Data Ethics, ESG, and Responsible Technology Governance

This chapter connects technology governance to ethical use, broader organizational responsibility, and reporting credibility. ISC uses these topics to test whether you can evaluate not just whether a system works, but whether it is governed responsibly.

In This Chapter

• Ethical Data Usage, Algorithmic Bias, and Fairness explains the ethical risks that arise from automated and data-driven decisions.
• Social Impact of Technology and CPA Responsibilities covers how professional judgment applies when technology choices affect stakeholders.
• Integration of ESG Factors into IT Governance shows how broader governance and reporting expectations connect to system oversight.

How to Use This Chapter

• Read this chapter when governance questions extend beyond control mechanics into accountability and ethics.
• Focus on how system design and data use affect fairness, transparency, and trust.
• Revisit it whenever an ISC question asks what responsible governance requires, not just what is technically possible.

In this section

• Ethical Data Use, Algorithmic Bias, and Fairness in Automated Decisions
  Ethical data use, algorithmic bias, and fairness in automated decisions.
• Technology's Social Impact and the CPA's Governance Responsibilities
  Technology's social impact and the CPA's governance responsibilities.
• Integrating ESG Considerations into IT Governance and Reporting
  Integrating ESG considerations into IT governance and reporting.