Methodology

How We Score Flashlights

A transparent breakdown of our 5-dimension scoring algorithm — what we measure, how we weight it, and why.

Every flashlight on this site is scored across five profiles: Tactical, EDC, Value, Throw, and Flood. Each profile uses a weighted formula tuned to what actually matters for that use case. There is no single “best flashlight” — only the best flashlight for a specific job.

The Five Scoring Profiles

Tactical Score

Optimized for duty, defense, and law enforcement. This profile rewards lights that can positively identify threats at distance and keep running under harsh conditions.

  • Candela (30%) — Peak beam intensity determines how far the hotspot reaches and how effectively it can disorient.
  • Runtime on High (20%) — A tactical light that dies mid-shift is a liability.
  • Durability (20%) — Composite of waterproof rating and impact resistance. IPX8 and 1m+ drop rating are baseline.
  • Throw Sub-Score (20%) — Rewards lights with long effective beam distance, factoring in candela and beam reach together.
  • Price (10%) — Lower price is better, but it’s intentionally low-weighted — reliability matters more than savings on a duty light.

EDC Score

Tuned for everyday pocket carry — the light you grab for dog walks, checking the crawlspace, or navigating a parking garage.

  • Medium-Mode Runtime (30%) — EDC lights spend most of their life on medium. A 4+ hour medium mode means charging once a week instead of daily.
  • Price (20%) — EDC users are more price-sensitive. You want good-enough performance without overpaying.
  • Flood Sub-Score (20%) — Everyday tasks need wide, even illumination more than a pencil beam.
  • Lumens (15%) — Enough output to light up a room, but diminishing returns past ~1500 lm for pocket use.
  • Durability (15%) — A pocket light gets dropped. It needs to survive.

Throw Score

For search and rescue, long-range identification, and dedicated throwers.

  • Candela (45%) — The dominant factor. Throw is fundamentally a function of beam intensity.
  • Beam Distance (30%) — Rated ANSI throw distance in meters. Closely correlated with candela but penalizes inefficient reflectors.
  • Runtime on High (15%) — Extended search operations need sustained output.
  • Durability (10%) — Field use demands weather and impact resistance.

Flood Score

For camping, area illumination, and any scenario where you need to light up a wide space evenly.

  • Lumens (50%) — Raw output is king for flood. More lumens means more area covered.
  • Medium-Mode Runtime (25%) — Camp lights run for hours. A short runtime on medium defeats the purpose.
  • Price (15%) — Camping lights are often shared or left in a gear bag. Reasonable cost matters.
  • Durability (10%) — Rain resistance and basic impact survival.

Value Score

A composite score that balances raw performance against price. It answers: “How much flashlight do I get per dollar?”

  • Performance (60%) — An internal sub-score combining lumens (35%), candela (25%), high-mode runtime (20%), and durability (20%).
  • Price (40%) — Lower price is heavily rewarded, making this the go-to ranking for budget-conscious buyers.

Normalization

Raw specs vary wildly — 200 lumens vs 100,000 lumens, $25 vs $670. We normalize every metric to a 0–1 scale before applying weights. Performance metrics (lumens, candela, beam distance, runtime) use logarithmic normalization to prevent extreme outliers from dominating. Price uses linear inverse normalization — cheaper is better, on a straight scale.

Durability Sub-Score

Durability is a composite of two specs: waterproof rating and impact resistance. An IPX8-rated light with 2m impact resistance scores significantly higher than an IPX4-rated light with no drop rating. This score feeds into every profile because a flashlight that breaks when you need it most is worthless regardless of how bright it is.

Why Not Just Sort by Lumens?

Lumens alone tell you almost nothing useful. A 10,000-lumen light with a 30-second turbo stepdown and no waterproofing is worse for camping than a 1,200-lumen light that runs for 6 hours and survives rain. Our scoring system captures these tradeoffs so you can compare flashlights the way they actually get used — not just by the biggest number on the box.

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