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Social Sciences› Transportation› Human Mobility and Location-Based Analysis

Mobility data methods — Telecom signaling data for counting backcountry travellers in avalanche terrain

Submitted 2026-10-22

Field: Social Sciences › TransportationType: A method hit a wallArea: mobility data methodsArea: avalanche safetyTarget: Telecom signaling data for counting backcountry travellers in avalanche terrainStage: full study

Hypothesis

Signaling data from a mobile network could enumerate backcountry travellers in avalanche terrain, supplying the exposure denominator needed for a fatal-accident rate.

What failed

The method produced estimates for the 2019/2020 Norwegian winter season (13,666 phones, 0–118 per day) and weak correlations with daylight, weekends and bulletin views, but validation against GPS reference positions revealed discrepancies between estimated and true positions.

Broken assumption

Mobile-network signaling data locates people accurately enough outside cities to count them in specific terrain.

Why

The authors attribute the mismatch to an algorithm designed for urban mobility and to the long distances between base transceiver stations in mountainous terrain, concluding this limits signaling data's usefulness outside urban regions.

From the published paper: Toft et al. Journal of Trial and Error, 2023. ↗CC BY

Research ideas from this failure

Unvetted lead — read the papers

New hypotheses this failure suggests, each with a crucial experiment, a rival explanation of the original result, and the papers it rests on. Written by AI from paper titles and abstracts found on OpenAlex (and Europe PMC, for life and health sciences).

Related failures

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Links in published research

Where this experiment's genes are known to matter outside its own research area, and the papers behind those links. Sources: Open Targets Platform and Europe PMC.