Operations Research Data Scientist
Internship Bethesda (Gwynedd) Energy / Materials / Mechanics
Job description
Marriott International is the world's largest hotel company, with more brands, more hotels and more opportunities for associates to grow and succeed. We believe a great career is a journey of discovery and exploration. So, we ask, where will your journey take you?
Desired profile
Qualifications :
JOB SUMMARY
Applies advanced computational techniques in the development of business solutions to data-intensive problems in the hospitality industry. This rewarding position provides a career as part of a team that makes a direct revenue impact on Marriott hotels, globally, by providing tools that facilitate data-driven decision making in the disciplines of pricing, revenue management, sales and reservations. Works as part of a team that supports computationally-intensive data analysis and modeling efforts, provides pricing and statistical modeling and technical expertise; performs undirected research on large volumes of data to reach business conclusions and recommendations; contributes complex programming and analysis in revenue management and sales systems; analyzes data and builds innovative models to deliver business solutions; functions as a subject matter expert in all phases of the project lifecycle – inception, prototyping, design, testing, rollout and support. The Operations Research team seeks a flexible candidate with a willingness to learn that brings unique perspectives to enable creative data-driven solutions to the challenges at Marriott.
CANDIDATE PROFILE
Education and Experience Required:
· Graduate degree in a rigorous quantitative, technical or scientific subject, including Operations Research, Statistics, Mathematics, Data Science, Data Engineering, Computer Science or Engineering
· 2+ years' industry or research experience; applying analytical and programming skills against data-intensive and complex modeling or systems development
· 2+ years' experience in software development
· Knowledge and experience with Python (pandas / Numpy / SciPy), Java or C/C++, SQL at an advanced level with an understanding of complexity theory
· An inherent curiosity in researching and developing solutions to complex and often open-ended business problems
· An ability to explain and present mathematical concepts and results to technical and non-technical audiences
· Strong communications skills and ability to work within a team
· Knowledge of relational databases
· Software engineering skills (e.g. distributed computing, object-oriented development, data cleansing, algorithms and data structures)
· Experience with designing or supporting analytical systems, focusing on model quality and code efficiency
Preferred:
· Experience performing predictive modeling, forecasting, or statistical analysis on large scale datasets.
· Experience with Big Data platforms (i.e. Hadoop) and cloud technologies.
· Experience with Machine learning tools and techniques (e.g. k-nearest neighbors, random forests, ensemble methods, etc.)
· Experience in developing analytic driven solutions to business problems
· Understands complex, discrete data sets with subtle underlying biases
· Experience with linear, mixed integer, non-linear or dynamic programming models and familiarity with optimization software (CPLEX, Gurobi).
· SAS programming (including SAS/HPF, SAS/ETS, and macros) or R Programming.
· Readiness to debug existing codes to identify source of reported application issues
CORE WORK ACTIVITIES
Technical Leadership
· Trains and/or mentors other team members, and peers as appropriate
· Provides leadership on solution structure, tasks, timeline and estimates for revenue management deliverables
· Partners with planning teams to articulate possible solutions to business problems and to develop requirements for new models
Delivering Technology
· Formulates methods for measuring the effectiveness of pricing and revenue management activities.
· Prepares detailed specifications for translation of complex business processes into models and prototypes
· Develops and implements efficient, scalable algorithms using appropriate technologies/software/architectures
· Writes software and utility software tools to create and test new models
· Assists the Application Delivery teams in support of operations
· Assists the Application Delivery team in the maintenance of existing models
· Provides work/cost estimates for client requests
· Prepares documentation for client review.
· Conducts reviews, discusses findings, risks and challenges and establishes courses of action
IT Governance
· Follows all defined iT standards and processes and provides input for improvements to the appropriate process owners as needed
· Maintains a proper balance between business and operational risk
· Follows the defined project management standards and processes
Service Provider Management
To the extent that this role interacts with service providers:
· Validates that Service Providers develop and manage respective aspects of a project plan, including schedules, deliverables, and appropriate metrics.
· Makes short term plans for the team to effectively utilize resources
· Monitors Service Provider outcomes
· Reviews estimates of work effort for client project provided by Service Providers for accuracy
· Facilitates timely resolution of service delivery problems and minimizes the impact to clients
MANAGEMENT COMPETENCIES
Leadership
· Communication - Conveys information and ideas to others in a convincing and engaging manner through a variety of methods.
· Leading Through Vision and Values - Keeps the organization's vision and values at the forefront of employee decision making and action.
· Managing Change - Initiates and/or manages the change process and energizes it on an ongoing basis, taking steps to remove barriers or accelerate its pace; serves as role model for how to handle change by maintaining composure and performance level under pressure or when experiencing challenges.
· Problem Solving and Decision Making - Identifies and understands issues, problems, and opportunities; obtains and compares information from different sources to draw conclusions, develops and evaluates alternatives and solutions, solves problems, and chooses a course of action.
· Professional Demeanor - Exhibits behavioral styles that convey confidence and command respect from others; makes a good first impression and represents the company in alignment with its values.
· Strategy Development - Develops business plans by exploring and systematically evaluating opportunities with the greatest potential for producing positive results; ensures successful preparation and execution of business plans through effective planning, organizing, and on-going evaluation processes.
Managing Execution
· Building a Successful Team - Uses an effective interpersonal style to build a cohesive team; inspires and sustains team cohesion and engagement by focusing the team on its mission and importance to the organization.
· Strategy Execution – Ensures successful execution across of business plans designed to maximize customer satisfaction, profitability, and market share through effective planning, organizing, and on-going evaluation processes.
· Driving for Results - Sets high standards of performance for self and/or others; assumes responsibility for work objectives; initiates, focuses, and monitors the efforts of self and/or others toward the accomplishment goals; proactively takes action and goes beyond what is required.
Building Relationships
· Customer Relationships - Develops and sustains relationships based on an understanding of customer/stakeholder needs and actions consistent with the company's service standards.
· Global Mindset - Supports employees and business partners with diverse styles, abilities, motivations, and/or cultural perspectives; utilizes differences to drive innovation, engagement and enhance business results; and ensures employees are given the opportunity to contribute to their full potential.
· Strategic Partnerships - Develops collaborative relationships with fellow employees and business partners by making them feel valued, appreciated, and included; explores partnership opportunities with other people in and outside the organization; influences and leverages corporate and continental shared services and/or discipline leaders (e.g., HR, Sales & Marketing, Finance, Revenue Management) to achieve objectives; maintains effective external relations with government, business and industry in respective countries; performs effectively as a liaison between locations, disciplines, and corporate to ensure needed resources are received and corporate strategies are understood and executed.
Generating Talent and Organizational Capability
· Developing Others - Supports the development of other's skills and capabilities so that they can fulfill current or future job/role responsibilities more effectively.
· Organizational Capability - Evaluates and adapts the structure of assignments and work processes to best fit the needs and/or support the goals of an organizational unit.
Learning and Applying Professional Expertise
· Continuous Learning - Actively identifies new areas for learning; regularly creates and takes advantage of learning opportunities; uses newly gained knowledge and skill on the job and learns through their application.
· Technical Acumen - Understanding and utilizing professional skills and knowledge in a specific functional area to conduct and manage everyday business operations and generate innovative solutions to approach function-specific work challenges
· Technical Intelligence: Knowledge and ability to define and apply appropriate technology to enhance business process
· Development Methodologies: Knowledge of general stages of SDLC framework and the application tiers within the development space.
· Information Security: Knowledge of the security considerations relevant within the development space, including industry best practices related to information security
· Business Acumen - Understands and utilizes business information to manage everyday operations and generate innovative solutions to approach business and administrative challenges.
· Basic Competencies - Fundamental competencies required for accomplishing basic work activities.
· Basic Computer Skills - Using basic computer hardware and software (e.g., personal computers, word processing software, Internet browsers, etc.).
· Mathematical Reasoning - The ability to add, subtract, multiply, or divide quickly, correctly, and in a way that allows one to solve work-related issues.
· Oral Comprehension - The ability to listen to and understand information and ideas presented through spoken words and sentences.
· Reading Comprehension - Understanding written sentences and paragraphs in work related documents.
· Writing - Communicating effectively in writing as appropriate for the needs of the audience. Marriott International is an equal opportunity employer committed to hiring a diverse workforce and sustaining an inclusive culture. Marriott International does not discriminate on the basis of disability, veteran status or any other basis protected under federal, state or local laws.