Бакалавриат
2026/2027
Количественные методы принятия решений
Статус:
Курс обязательный (Управление цифровым продуктом)
Кто читает:
Департамент бизнес-информатики
Где читается:
Высшая школа бизнеса
Когда читается:
2-й курс, 2 модуль
Охват аудитории:
для своего кампуса
Язык:
русский
Кредиты:
4
Контактные часы:
48
Программа дисциплины
Аннотация
Management science can be defined as the application of scientific and systematic procedures, techniques and tools to operational, strategic and policy problems in order to help develop and evaluate solutions to problems encountered within management. Management science includes all rational approaches to management decision-making that are based on an application of scientific and systematic methodologies. Both management science as a discipline, and management scientists as individuals with specialised training, aid management by providing a structure to decision-making situations whose complexity, and/or level of uncertainty, makes intuition an unsafe guide. The distinctive feature of the management science approach is the construction of an explicit, simplified model of relevant aspects of the situation under study. Such models are often based on mathematical or statistical formulations — ranging from classical regression and optimization to modern techniques such as random forest and gradient boosting — but may at other times have a more qualitative character. In addition, the course introduces key concepts from deep learning, including neural networks and appropriate loss functions for different prediction tasks, as well as natural language processing methods to support decisions based on unstructured textual data. These advanced tools allow managers to capture complex nonlinear patterns and improve predictive accuracy while maintaining interpretability where needed.