Turn Ethical Frameworks into Actionable Steps from Coursera

Ethical principles build a strong foundation for driving ethical technologies. Principles alone can be elusive and impractical for application. Ethical frameworks based upon these principles provide a structure to guide technologists when implementing data-driven solutions. However, ethical frameworks, along with standards and regulations, can make compliance tasks more complex, and they can also raise the tension between ethical duties and business practicalities. An approach is needed to reconcile these issues. This second course within the Certified Ethical Emerging Technologist (CEET) professional certificate is designed for learners seeking to analyze ethical frameworks, regulations, standards, and best practices and integrate them into data-driven solutions.

Students will become familiar with frameworks and the common ethical principles they are based upon and how they can be applied across a variety of ethically driven dilemmas. You will learn applicable regulations and best practices established across global organizations and governments and how to navigate the integration of these standards in the context of business needs.

This course is the second of five courses within the Certified Ethical Emerging Technologist (CEET) professional certificate. The preceding course is titled Promote the Ethical Use of Data-Driven Technologies.

What's inside

Syllabus

Apply Frameworks to Your Ethical Responsibilities for Data-Driven Technologies

The first module in this course will describe some key ethical frameworks in the field of data-driven technology. In addition, the module will cover some important ethical principles that go into these frameworks. These principles will also come up again later courses in this specialization.

Apply an Ethical Frameork to Navigate an Ethically Challenging Dilemma

In this module, you'll approach some interesting ethical dilemmas that might occur in the development or operation of data-driven technologies like AI. Some of these dilemmas are more philosophical in nature, whereas others are closer to real-world practice.

Follow Regulations and Standards That Have an Impact on Business Strategy

This module will cover some of the major laws, regulations, and standards that have an impact on the ethical operations of a data-driven organization. It will also discuss how these rules may apply to certain industries or hold relevance in specific business domains.

Reconcile Conflicts Between Ethics, Regulations, Societal Needs, and Business Demands

In this module, you'll be given several scenarios and conflicting ideas that raise significant ethical concerns within the organization. The module will explore these conflicts in some detail and provide some recommendations for reconciling them.

Apply What You've Learned

In this final module, you'll work on one or more projects in which you'll apply your knowledge of the material in this course to practical scenarios.

Good to know

Know what's good

, what to watch for

, and possible dealbreakers

Helps learners delve into the ethical implications of data-driven technologies that are becoming increasingly prevalent in industry

Develops understanding of ethical frameworks for data-driven technology and how to leverage these frameworks to guide decision-making

Helps learners navigate ethical dilemmas that arise in the development and deployment of data-driven technologies

Covers relevant regulations and industry standards impacting the ethical operation of data-driven organizations, providing learners with a comprehensive understanding of the regulatory landscape

Provides practical guidance on reconciling conflicts between ethical considerations, regulatory requirements, societal needs, and business demands, empowering learners to make informed decisions

Suitable for learners interested in developing their expertise in the ethical and responsible development and deployment of data-driven technologies

Reviews summary

Actionable ethical frameworks

Learners say this course provides excellent course material covering ethical frameworks and regulations relevant to a variety of industries. The amazing instructor presents the material clearly and in a concise way. Assignments are found to be helpful by learners.

Instructor is amazing

"Amazing instructor, great content, and the assignments are very helpful in applying the concepts. Thank you for this course!"

Assignments helpful in applying concepts

"Amazing instructor, great content, and the assignments are very helpful in applying the concepts. Thank you for this course!"

Material is relevant to various industries

"Excellent course material.This is the first course in AI ethical frameworks with concise and specific,consolidated with appropriate real-time examples for various industres.Thank you!"

Course provides excellent course material

"Excellent course material.This is the first course in AI ethical frameworks with concise and specific,consolidated with appropriate real-time examples for various industres.Thank you!"

Course has some documentation issues with empty or missing content

"Documentation was pretty good, but the practical part I have received many documents to review which are empty or do not have content."

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Turn Ethical Frameworks into Actionable Steps with these activities:

Read 'Ethics in the Digital Age' by Michael Sandel

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Gain insights on ethical implications in the digital era by exploring key concepts discussed in this comprehensive book

View Tyranny of Merit on Amazon

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Obtain a copy of the book
Read and comprehend the chapters
Take notes and reflect on the ethical perspectives presented

Explore Ethical AI Guidelines and Frameworks

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Expand your knowledge by following online tutorials that provide guidance on ethical AI practices and available frameworks

Browse courses on AI Ethics

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Identify reputable resources and tutorials
Complete the tutorials and take notes on key concepts
Apply the gained insights to your projects

Analyze Ethical Dilemmas

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Reinforce your understanding of ethical principles by analyzing real-world dilemmas and applying the frameworks discussed in the course

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Identify an ethical dilemma in your field or industry
Apply different ethical frameworks to analyze the dilemma
Develop potential solutions that align with ethical best practices

Five other activities

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Design an Ethical Framework flowchart

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Develop a personalized ethical decision-making process by summarizing and visually representing the ethical considerations in a simple flowchart.

Browse courses on Ethical Frameworks

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Map out potential decision paths
Generate a draft flowchart
Identify the key ethical principles and best practices
Refine the flowchart based on feedback

Engage in Peer Code Reviews

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Strengthen your understanding of ethical principles by providing feedback and participating in discussions on code that incorporates ethical considerations

Browse courses on Coding Best Practices

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Join or create a peer review group
Review others' code and provide constructive feedback
Discuss and analyze ethical implications in the code

Attend an Ethics and Data Governance Workshop

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Enhance your understanding of ethical considerations and best practices by attending a dedicated workshop focused on these topics

Browse courses on Data Ethics

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Research and identify relevant workshops
Attend the workshop and actively engage in discussions
Apply the insights gained to your own projects and initiatives

Develop an Ethical Data Governance Plan

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Apply your learning by creating a comprehensive plan that outlines ethical guidelines and procedures for data collection, storage, and usage

Browse courses on Data Ethics

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Identify stakeholders and their ethical concerns
Research and analyze ethical frameworks and regulations
Develop a governance plan that incorporates ethical principles

Contribute to Ethical AI Projects

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Engage with the open source community and advance your understanding of ethical AI by contributing to projects that promote responsible and ethical development

Browse courses on AI Ethics

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Identify open source projects focused on AI ethics
Join the project community and learn about their ethical guidelines
Contribute code, documentation, or issue reports to support the project

Career center

Learners who complete Turn Ethical Frameworks into Actionable Steps will develop knowledge and skills that may be useful to these careers:

Data Scientist

Data Scientists leverage their knowledge and experience in data mining, machine learning, and statistics to extract meaningful insights from large datasets. With the ability to apply ethical frameworks when working with data-driven technologies, Data Scientists can ensure responsible and ethical data handling practices. This course helps learners understand various ethical frameworks and their implications for data-driven applications, building a foundation for ethical decision-making in this critical role.

See salaries and explore the career path for Data Scientist

Data Architect

Data Architects design, build, and maintain data management systems. With an understanding of ethical frameworks, they can ensure that data is handled in a way that aligns with both business objectives and ethical considerations. The course provides insights into regulations and standards that impact data management, empowering Data Architects to create systems that adhere to ethical principles and comply with legal requirements.

See salaries and explore the career path for Data Architect

Data Analyst

Data Analysts collect, analyze, and interpret data to provide insights for informed decision-making. By incorporating ethical frameworks into their analysis, Data Analysts can ensure that their findings are fair, unbiased, and consider the potential societal impacts of data-driven solutions. This course equips learners with the knowledge to navigate ethical dilemmas and apply best practices in data analysis.

See salaries and explore the career path for Data Analyst

Data Governance Specialist

Data Governance Specialists are responsible for establishing and maintaining data governance policies and procedures. With a deep understanding of ethical frameworks, these professionals can develop policies that ensure data is collected, managed, and used in an ethical and responsible manner. The course helps learners comprehend the legal and regulatory landscape surrounding data governance, enabling them to create ethical and compliant data governance frameworks.

See salaries and explore the career path for Data Governance Specialist

Chief Data Officer (CDO)

Chief Data Officers (CDOs) oversee data-related initiatives and ensure alignment with the organization's overall strategy. By understanding ethical frameworks, CDOs can guide their organizations towards data-driven practices that are both ethical and beneficial. This course provides CDOs with the knowledge and tools to navigate the complex landscape of ethical data management and decision-making.

See salaries and explore the career path for Chief Data Officer (CDO)

AI Engineer

AI Engineers design, develop, and maintain artificial intelligence systems. By applying ethical frameworks in their work, they can ensure that AI systems are developed responsibly, without bias or discrimination. This course helps AI Engineers understand the ethical implications of AI technology and provides guidance on how to create ethical and socially responsible AI systems.

See salaries and explore the career path for AI Engineer

Machine Learning Engineer

Machine Learning Engineers build and implement machine learning models. With an understanding of ethical frameworks, they can ensure that these models are developed and deployed fairly and responsibly. This course equips Machine Learning Engineers with the knowledge to identify and mitigate potential biases and ethical issues in machine learning systems.

See salaries and explore the career path for Machine Learning Engineer

Software Engineer

Software Engineers design, develop, and maintain software systems. By incorporating ethical considerations into their work, they can ensure that software is developed and used in a responsible manner. This course provides Software Engineers with the knowledge and tools to navigate ethical dilemmas and make ethical decisions in the context of software development.

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Product Manager

Product Managers are responsible for the development and launch of products. With an understanding of ethical frameworks, they can ensure that products are designed and marketed in a way that aligns with ethical principles and societal values. This course equips Product Managers with the knowledge and skills to navigate ethical considerations in product development and to create products that meet the needs of users while respecting their privacy and safety.

See salaries and explore the career path for Product Manager

Blockchain Developer

Blockchain Developers design and develop blockchain-based applications. With an understanding of ethical frameworks, they can ensure that blockchain technology is used for good and not for malicious purposes. This course provides Blockchain Developers with the knowledge and tools to understand the ethical implications of blockchain technology and to create ethical and responsible blockchain-based applications.

See salaries and explore the career path for Blockchain Developer

Data Protection Officer (DPO)

Data Protection Officers (DPOs) are responsible for ensuring compliance with data protection regulations. With an understanding of ethical frameworks, they can ensure that data is processed and stored in a manner that respects individuals' privacy rights. This course equips DPOs with the knowledge and skills to navigate the complex landscape of data protection regulations and to create ethical and compliant data protection policies.

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Privacy Lawyer

Privacy Lawyers advise clients on data protection and privacy matters. With an understanding of ethical frameworks, they can provide guidance on how to comply with legal requirements while also respecting individuals' privacy rights. This course provides Privacy Lawyers with the knowledge and skills to navigate the complex landscape of privacy laws and to provide ethical and effective legal advice to their clients.

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Compliance Officer

Compliance Officers ensure that organizations comply with laws and regulations. With an understanding of ethical frameworks, they can ensure that compliance programs are developed and implemented in a fair and ethical manner. This course provides Compliance Officers with the knowledge and skills to navigate the complex landscape of compliance regulations and to create ethical and effective compliance programs.

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Risk Manager

Risk Managers identify, assess, and mitigate risks to organizations. With an understanding of ethical frameworks, they can ensure that risk management practices are developed and implemented in a fair and ethical manner. This course provides Risk Managers with the knowledge and skills to navigate the complex landscape of risk management and to create ethical and effective risk management frameworks.

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Business Ethics Consultant

Business Ethics Consultants advise organizations on ethical issues. With an understanding of ethical frameworks, they can help organizations develop and implement ethical policies and practices. This course provides Business Ethics Consultants with the knowledge and skills to navigate the complex landscape of business ethics and to provide ethical and effective guidance to their clients.

See salaries and explore the career path for Business Ethics Consultant