Revenue management, answered

Should I analyze past dates or future dates when setting seasonal prices?

Use both, but weight them differently. Future booking pace tells you what demand is doing right now and drives your immediate pricing decisions. Historical data sets your seasonal baseline and flags where you left money on the table last year.

By Jack Murphy, Head of Revenue Management at UpRev. Running pricing for US vacation rental managers since 2017. Last updated September 1, 2026.

Why Future Pace Data Takes Priority

Booking pace for upcoming dates shows you real-time demand signals: how fast inventory is absorbing, how far out guests are committing, and whether a period is tracking ahead or behind prior years. When pace is running hot, you move rates up now, not after the fact. Reacting to live pace is where most of your in-season revenue gains actually come from.

How Historical Data Earns Its Place

Past performance tells you how a market behaved across full seasons, which events drove anomalies, and which shoulder periods consistently underperformed. Use it to build your initial seasonal rate structure before the booking window opens, so you are not starting from a blank slate. It also serves as a benchmark when you review whether your current pricing strategy is improving year-over-year results for each property you manage.

Putting Them Together in Practice

Set your seasonal skeleton using last year's occupancy and rate patterns, adjusted for any known market changes like new supply or shifted events. Then monitor forward pace weekly and adjust rates against that baseline as the dates approach. The managers who consistently outperform are the ones treating historical data as a starting point and live pace as the ongoing instruction.