Master's Thesis: Predicting holiday bookings with machine learning
In short
Job description
As a graduate student writing your thesis at ORTEC Data Science & Consulting, you will have the opportunity to tackle real-world challenges in the holiday industry by collaborating closely with our consultants in this sector. The holiday industry is a highly dynamic and competitive market, necessitating effective strategies to enhance customer experiences and business outcomes. Forecasting the number of bookings is essential in this business and with the recent innovations in this field, this proposal aims to explore machine learning algorithms to improve the quality of these forecasts.
What can you expect to do?
• Review existing literature and methodologies related to machine learning applications and demand forecasting used in the holiday industry.
• Work with real-world customer data related to bookings, prices, accommodations, geographical information, and other relevant variables.
• Design and implement forecasting algorithms using machine learning techniques to predict booking trends and customer behaviour.
• Evaluate the performance of the developed models using appropriate methods.
Who are you
Who you are?
• You are pursuing a master's degree in a data science-related field, such as Econometrics, Business Analytics, Artificial Intelligence, Computer Science or Mathematics.
• You have experience with data science and machine learning.
• You have experience with Python.
• You are currently living in the Netherlands and communicate competently in English, both verbally and in writing.
• You are available for a minimum of four months to a maximum of eight months.
• You can travel to the ORTEC office (Zoetermeer or Amsterdam) at least once a week.
Ready to make your mark? If you're an enthusiastic graduate student seeking a hands-on experience that combines analytical thinking, multidisciplinary collaboration, and problem-solving we invite you to apply!
*To apply, please submit your CV, motivational letter and grade lists.
What we offer
· Entrance to the most passionate powerhouse in applied mathematics. We share a drive to use our problem-solving skills to improve our planet, from the world at large to our own backyard.
· Inclusion in a company founded by graduate students back in 1981, which today still fosters its students by:
- Excellent supervision during your graduation project.
- Good internship allowance, laptop, and other office facilities.
- An open, kind, and fun culture.
What to expect
We will help you to thrive in your field of expertise. We offer development programs, tailored to your individual needs and function requirements, including opportunities to attend courses and seminars. We offer challenging, practical hands-on experience with opportunities to work abroad. We operate in a flat organizational structure that keeps communication lines short. The atmosphere is open, informal, cooperative and positive. We employ over 1000 people in the Netherlands (HQ), Belgium, Germany, France, the U.K., Romania, Italy, the U.S., Australia, Brazil, Poland, Denmark and Singapore. Visit our website ortec.com to learn more about our solutions and clients’ experiences. Please do not use this vacancy as an acquisition opportunity.