Ethical Foundation of  Data Modeling

In this chapter, each video highlight one of the widely used data models and investigate its ethical dimensions using the General Model Theory.

Nominal Measurements

Ethical dimensions

With Example

Numerical Measurement

Ethical dimensions

With Example

Ordinal Measurement model

Ethical dimensions

Example: Education

Clustering Models

Ethical Dimensions

Example: US Counties Clustering 

Supervised Model

Ethical Dimensions

Example: College Admission

Nosie vs. Bias

 Ethical perspectives

This video covers the distinction between two types of errors: noise and bias. The ethical aspects are at the forefront of the material.