Intent half-life
For luxury travel, behavioral signal half-life is 48–96 hours. A signal observed at hour zero is materially different from the same signal at hour 72. Decay-aware scoring is not optional in this vertical; without it, media efficiency collapses inside the first cycle.
Upmarket booking probability
Destination intent is the first cut; booking probability at the upmarket tier is the second. Household income indicators, prior-stay tier patterns, and behavioral psychographic signals together produce a probability that an in-market traveler will book at a four-or-five-star price point rather than below.
Seasonality
Travel intent is strongly seasonal and event-driven. Models incorporate seasonal cohort calibration, weather and macroeconomic signals, and school-calendar timing. The platform's travel head is retrained on a faster cadence than other industry heads to track seasonal drift.
Signal half-life — production model
Predictive cohort vs. cold list
Citations
- · Phocuswright — Global Travel Booking Behavior Study, 2024.
- · Skift Research — Luxury Travel Consumer Trends, 2024.