Predictive Modeling

Predictive Modeling is a statistical technique using machine learning and data mining to forecast future outcomes based on historical data. Coursera's Predictive Modeling catalogue helps you understand, design, and build predictive models to solve real-world business problems. You'll learn a variety of machine learning algorithms, techniques for handling missing data, steps to evaluate and validate models, and how to leverage these models in decision making. Gain proficiency in tools and libraries such as Python's Scikit-Learn and Pandas, R's Caret, and various data visualization tools, equipping you with skills widely applicable in fields like finance, healthcare, marketing, and more.

95credentials

2online degrees

376courses

Explore the Predictive Modeling Course Catalog

Status: Free Trial
University of Minnesota
Introduction to Predictive Modeling
Skills you'll gain: Time Series Analysis and Forecasting, Predictive Modeling, Regression Analysis, Microsoft Excel, Forecasting, Pivot Tables And Charts, Data Transformation, Trend Analysis, Predictive Analytics, Data Cleansing, Statistical Methods, Performance Metric
4.8
Rating, 4.8 out of 5 stars
140 reviews
Mixed · Course · 1 - 4 Weeks
Status: Free Trial
University of Pennsylvania
Business and Financial Modeling
Skills you'll gain: Risk Modeling, Risk Management, Business Modeling, Mathematical Modeling, Data-Driven Decision-Making, Portfolio Management, Forecasting, Regression Analysis, Financial Modeling, Statistical Modeling, Risk Analysis, Predictive Modeling, Presentations, Spreadsheet Software, Microsoft PowerPoint, Investment Management, Financial Statements, Data Modeling, Quantitative Research, Microsoft Excel
4.5
Rating, 4.5 out of 5 stars
11K reviews
Beginner · Specialization · 3 - 6 Months
Status: Free Trial
MathWorks
Predictive Modeling and Machine Learning with MATLAB
Skills you'll gain: Supervised Learning, Applied Machine Learning, Matlab, Regression Analysis, Predictive Modeling, Classification And Regression Tree (CART), Machine Learning, Feature Engineering, Predictive Analytics, Statistical Modeling, Data Processing, Sampling (Statistics)
4.8
Rating, 4.8 out of 5 stars
119 reviews
Beginner · Course · 1 - 4 Weeks
Status: Free Trial
Edureka
Predictive Modeling with Python
Skills you'll gain: Predictive Modeling, Predictive Analytics, Statistical Methods, Data Analysis, Statistical Analysis, Machine Learning, Scikit Learn (Machine Learning Library), Machine Learning Algorithms, Python Programming, Data Manipulation, Pandas (Python Package), NumPy
Intermediate · Course · 1 - 3 Months
Status: Free Trial
University of California, Irvine
Predictive Modeling, Model Fitting, and Regression Analysis
Skills you'll gain: Predictive Modeling, Predictive Analytics, Classification And Regression Tree (CART), Regression Analysis, Decision Tree Learning, Statistical Modeling, Supervised Learning, Data Analysis, Forecasting, Machine Learning, Unsupervised Learning, Statistical Analysis, Time Series Analysis and Forecasting
4.5
Rating, 4.5 out of 5 stars
73 reviews
Intermediate · Course · 1 - 4 Weeks
Status: Free Trial
University of Colorado Boulder
Predictive Modeling and Analytics
Skills you'll gain: Predictive Modeling, Predictive Analytics, Exploratory Data Analysis, Data Visualization, Business Analytics, Data Analysis, Statistical Modeling, Data-Driven Decision-Making, Regression Analysis, Microsoft Excel, Machine Learning Methods, Decision Tree Learning, Data Cleansing, Artificial Neural Networks
3.6
Rating, 3.6 out of 5 stars
604 reviews
Intermediate · Course · 1 - 4 Weeks

What brings you to Coursera today?

Start my career

Change my career

Grow in my current role

Explore topics outside of work

Status: Free Trial
SAS
Predictive Modeling with Logistic Regression using SAS
Skills you'll gain: SAS (Software), Predictive Modeling, Statistical Modeling, Big Data, Regression Analysis, Data Analysis Software, Advanced Analytics, Feature Engineering, Performance Analysis, Performance Measurement, Statistical Analysis, Data Manipulation, Data Cleansing
4.6
Rating, 4.6 out of 5 stars
63 reviews
Intermediate · Course · 1 - 3 Months
Status: Free Trial
University of Colorado Boulder
Advanced Business Analytics
Skills you'll gain: Data Storytelling, Data Presentation, Data Governance, Predictive Modeling, Data Storage Technologies, Predictive Analytics, Exploratory Data Analysis, Analytics, Business Analytics, Data Storage, Big Data, Risk Analysis, Databases, Business Intelligence, Data Visualization, Data Visualization Software, Data Analysis, Decision Making, Data Cleansing, SQL
4.6
Rating, 4.6 out of 5 stars
5.2K reviews
Intermediate · Specialization · 3 - 6 Months
Status: New
Status: Preview
Duke University
Data Modeling and Prediction with R
Skills you'll gain: Data-Driven Decision-Making, Statistical Modeling, Predictive Modeling, Regression Analysis, R Programming, Data Analysis, Probability & Statistics, Statistical Hypothesis Testing, Statistical Inference, Statistical Analysis
Beginner · Course · 1 - 4 Weeks
Status: New
Status: Preview
EDUCBA
Predictive Modeling with Python: Apply & Evaluate
Skills you'll gain: Predictive Modeling, Predictive Analytics, Risk Modeling, Statistical Modeling, Feature Engineering, Regression Analysis, Correlation Analysis, Data Processing, Supervised Learning, Scikit Learn (Machine Learning Library), Machine Learning Methods, Data Cleansing, Data Transformation, Statistical Analysis, Pandas (Python Package), NumPy
Mixed · Course · 1 - 3 Months
Status: New
Status: Free Trial
EDUCBA
Predictive Analytics & Modeling with Minitab
Skills you'll gain: Data-Driven Decision-Making, Minitab, Regression Analysis, Statistical Hypothesis Testing, Statistical Analysis, Scatter Plots, Correlation Analysis, Data Analysis, Predictive Analytics, Statistical Methods, Descriptive Statistics, Business Analytics, Predictive Modeling, Forecasting, Advanced Analytics, Statistical Modeling, Quantitative Research, Analytics, Case Studies, Exploratory Data Analysis
Beginner · Specialization · 1 - 3 Months
Status: New
Status: Preview
EDUCBA
Linear Regression & Predictive Modeling with SPSS
Skills you'll gain: Data Presentation, Regression Analysis, Predictive Modeling, Financial Forecasting, Statistical Modeling, Forecasting, Financial Modeling, SPSS, Predictive Analytics, Risk Modeling, Statistical Analysis, Analytics, Scatter Plots, Credit Risk, Microsoft Excel
Mixed · Course · 1 - 4 Weeks

Related roles

Gain the knowledge and skills you need to advance.

View all

Data Scientist
This role has a $146,304 median salary ¹.
Data Scientist
description:
A Data Scientist analyzes large datasets to uncover insights, using statistics, machine learning, and visualization to inform business strategies.
This role has a $146,304 median salary ¹.
Offered by

View all

Trending now

Status: Free Trial
IBM
Generative AI for Data Scientists
Specialization
Status: Free Trial
Multiple educators
Data Science Foundations
Specialization
Status: Free Trial
IBM
Applied Data Science
Build toward a degree
Specialization
Status: Free Trial
IBM
Introduction to Data Science
Build toward a degree
Specialization