Advanced Analytics and Ethics in Business Analytics
This course will teach you about advance analytics and ethics in business analytics to help you develop proficiency in the ethical analysis of business data and enable data-driven decision-making.
What you'll learn
With the pressing requirement to solve business problems and provide a basis for making business decisions in a more data-driven context, the need to have a comprehensive understanding of the fundamental concepts and techniques of business analytics and how to apply them in their respective functions in their belonging organization is even more heightened. In this course, Advanced Analytics and Ethics in Business Analytics, you’ll learn about the fundamental concepts and techniques of business analytics and how to apply them in your respective functions in your belonging organization. First, you’ll be introduced to the fundamentals, techniques, and ethics surrounding business analytics in general. Next, you’ll learn about the different advanced analytic techniques in business analytics. Finally, you’ll discover the ethical considerations and real-world examples of the techniques presented. When you’re finished with this course, you’ll have the skills and knowledge of advanced analytics and ethics in business analytics that are needed to develop your proficiency in the ethical analysis of business data and enable data-driven decision-making.
Table of contents
- Predictive Analytics Overview 3m
- Tools for Predictive Analytics 2m
- Demonstration: Predictive Analytics Techniques for Forecasting - Weighted Moving Average 4m
- Demonstration: Predictive Analytics Techniques for Forecasting - Trend Projection 3m
- Data Mining Overview 4m
- Tools for Data Mining 2m
- Demonstration: Data Mining Techniques in Uncovering Data Patterns – Prediction 3m
- Demonstration: Data Mining Techniques in Uncovering Data Patterns – Clustering 2m
- Ethical Considerations: Predictive Analytics and Data Mining 1m
- Real-world Examples: Predictive Analytics and Data Mining 1m
- Use Case: Predictive Analytics and Data Mining - Case Scenario 2m
- Use Case: Predictive Analytics and Data Mining – Answer 5m
- Predictive Analytics Overview 3m
- Tools for Predictive Analytics 1m
- Demonstration: Predictive Analytics Techniques for Problem-solving 4m
- Prescriptive Analytics Overview 2m
- Tools for Prescriptive Analytics 2m
- Demonstration: Prescriptive Analytics for Decision-making 6m
- Ethical Considerations: Predictive and Prescriptive Analytics 2m
- Real-world Example: Predictive and Prescriptive Analytics 2m
- Use Case: Predictive and Prescriptive Analytics - Case Scenario 2m
- Use Case: Predictive and Prescriptive Analytics - Answer 4m
- Correlation Analysis Overview 3m
- Tools for Correlation Analysis 2m
- Demonstration: Correlation Analysis for Identifying Relationships 5m
- Regression Analysis Overview 5m
- Tools for Regression Analysis 2m
- Demonstration: Regression Analysis for Making Predictions 4m
- Ethical Considerations: Correlation and Regression Analysis 2m
- Real-world Examples: Correlation and Regression Analysis 2m
- Use Case: Correlation and Regression Analysis 6m
- Regression Analysis Recall 3m
- Demonstration: Regression Analysis for Predicting Outcomes - Microsoft Excel 5m
- Demonstration: Regression Analysis for Predicting Outcomes - RapidMiner 3m
- Classification Technique Overview 4m
- Tools for Classification Technique 1m
- Demonstration: Classification Technique for Modeling 4m
- Ethical Considerations: Regression and Classification Techniques 1m
- Real-world Examples: Regression and Classification Techniques 2m
- Use Case: Regression and Classification Techniques 6m
- Time Series Analysis Overview - Time-dependent Data, Time Series Components 7m
- Time Series Analysis Overview - Time Series Models, Evaluation and Model Selection 2m
- Tools for Time Series Analysis 3m
- Demonstration: Time Series Analysis for Forecasting Time-dependent Data - Moving Average 1m
- Demonstration: Time Series Analysis for Forecasting Time-dependent Data - Exponential Smoothing 2m
- Demonstration: Time Series Analysis for Forecasting Time-dependent Data - Regression 1m
- Ethical Considerations: Time Series Analysis 2m
- Real-world Examples: Time Series Analysis 4m
- Use Case: Time Series Analysis for Forecasting Time-dependent Data 4m
- Artificial Intelligence and Machine Learning Overview 4m
- Tools for Automating Decision-making Using AI and ML 2m
- Demonstration: Machine Learning Techniques for Automating Data Analysis 6m
- Ethical Considerations: Artificial Intelligence and Machine Learning 3m
- Real-world Examples: Artificial Intelligence and Machine Learning 2m
- Use Case: Machine Learning for Automating Data Analysis and Decision-making - Case Scenario 2m
- Use Case: Machine Learning for Automating Data Analysis and Decision-making - Answer 5m
- Text Analysis Overview 3m
- Tools for Text Analysis 2m
- Sentiment Analysis Overview 2m
- Tools for Sentiment Analysis 2m
- Demonstration: Text and Sentiment Analysis for Analyzing Unstructured Data 3m
- Ethical Considerations: Text and Sentiment Analysis 3m
- Real-world Examples: Text and Sentiment Analysis 3m
- Use Case: Text and Sentiment Analysis for Analyzing Unstructured Data 6m
