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CertNexus CET-110 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Organizational Policy and Governance	18%	- Identify and Describe Ethical Considerations That Shape Technology Policies and Governance 1. Fair Competition 2. Ethical Considerations in Technology Development and Use 3. Technology Governance 4. Open Data - Identify Elements That Foster an Ethical Organizational Culture 1. Incentive Structures 2. Leadership Championing 3. Organizational Resourcing 4. Culture-Building Workshops 5. Creation of an Ethics Board 6. Training - Develop and Maintain Ethical Technology Systems 1. Organizational Implementation and Evaluation of Ethical Practices 2. Ethical Policies and Governance for Data-Driven Technologies
Topic 2: Communication	12%	- Effectively Communicate with Key Stakeholders and Team Members 1. Communicating Business Incentives 2. Communicating Identified Ethical Risks 3. Communicating Business Impacts - Effectively Communicate Organizational Ethical Practices to External Parties 1. Marketing and Public Relations 2. Media Inquiries 3. Brand Awareness and Value 4. Corporate Reporting 5. Organizational Philosophy 6. Disclosure Statements
Topic 3: Fundamental Concepts for Data-Driven Technology Ethics	17%	- Identify and Describe Common Ethical Theories 1. Applied Ethics 2. Moral Philosophy - Identify When It Is Appropriate to Conduct an Ethical Risk Review 1. Legal or Regulatory Non-Compliance 2. Ideation and Innovation Management Activities 3. New Product and Service Development 4. What-If Scenario Planning Sessions 5. Ethical Risk Reviews Throughout the Data Science and AI Development Lifecycle 6. Ethical Violations and Incidents 7. Stage Gates and Ethics-by-Design Practices - Identify and Describe Common Terminology and Concepts Important to Data-Driven Technology Ethics 1. Ethics 2. Bias 3. Legal-Related Concepts 4. Data Science-Related Concepts 5. Privacy-Related Concepts 6. AI-Related Concepts 7. Evaluation Metrics
Topic 4: Ethical Frameworks	23%	- Select an Ethical Framework for an Ethically Challenging Dilemma 1. Identify and Select Appropriate Ethical Frameworks for Ethical Dilemmas and Initiatives - Identify Ethical Challenges and Trade-Offs Involving Regulatory or Business Constraints 1. Company and Stakeholder Needs Versus Ethical Decision-Making 2. Development Efficiency Versus Cultural and Contextual Sensitivity 3. Efficiency Versus Risk of Collateral Damage 4. Performance Versus Explainability 5. Transparency and Explainability Versus Intellectual Property Rights 6. Machine Learning Dataset Availability Versus Privacy Protection 7. Data Minimization Versus Data Requirements 8. Cloud and IoT Data Generation Versus Concentration of Power in Big Technology Companies 9. AI Democratization Versus Proliferation Among Unscrupulous Actors 10. Ethics Washing 11. Moral Relativism Versus Evidence-Based Policy 12. Fair Competition Versus Corporate Hegemony Over Data Assets 13. Efficiency and Streamlined Experiences Versus Human Agency and Autonomy 14. Compliance Versus Cost - Identify Common Ethical Principles Cited by Major Ethical Frameworks 1. Human Control of Technology 2. Privacy 3. Safety and Security 4. Promotion of Human Values 5. Accountability 6. Transparency and Explainability 7. Professional Responsibility 8. Fairness and Non-Discrimination - Follow Applicable Regulations, Standards, and Best Practices 1. Standards and Best Practices 2. Regulations
Topic 5: Risk Identification and Mitigation	30%	- Identify and Mitigate Accountability Risks 1. Accountability Risk Identification Methods 2. Sources of Accountability Risks 3. Accountability Risk Mitigation Strategies 4. Accountability Risk Identification and Mitigation Tools - Identify and Mitigate Transparency and Explainability Risks 1. Transparency and Explainability Risk Identification Methods 2. Sources of Transparency and Explainability Risks 3. Transparency and Explainability Risk Mitigation Strategies 4. Transparency and Explainability Risk Identification and Mitigation Tools - Identify and Mitigate Privacy Risks 1. Privacy Risk Identification Methods 2. Privacy Risk Identification and Mitigation Tools 3. Sources of Privacy Risks 4. Privacy Risk Mitigation Strategies - Identify and Mitigate Fairness and Non-Discrimination Risks 1. Fairness and Bias Risk Identification and Mitigation Tools 2. Fairness and Bias Risk Identification Methods 3. Fairness and Bias Risk Mitigation Strategies 4. Sources of Fairness and Bias Risks - Identify and Mitigate Safety and Security Risks 1. Safety and Security Risk Identification Methods 2. Security-by-Design Mitigation Practices 3. Sources of Safety and Security Risks 4. Safety and Security Risk Identification and Mitigation Tools

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