Ethical Guidelines
Ethical Considerations in Big Data
Accountability Standards
Compliance Standards
Compliance Procedures
Regulatory Policies
Data Governance for Social Impact
Data Governance in Research
Protocol 
In the realm of business analytics, particularly in the field of text analytics, a protocol refers to a set of rules and
guidelines that govern the collection, processing, and analysis of textual data
...Protocols help ensure compliance with legal and
ethical standards
...
Ethical Considerations in Big Data As organizations increasingly rely on big data analytics for decision-making, several
ethical considerations have emerged
...Data retention policies
Guidelines on how long data should be kept and when it should be deleted
...
Accountability Standards Accountability Standards refer to a set of
guidelines and principles aimed at ensuring responsible management and governance of data within an organization
...as they provide a framework for organizations to manage their data assets effectively while maintaining transparency and
ethical practices
...
Compliance Standards refer to the set of
guidelines, rules, and regulations that organizations must follow to ensure they operate within legal and
ethical boundaries
...
Compliance Procedures Compliance procedures are essential processes that organizations implement to ensure adherence to laws, regulations, standards, and
ethical practices in their operations
...Component Description Policies and Procedures Documented
guidelines outlining compliance requirements and organizational practices
...
Regulatory Policies Regulatory policies refer to the frameworks and
guidelines established by governmental and regulatory bodies to govern business practices, ensuring compliance with laws and
ethical standards
...guidelines established by governmental and regulatory bodies to govern business practices, ensuring compliance with laws and
ethical standards
...
Data Governance for Social Impact The following principles guide organizations in establishing effective data governance frameworks for social impact:
Ethical Use of Data: Organizations must ensure that data is used ethically and in a manner that respects individuals' rights
...Ethical Data Use
Guidelines: Principles that guide the ethical use of data in research and practice
...
Data Governance in Research Compliance: Helps in adhering to legal and
ethical standards, including data protection regulations
...Data Policies
Guidelines and rules that dictate how data should be handled, stored, and shared
...
Enhancing Operations with AI Ethical Concerns: The use of AI raises ethical questions regarding privacy, bias, and accountability
...AI Ethics and Governance: Organizations will need to establish ethical
guidelines and governance frameworks for AI usage
...
Policies Privacy Policy
Guidelines on how personal information is collected, used, and protected
...Model validation,
ethical AI usage
...
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