TrueschoTruescho
All Courses
Analytics for Decision Making
Coursera
Specialization
Unknown

Analytics for Decision Making

University of Minnesota

This specialization covers descriptive, predictive, causal, and prescriptive analytics, focusing on prescriptive analytics for data-driven decision making.

UnknownEnglish

About this Course

The field of analytics is typically built on four pillars: Descriptive Analytics, Predictive Analytics, Causal Analytics, and Prescriptive Analytics. Descriptive analytics (e.g., visualization, BI) deal with the exploration of data for patterns, predictive analytics (e.g., data mining, time-series forecasting) identifies what can happen next, causal modeling establishes causation, and prescriptive analytics help with formulating decisions. This specialization focuses on the Prescriptive Analytics (the final pillar). This specialization will review basic predictive modeling techniques that can be used to estimate values of relevant parameters, and then use optimization and simulation techniques to formulate decisions based on these parameter values and situational constraints. The specialization will teach how to model and solve decision-making problems using predictive models, linear optimization, and simulation methods

What You'll Learn

  • Review basic predictive modeling techniques
  • Use optimization to formulate decisions
  • Apply simulation techniques for decision making
  • Assess situational constraints in decision processes

Prerequisites

  • Basic computer and internet skills
  • Ability to read instructions in English
  • Ability to complete short exercises

Instructors

S

Soumya Sen

Associate Professor

D

De Liu

Professor

A

Alok Gupta

Associate Dean of Faculty & Research

Topics

Data Analysis
Data Science
Data Management
Information Technology
Analytics
Business Analytics
Business Modeling
Data Preprocessing
Excel Formulas
Forecasting

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

تحليل البيانات
علوم البيانات
إدارة البيانات
تكنولوجيا المعلومات
تحليل
تحليل الأعمال
نمذجة الأعمال
تهيئة البيانات
Excel Formulas
Forecasting

Start Learning Now