, pricing, hours, audiences, experience types, and other attributes.

  2. Step 2

    Scout measures real-world usability

    Scores increasingly incorporate whether valid plans can actually be built — not simply raw place counts.

  3. Step 3

    Scout separates city signals from Scout coverage

    Research coverage is disclosed separately and is never treated as a characteristic of the city.

  4. Step 4

    Scout compares eligible cities

    Cities must meet minimum underlying coverage requirements before receiving competitive public ranks.

  5. Step 5

    Scout publishes the methodology

    Every index explains what it measures, what it does not measure, its component logic, and known limitations.

Research coverage vs. confidence

Research coverage describes how complete Scout's underlying data is for a market — High, Moderate or Developing. It is not a statistical confidence interval, and it is never treated as a characteristic of the city itself. Cities below an index's minimum coverage requirements are excluded from competitive public ranks rather than penalized.

Limitations

  • Coverage varies by market; sparse cities are held out rather than ranked low.
  • Place attributes are derived from structured signals and can lag real-world changes.
  • Scores describe capability, not taste — a high score does not guarantee any single good night out.
  • Indices are recomputed periodically, so ranks shift as data deepens.