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 * Data & Analytics
   Courses
   * Hotel Data Analysis with Excel and SQL
   * Hotel Revenue Forecasting
   * Hotel Revenue Data Science
 * Student Testimonials
 * Consulting
   * Hotel Revenue Science Service
   * Guest Behavior Prediction
   * Pricing Science Consultant
 * Review Respond
   * samples
 * Blog
 * Contact
   * Team
   * The Essence of OWL
   * Terms

Menu:Data & AnalyticsCourses- Hotel Data Analysis with Excel and SQL- Hotel
Revenue Forecasting- Hotel Revenue Data ScienceStudent TestimonialsConsulting-
Hotel Revenue Science Service- Guest Behavior Prediction- Pricing Science
ConsultantReview Respond- samplesBlogContact- Team- The Essence of OWL- Terms



HOTEL REVENUE DATA SCIENCE




INTRODUCTION TO


HOTEL REVENUE DATA SCIENCE


SELF-PACED, ONLINE CERTIFICATE COURSE


SHORT, EASY, PRE-RECORDED LESSONS. 5-10 MINUTE VIDEOS, ALLOWING YOU
TO FIT THIS COURSE INTO YOUR LIFESTYLE. START ANY TIME. FINISH ANY TIME. COME
BACK FOREVER.

Click for sound



3:30











 DOWNLOAD DETAILED TOPIC LIST (30KB .PDF) 


HOW THIS COURSE MAKES YOU STAND OUT.

If want to have the skills to take your revenue analysis where
your PMS and RMS can’t go, then you have to take this course.



Profit from the analytics talent shortage!
This certificate will confirm that you are among the Elite Hospitality Revenue
Pros.
Welcome to the era of Hotel Revenue Science!


I TEACH YOU THE EXACT TECHNIQUES THAT I USE EVERYDAY AS A HOTEL MATHEMATICAL
PRICING AND REVENUE OPTIMIZATION CONSULTANT.

Hi I am Robert Hernandez. I am a Hotel Revenue Science and Guest Analytics
consultant for 4 and 5 star properties.  I want to teach you everything I know
and help you avoid all of the mistakes that I have made. It took me 15 years of
learning Revenue Modeling the hard way and 10 years doing analysis for every
department in the hotel business to become a Hotel Revenue Discovery expert. In
this course I have condensed everything you need to know into 16 hours of easy
training. I teach you the skills that you will use every day and don’t waste
your time with stuff that is never used.

Have a Question about this course? Email me



JUDGE US BY OUR COMMUNITY OF STUDENTS

(small random sample with Linkedin URLs)

Abbas Halde
Abdelhady Ibrahim
Aeikansh Chauhan
Alex Krause
Alex Wellinghoff
Alexandra Lund
Álvaro Alía Burguera
Andres Davila
Andres Gutierrez
Andrew Lee
Anirudh Sharma
Arjun Dsouza
Athar Baig
Brady Wilkerson
Bruce Valade
Bryan Gatzemeyer
Cedric Noujaim
Cesar Waelivaara
Christy Paul
Damien Kelly

Daniel Harris
Daniel Wise
Debbie Sparks
Debbie Tappan
Dermot Herlihy
Dina Antonopoulos
Dušan Delibašić
Ed Peterson
Elizaveta Khryukina
Emil Kyulev
Eric Marichal
Garrett Henke
Greg Warner
Gulab Jan Sathar
Gunther Schelfhout
Gustavo Marini
Heather Scharmer
Heinrich Olckers
Himanshu Rastogi
Himanshu Rathee

Hugues Armengaud
Ignacio Garcia
Iqbal Jayah
Iulian Sava
Ivan Bilandzic
Ivan Drechsler
Jacque Groves
Jacqueline Minning
Jason Mccormick
Jayne Nicolson
Joanna Tenbrook
John Tysdal
Johns Saoud
Julia Caetano
Juliana Mendoza Ortega
Julien Volkmann
Kathryn Baker
Kristy Cook
Laura García Lorenzo
Leslie Chinn

Leslie Kominsky
Lewis Paxford
Liliana Macchiavello
Lily Mockerman
Lisa Garner
Liz Maud
Lola Roeh
Louis Fautre
Luis Espinosa
Majid Reyhanian
María Eugenia Aleman
Marissa Hegel
Mark Grossman
Matt Hildebrant
Matt Little
Mauro Braunspahn
Mauro Trevisanutto
Melissa Los Banos
Michela Nicosia
Michelle Ugaste

Mladen Mijatovic
Mohammed Sherif`
Muhammad Atif Ali
Nena Laudani
Nicolas Stockman
Nikolaos Tsitsoulis
Nina Barfoed Petersen
Patrick Kirer
Pawel Kanadys
Piera Telch
Rahul Menon
Rajvi Damur
Rasmus Viereck
Rex Kitti Panantananon
Richard Muhn
Rocio Arosemena
Romain Sabellico
Ronald Hopman
Samir Joshi
Sara Rafferty

Sergei Danilchenko
Sergio Rodriguez
Shantanu Shetty
Stan Josephi
Sunil Singh
Sutamar Bin Misno
Sylvia Hu
Takafumi Hikita
Tamara Betances
Thales Prado
Tim Smits
Tina Aronov
Tobias Exner
Tulika Layson
Umut Kural
Uwe Gundlach
Victoria Hussein
Videar Kwoba
Vinicius Cunha
Yasemin Ustunkoy


THINK DEEPER


BE SMARTER


AIM HIGH




TAKE A FEW MINUTES TO LISTEN TO A GENERAL MANAGER, CHA, CHRM, CRME
SPEAK ABOUT THE BENEFITS OF THIS COURSE.

Click for sound



2:10













BECOME A ROOMS OPEN PRICING EXPERT!
MASTER HOTEL PRICING SCIENCE.

Empower yourself with the practical skills you need to become an Rooms Pricing
Master.
You will learn how to build pricing models with the greatest revenue potential.
If you have an RMS, this training allows you to challenge its pricing
assumptions.
If you don’t have an RMS, you will be able to build pricing models that
surpass the sophistication of any pricing model on the market today.
You will learn to challenge biases and assumptions using data-driven arguments.
Be the smartest person in the room when discussing Revenue Optimization.




“Wow, what a great course! I have just completed it and I wish I had done it
many years ago! It would have helped me so much during my career as a DORM. Many
systems (PMS or RMS), especially ones that are commonly used by independent
hotels offer limited types of reporting to be used for demand analysis. These
system often don’t take into consideration the uniqueness of each business
either. This course certainly provides a great tool to learn about data
analytics, from how to retrieve the data through the entire process to be able
to analyze production, make pricing decisions and create forecast.”

Rozsa Dimando, Founder of Integrated Revenue Management & Analytics Hospitality
Solutions, LLC.


MASTER THE MATH OF PRICING STRATEGY.

Course registration includes all modules. Personalized instructor support,
Certificate of completion. 100% Money-back guaranteed.

$495.00Add to cart





HIGH DEMAND SKILLS THAT THIS LEARNING PROGRAM TEACHES

Advanced
Excel

Advanced Hotel
Revenue Analytics

Data Mining/
SQL Programming

Mathematical
Optimization

Analysis
Automation

Pricing
Modeling




MOST RM COURSES TEACH THE WHAT. THIS COURSE TEACHES THE HOW.

DOWNLOADABLE EXCEL TEMPLATES | NO TIME LIMIT | NO EXAMS | CERTIFICATE OF
COMPLETION
YOU GET LIFETIME ACCESS TO THE ONLINE COURSE. ALLOWING YOU TO COME BACK TO
REVIEW THE MATERIAL AT ANY TIME.  


NO PROGRAMMING OR MATHEMATICS BACKGROUND REQUIRED.

Who is also completing this training right now:


GENERAL MANAGERS | REVENUE MANAGERS | ASSET MANAGERS | OWNERS | RM PROFESSORS
FINANCE AND ACCOUNTING HEADS | ANALYSTS | GROUP SALES MANAGERS | RM CONSULTANTS




MASTER DATA ANALYTICS OF DYNAMIC PRICING.

Course registration includes all modules. Personalized instructor support,
Certificate of completion. 100% Money-back guaranteed.

$495.00Add to cart




REGARDLESS OF YOUR TITLE, THIS COURSE WILL TAKE YOUR RM SKILLS TO THE NEXT
LEVEL.

Inns and Suites

--------------------------------------------------------------------------------

“The course brings a higher dimension of analysis to the hotel revenue
management landscape.The presentations by Robert Hernandez  are expertly done,
presenting difficult mathematical concepts in the hotelier’s language. You will
see at the end of the certification a quantum leap in your revenue management
skill set.”

Ivan R. Drechsler, Owner of Tubac Country Inn, Hotel Consultant, Former IHG
Portfolio Revenue Manager

Big Brand

--------------------------------------------------------------------------------

“Thank you very kindly for sharing and teaching such amazing concepts. I am
absolutely excited that you have made something available for the profession
relating to math that makes more sense. I appreciate the opportunity you have
created for those of us aspiring to be more strategic and mathematical Revenue
Managers.”

M. Los Banos, Regional Resort Inventory and Revenue Coordinator, Marriott
Vacations, Hawaii

Resort, Spa, Casino, Golf

--------------------------------------------------------------------------------

“Having been through a number of RM courses, including one from Cornell, yours
really explains and shows the calculations behind the RM system being used.
 Your concept of looking at the individual transactions opened a whole new world
for me, especially how this relates to pricing.”

Ronald Hopman, Director of Revenue Management, Aruba Resort, Spa & Casino

City Hotels

--------------------------------------------------------------------------------

“Thank you for coming up with powerful revenue management course kit. Though I
have finished the Cornell Advanced RM certification I felt your course is
something I should have learned earlier.”

Abhijeet P.k Reservations Manager at Flora Group Hotels Dubai

NO-NONSENSE, IMMEDIATE-IMPACT TRAINING


TAUGHT BY A REAL, PROPERTY-LEVEL HOTEL REVENUE OPTIMIZATION EXPERT, 
NOT A UNIVERSITY PROFESSOR OR CORPORATE TRAINER. 

--------------------------------------------------------------------------------


UNLIKE UNIVERSITY-BASED COURSES, THE FOCUS OF THIS CERTIFICATE  
IS ON THE APPLICATION INSTEAD OF THE THEORY OF OPTIMIZATION. 

--------------------------------------------------------------------------------


IN THIS UNIQUE COURSE YOU WILL LEARN BY WATCHING THE INSTRUCTOR ACTUALLY  
PERFORM EVERY OPERATION STEP-BY-STEP USING PMS DATA FOR EVERY TOPIC. 

--------------------------------------------------------------------------------


WHEN WAS THE LAST TIME YOUR MIND WAS TRANSFORMED BY AN RM COURSE?

THESE SKILLS WILL MAKE YOU AN ELITE HOTEL PRICING TALENT

 DOWNLOAD DETAILED TOPIC LIST (30KB .PDF) 


PART 1: YOU WILL UNDERSTAND ANY HOTEL’S DEMAND PATTERNS USING PROBABILITY AND
STATISTICS


YOU WILL LEARN:

 * What PMS data should I be analyzing.
 * How do I predict occupancy for any day.
 * What are the chances that the hotel will sell out.
 * What days of the year should I analyze together.
 * What is the value of a smart rate decision.
 * What pickup is likely to happen most of the time.

Knowledge that will make you an Elite Hospitality Talent All concepts explored
using our PMS data set – Counting Random Events – Frequency Tables – Frequency
Distribution – Cumulative Distribution  – Inverse Distribution Function  –
Expected Value  – The Normal Distribution- Standard Deviation  – Outliers 

Video Player
https://www.forsmarthotels.com/wp-content/uploads/2013/12/By-Market.mp4

00:00
00:00
05:23
Use Up/Down Arrow keys to increase or decrease volume.



Lesson #18: Probability of Achieving a Certain Occupancy by Guest Type

This lesson covers the probability expectations for selling a certain number of
rooms to each market. This is one of the last topics in Part 1. Leading up to
this lesson you would have learned to calculate and understand the
Probabilities, Standard Deviation, and the Normal Distribution. This topic
covers just one of the concepts required to build all the Revenue Optimization
Models in Part 2.

Most advanced RM courses teach you theory and then it is up to you to struggle
with how to apply it at work. As you will see, we avoid “theoretical exercises”
and instead teach all the concepts using real PMS data.




PART 2: YOU WILL KNOW HOW TO DECIDE ON THE BEST ROOM PRICES USING MATH.


YOU WILL LEARN:

 * How do I measure the strength of demand.
 * How do I decide on how many group bookings to accept.
 * How do I know which leisure bookings to deny.
 * How do I measure how people will react to your rates.
 * When should I raise or lower rates.
 * How do I change rates when inventory changes and by how much.
 * How do I predict Revenue, ADR, and RevPAR.
 * What are the two pricing techniques that the best 1% of hotels use.
 * When should I use discounts and promotions.
 * How do I price peak dates.
 * What is the best rate for each room type.
 * How much inventory should I sell in each channel.

Knowledge that will make you an Elite Hospitality Talent All concepts explored
using our PMS data set- Types of Models  – Modeling Best Practices – Cumulative
Demand – Estimating Line Functions – Demand Functions –  Elasticity – Revenue
Functions – Price Functions – Dynamic Pricing Revenue Optimization –
Littlewood’s Rule – EMSR – Capacity Control Revenue Optimization  – Dynamic
Programming

Video Player
https://www.forsmarthotels.com/wp-content/uploads/2013/12/Two-Math-Models.mp4

00:00
00:00
05:02
Use Up/Down Arrow keys to increase or decrease volume.



Lesson #24: The two main Mathematical Pricing algorithms

This lesson is a top-level overview of the two Revenue Management algorithms
which are covered in Part 2. Capacity Control is used for forecasting by most
RMS systems while Dynamic Pricing is slowly being introduced by hotel companies
using customized models. These two models are the foundation of mathematical RM
for any industry and every hotel RM needs to master these two approaches to
optimization.

University-based, advanced RM courses cover the theory and formulas behind
Capacity Control and Dynamic Pricing but they do not show you how to use PMS
data to apply them. In Part 2, both algorithms are built from scratch using real
transactions.




PART 3: YOU WILL BE ABLE TO EXTRACT REAL-TIME DATA FROM ANY SYSTEM.


YOU WILL LEARN:

 * How do I get any data I want from any system.
 * Where do I get data for rate analysis.
 * How do I bring the data together.
 * How do I measure how people will react to your rates.
 * How do I filter the data so that I can understand it.
 * How can I create any report.
 * How can I automate any report.

Knowledge that will make you an Elite Hospitality Talent All concepts explored
using our PMS data set – PMS Databases – Schemas –  Opera Tables – RoomMaster
Tables – Relational Databases –  Facts, Dimensions, Granularity – ODBC – SQL
Language –  Joins – Group by – SQL Functions – Real-Time Reports

Video Player
https://www.forsmarthotels.com/wp-content/uploads/2017/09/SQL-GROUP-BY.mp4

00:00
00:00
01:31
Use Up/Down Arrow keys to increase or decrease volume.



Lesson #80: Summarize raw PMS data using SQL

For junior analysts to Data Scientists, Excel and SQL is still, by far, the most
popular platform for intelligence discovery and dissemination. This course will
teach you how to master the process of manipulating tables of raw PMS data to
extract insights that lead to great decisions. In the era of Big Data awareness,
this is now the demanded skill set in every type of organization, both large and
small in every industry.




PART 4:  YOU WILL BUILD AN AUTOMATED RATE DECISION MODEL IN EXCEL.


YOU WILL LEARN:

 * How can I answer any PMS data question.
 * How do I clean PMS data in Excel.
 * How do I summarize the data.
 * How do I build the tables I need to analyze pricing.
 * What formulas help me “dig” into the data.
 * How do I create “Power” formulas for my rate model.
 * What are the Tricks that Excel experts know.
 * How do I create reports that no one else can.

Knowledge that will make you an Elite Hospitality Talent All concepts explored
using our PMS data set- Excel Tables – Excel Table Tools – Date Formulas – Text
Formulas – Nested Functions – IF Function – Lookup Functions – Criteria
Functions – Array Functions – OLAP – Pivot Table – Pivot Chart – The Excel
Solver 

Video Player
https://www.forsmarthotels.com/wp-content/uploads/2017/09/Optimal-Price-by-Room-Type.mp4

00:00
00:00
00:00
Use Up/Down Arrow keys to increase or decrease volume.



Lesson #56: Optimal Price by Room Type Model

This is a portion of one of the lessons covering the calculation of the optimal
price for each room type.  Sticking to a static markup for superior room types
is one of the most inefficient and costly practices in the hotel business.  In
this course you will build an automated pricing model that separates transaction
level demand data for different room types and will suggest the mathematically
optimal price for each.  This model is applicable whether you have 2 room types
or 20.




JOIN THE ELITE. LEARN THE MATH OF PRECISE PRICING.

Course registration includes all modules. Personalized instructor support,
Certificate of completion. 100% Money-back guaranteed.

$495.00Add to cart





WHY SPEND YOUR TRAINING DOLLARS ON THIS COURSE?

This course focuses on the application of smart Pricing techniques to real PMS
data. Our approach is not offered anywhere else. The entire RM analytic process
is covered hands-on and step-by-step, from data gathering to RM decision model
creation.  Instead of getting bogged down with mathematical symbols or
theoretical approaches, this course reveals, in plain English, the data driven
techniques that have been proven to deliver higher profit.  This is an intense,
boot-camp style workshop that will supply you with enough advanced Excel
knowledge, mathematical RM techniques, and critical thinking skills to fuel your
job effectiveness for years.




HOW DOES THIS COURSE COMPARE TO OTHER RM COURSES?

The Hotel Revenue Management profession has matured.  Rate distribution tactics
alone are no longer adding the value to the bottom line that they once did.  The
hotel industry now expects more intelligent analysis, unique strategies, and
confident guidance from those managers responsible for rate setting. Welcome to
Analytic Revenue Management!

This  course is designed for hotel Revenue Managers, Sales, Marketing, Finance
and General Management professionals who want to truly understand the Science of
Rate Setting in order to analyze challenges, improve forecasts, and craft
profitable strategies.

Unlike any other RM course, this workshop focuses exclusively on the data and
analytical aspects of RM. Complex concepts are explained in an easy-to
understand, incredibly digestible format using a combination of manual, visual,
mathematical, and algorithmic methods.

The course delivers actionable tools and techniques that can be applied
immediately to craft innovative strategies, increase revenue, and boost profits
at any property. While we cover very advanced topics, they are taught in a
simple, yet dynamic, journey through a proprietary case-study that is developed
from real PMS data. You learn how to transform that data into profitable
decisions.

Designed and taught by a hotel analytics & hotel data science expert, this
course is specifically designed to deliver the practical knowledge that will
launch you into the next level of your professional career.




WHY YOU NEED THIS COURSE?

 * Learn to extract PMS data, understand it, process it, visualize it, and
   extract insights from it.
 * Learn how to create Real-time reports from any hotel system.
 * Build your own proprietary Revenue Management Decision Model
 * Understand statistical concepts in plain English and learn how to use them at
   work.
 * Learn how to apply Excel’s statistical tools to any data set.
 * Acquire strategies for increasing revenue by using mathematical techniques.
 * Understand the algorithms behind the most popular RMS systems.








MOST RM COURSES FOCUS AN A SPECIFIC SOFTWARE OR PLATFORM, THEREBY LIMITING YOUR
ABILITY TO TRANSFER YOUR KNOWLEDGE TO OTHER SYSTEMS.
NOT THIS ONE.

THIS COURSE IS VENDOR AGNOSTIC. WE DO NOT PROMOTE OR LIMIT THE COURSE TO ANY
SPECIFIC RMS, PMS, STATISTICS PACKAGE OR ANY OTHER SOFTWARE.  WE ALSO DO NOT
PROMOTE ANY THIRD PARTY COMPANIES OR CONSULTING SERVICES INCLUDING OWL.  THIS
COURSE IS NOT AFFILIATED WITH ANY UNIVERSITY, HOTEL ASSOCIATION OR HOSPITALITY
COMPANY.


BE IN HIGH DEMAND. LEAP TO THE TOP 1% OF GLOBAL HOTEL TALENT.

Course registration includes all modules. Personalized instructor support,
Certificate of completion. 100% Money-back guaranteed.

$495.00Add to cart






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