Test Bank Comprehensive Business Studies & Notes

complex challenges.#### 12.1 **Bias and Discrimination in AI Systems**AI and machine learning systems ar
being employed in decision-making processes, from hiring practices to criminal justice sentencing and credit
major ethical concern is the potential for bias in these systems, as algorithms may inadvertently perpetuate
inequalities. If AI models are trained on biased data (e.g., reflecting historical discrimination), they can repro
amplify these biases, leading to discriminatory outcomes.From a legal standpoint, the question arises of how
organizations and developers accountable for the discriminatory impacts of AI systems. Laws against discrim
as the Civil Rights Act in the United States, do not explicitly address AI-driven biases, leading to the developm
legal standards and regulations that require AI systems to be audited for fairness.#### 12.2 **AI and Job
Displacement**Automation has the potential to displace large
Test Bank For
Comprehensive Business Studies & Notes
Chapter 1-7

Chapter 1: Introduction to Business

 Definition and Meaning
 Objectives of Business
 Types of Business Activities
 Forms of Business Ownership
 Risk and Uncertainty in Business
 Business Environment

Chapter 2: Business Environment

 Meaning and Importance
 Economic Environment
 Social Environment
 Political and Legal Environment
 Technological Environment

Chapter 3: Business Management

 Meaning and Importance
 Functions of Management (Planning, Organizing, Leading, Controlling)
 Levels of Management
 Management Skills and Qualities

Chapter 4: Marketing

 Meaning and Importance
 Marketing Mix (4Ps)
 Market Research
 Product Life Cycle
 Branding and Packaging
 Advertising and Sales Promotion