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Machine Learning from PMS Data Extraction Enables Personalization and Segmentation - Vimarsana News

Machine Learning from PMS Data Extraction Enables Personalization and Segmentation

In the latest Thematic World Panel, we posed the question of how primary data extractions from the property management system (PMS) can be used for machine learning (ML) to the grow a hotel or heighten productivity. With a range of astute viewpoints from respondents, there are two main themes that the answers revealed.

Near-Term Machine Learning Use Cases for Hospitality - Vimarsana News

Near-Term Machine Learning Use Cases for Hospitality

Using interfaces to access the multitudes of information housed within a hotel's property management system (PMS), technology vendors have on their hands a literal treasure trove of first-party training data for machine learning applications. Any primary data extraction must nevertheless be focused around specific use cases that must be tested and verified before deploying in a live environment. Thus far, we've seen lots of discussion around what's possible in the abstract for machine learning, but outside of perhaps chatbots and algorithmic rate optimization recommendations, many of the purpo...

Revenue management & customer satisfaction: friends, foes, somewhere in between? - Vimarsana News

Revenue management & customer satisfaction: friends, foes, somewhere in between?

In the early stages of Revenue Management, cranking up rates when the hotel was on a clear path to selling out was about all it took to be a successful Revenue Manager. But as digital transformation has taken hold in hotels, the role, and the definition of success, have evolved greatly. Once the gold standard, technical knowledge and decent Excel skills are now table stakes. Today's successful Revenue Manager must focus far beyond forecasting and setting prices. A mastery of the constantly evolving distribution technology landscape, including a keen understanding of every step of the digital c...

Are we entering the "Ancillary Revenue Revolution" in the Hospitality Industry? - Vimarsana News

Are we entering the "Ancillary Revenue Revolution" in the Hospitality Industry?

To "four airlines," CarTrawler chief commercial officer Aileen McCormack said, ancillary revenue is already the "predominant revenue source." He calls this phenomenon the "ancillary revenue revolution." However, in our industry, up/cross-selling seems to be perceived as mainly a "vanity metric."

Evolving from managing revenue to maximizing profit... How do you measure it? - Vimarsana News

Evolving from managing revenue to maximizing profit... How do you measure it?

For as long as most hoteliers can remember, RevPAR has widely been accepted as the most critical hotel performance KPI. Taking both occupancy and average rate into consideration, RevPAR indicates how successful the hotel has been filling its perishable inventory AND the overall caliber of business that it was able to fill it with. Back then, more RevPAR simply meant more profit.