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Columbia University - Data, Models and Decisions in Business Analytics 

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Data, Models and Decisions in Business Analytics
 at 
edX 
Overview

Learn fundamental tools and techniques for using data towards making business decisions in the face of uncertainty.

Duration

10 hours

Start from

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Mode of learning

Online

Schedule type

Self paced

Difficulty level

Beginner

Official Website

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Credential

Certificate

Data, Models and Decisions in Business Analytics
 at 
edX 
Highlights

  • Start instantly and learn at your own schedule.
  • Requires effort of 8-10 hours per week
  • A great course for learning Business Analytics
  • Learn expert professor of Columbia University
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Data, Models and Decisions in Business Analytics
 at 
edX 
Course details

What are the course deliverables?
  • Fundamental concepts from probability, statistics, stochastic modeling, and optimization to develop systematic frameworks for decision-making in a dynamic setting
  • How to use historical data to learn the underlying model and pattern
  • Optimization methods and software to solve decision problems under uncertainty in business applications
More about this course
  • In today's world, managerial decisions are increasingly based on data-driven models and analysis using statistical and optimization methods that have dramatically changed the way businesses operate in most domains including service operations, marketing, transportation, and finance.

Data, Models and Decisions in Business Analytics
 at 
edX 
Curriculum

Introduction to Probability: Random variables; Normal, Binomial, Exponential distributions; applications

Estimation: sampling; confidence intervals; hypothesis testing

Regression: linear regression; dummy variables; applications

Linear Optimization; Non-linear optimization; Discrete Optimization; applications

Dynamic Optimization; decision trees

Data, Models and Decisions in Business Analytics
 at 
edX 
Entry Requirements

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Data, Models and Decisions in Business Analytics
 at 
edX 
Admission Process

    Important Dates

    May 25, 2024
    Course Commencement Date

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