r/RevenueManagement

how do you handle mismatched booking dates in your revenue forecasting

been dealing with this for a while now and it keeps coming up. our system logs everything by booking date but revenue doesn't recognize until the service is actually, delivered, so our OTB view ends up looking weirdly flat even when we know demand is building. trying to construct a clean 12-month forward view feels like patching holes in a leaky boat. we've been experimenting with pace-based inputs and pickup curves keyed to service date rather than just extrapolating raw OTB, and it's definitely more stable when booking behavior shifts. the tradeoff is that the reconciliation to get there is operationally pretty heavy, especially when you're stress-testing assumptions instead of just waiting for things to normalize. the trickier issue for us right now is that historical comps have gotten a lot less reliable as a clean baseline. booking windows have shifted enough that last year's curve doesn't map neatly onto this year's without adjusting for lead-time mix, cancellation patterns, and wash effects. it's not that comps are totally useless, more that you have to do a lot more work to make them meaningful before you can lean on them. curious how other people are handling this in the current environment. are you running separate models by horizon stage, doing some kind of weighted hybrid that blends pace with, adjusted comps, or have you moved toward date-shifted cohorts to keep booking and service date views cleanly separated? also wondering whether anyone has tightened their forecast update cadence to catch mismatches earlier rather than reconciling them after the fact. what's actually working for you right now?

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u/cloudinen — 6 days ago
▲ 4 r/RevenueManagement+1 crossposts

CMA for a non-financial position

Hello everyone,

I work in hospitality as a front desk agent and I have a master's degree in economics.

I’m planning to move into hotel revenue management. I’m currently wondering if CMA could add depth to my forecasting, financial understanding, career prospects, and many more aspects).

I’m thinking really long term here: Front desk Agent -> Revenue Manager -> Director/corporate strategy roles/etc (which probably need solid understanding of corporate finance among other things).

Does that seem logical to you?

Bonus question: would 2 years of experience as a hotel revenue analyst/manager count towards the 2-year professional experience required to get certified?

Thank you in advance for your help!

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u/Business-Owl-7633 — 7 days ago

Advice for Entering Hotel Revenue Management & Distribution Roles in Germany

Hi everyone,

I’m currently pursuing a Master’s in Hospitality in Germany and recently became very interested in hotel Revenue Management and Distribution. I have a Bachelor’s in Hotel Management along with experience in hospitality, QSR, retail, and customer operations. Lately, I’ve been focusing on building skills in Excel, forecasting, hotel KPIs like ADR/RevPAR/occupancy, dashboards, and understanding STR reports and hotel distribution systems.

I’m also aware that German language skills are important in this field, so I’m working on improving my German alongside technical skills.

For professionals already working in RM or Distribution, what would you recommend focusing on most to become a strong candidate for entry-level or internship roles in Germany? Also, how important is front office/reservations experience compared to analytical and commercial skills for junior revenue positions?

Would really appreciate any advice or insights.

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u/Maleficent-Lock311 — 10 days ago