CET-110 CertNexus Practice Questions & Study Resources

Boost your CertNexus CEET (CET-110) exam prep with this study guide! Access sample questions, dumps, and practice tests to sharpen your skills and simulate the real exam. Start your preparation here: https://shorturl.at/7OmEZ

1. Edusum
CERTNEXUS CET-110 STUDY GUIDE
CET-110 CEET Practice Test

2. WWW.EDUSUM.COM PDF




CertNexus Ethical Emerging Technologist 1
Introduction to CET-110 CertNexus Certified
Ethical Emerging Technologist (CEET) Exam
The CertNexus CET-110 Exam is challenging and thorough preparation is essential for
success. This exam study guide is designed to help you prepare for the CEET certification
exam. It contains a detailed list of the topics covered on the Professional exam, as well
as a detailed list of preparation resources. This study guide for the CertNexus Ethical
Emerging Technologist will help guide you through the study process for your certification.


CET-110 CertNexus Ethical Emerging Technologist Exam
Summary
● Exam Name: CertNexus Ethical Emerging Technologist
● Exam Code: CET-110
● Exam Price:$367.5 (USD)
● Duration:120 mins
● Number of Questions:80
● Passing Score:62%
● Schedule Exam:Pearson VUE
● Sample Questions:CertNexus CEET Sample Questions
● Recommended Practice:CertNexus CET-110 Certification Practice Exam

3. WWW.EDUSUM.COM PDF




CertNexus Ethical Emerging Technologist 2
Exam Syllabus: CET-110 CertNexus Certified Ethical
Emerging Technologist (CEET)
Topic Details
Fundamental Concepts for Data-Driven Technology Ethics - 17%
Identify and describe common terminology or
concepts important to data-driven technology
ethics
- AI-related concepts
- Data science-related concepts
- Legal-related concepts
- Privacy-related concepts
- Ethics
- Bias
- Evaluation metrics
Identify and describe common ethical theories
- Moral philosophy
- Applied ethics
Identify when it is appropriate to conduct an
ethical risk review
- Ideation and innovation
management activities
- What-if scenario planning sessions
- New product/service development
- All along the data science/AI
development lifecycle, from ideation
and design through deployment and
maintenance
- Stage gates and other points as
appropriate within an organization’s
Ethics-byDesign practices
- When legal and/or regulatory non-
compliance has occurred
- When an ethical violation or incident
has occurred
Ethical Frameworks - 23%
Identify common ethical principles cited by major
ethical frameworks
- Privacy
- Accountability
- Safety and Security
- Transparency and Explainability
- Fairness and Non-Discrimination
- Human Control of Technology
- Professional Responsibility
- Promotion of Human Values

4. WWW.EDUSUM.COM PDF




CertNexus Ethical Emerging Technologist 3
Topic Details
Given an ethically challenging dilemma, identify
and select an ethical framework to understand
the issue
- Initiatives
Follow applicable regulations, standards, and
best practices
- Regulations
- Standards/best practices
Identify ethical challenges that may conflict or
require compromise with regulatory and/or
business constraints or demands
- Data minimization principle vs. need
for data
- Performance vs. explainability
- Compliance vs. cost
- Transparency/explainability vs.
intellectual property rights
- Company/stakeholder needs vs.
ethical decision making
- Ethics washing
- Efficiency vs. the risk of collateral
damage
- Proliferation of AI to unscrupulous
actors vs. democratization of AI (e.g.,
open source)
- Efficiency of development vs.
cultural/contextual sensitivity
- Availability of datasets for ML
algorithms vs. privacy protection
- Big data generated through devices
(cloud, IoT) vs. concentration of power
in big tech
- Fair competition vs. corporate
hegemony (data assets)
- Efficiency/streamlining experience
vs. enabling human agency/autonomy
- Moral relativism vs. evidence-based
policy
Risk Identification and Mitigation - 30%
Identify and mitigate privacy risks
- Source
- Methods of identification
- Mitigation strategies
- Tools for identification/mitigation

5. WWW.EDUSUM.COM PDF




CertNexus Ethical Emerging Technologist 4
Topic Details
Identify and mitigate accountability risks
- Source
- Methods of identification
- Mitigation strategies
- Tools for identification/mitigation
Identify and mitigate transparency and
explainability risks
- Source
- Methods of identification
- Mitigation strategies
- Tools for identification/mitigation
Identify and mitigate fairness and non-
discrimination (bias) risks
- Source
- Methods of identification
- Mitigation strategies
- Tools for identification/mitigation
Identify and mitigate safety and security risks
- Source
- Methods of identification
- Mitigation strategies (Security-by-
Design practices)
- Tools for identification/mitigation
Communication - 12%
Effectively communicate with key stakeholders
and/or team members (internal communication)
- Identified ethical risks
- Business impacts
- Business incentives
Effectively communicate about the ethical
practices of the organization to outside parties
(external communication)
- Marketing/Public Relations
- Brand awareness/value
- Media inquiries
- Corporate reporting
- Organizational philosophy
- Disclosure statements
Organizational Policy and Governance - 18%
Identify the elements that can help foster an
ethical organizational culture
- Training
- Leadership championing
- Incentive structures
- Culture-building workshops
- Creation of an ethics board
- Organizational resourcing
Identify and describe the ethical considerations
that shape policies regarding the development,
use, and governance of technology
- Fair competition
- Open data
- Privacy
- Intellectual property

6. WWW.EDUSUM.COM PDF




CertNexus Ethical Emerging Technologist 5
Topic Details
- Fairness
- Non-discrimination
- Legal and regulatory requirements
- Human rights
- Accountability
- Transparency
- Animal rights/welfare
- Safety and reliability
- Environmental concerns
- Economic impacts
- Workforce impacts
Follow recommended guidelines for developing a
code of ethics
- Identify internal and external
stakeholders who should review or
contribute
- Determine your organization’s
memberships in ecosystems, industry,
and professional groups
- Collect codes of ethics from the
above groups and aggregate their
codes as a minimum baseline for your
own code
- Consult with process owners to
understand any factors which may
frustrate or impede the adoption of
more ethical practices
- Publish draft among stakeholders
who will participate in a pilot for a
determined length of time
- During the pilot period, interview
stakeholders at predetermined
intervals to understand impacts of
change
- Upon completion of the pilot, update
and ratify the code of ethics
Follow recommended guidelines for developing
an ethical organizational policy
- Identify the need for the policy
- Identify the owner(s) of the policy
- Gather information about the policy
- Draft the policy

7. WWW.EDUSUM.COM PDF




CertNexus Ethical Emerging Technologist 6
Topic Details
- Consult appropriate stakeholders
- Approve and publish the policy
- Establish procedures to support the
policy
- Implement the policy
- Monitor and refresh the policy at
regular intervals
Evaluate the effectiveness of internal and
external ethical policies
- Sentiment analysis of public
discussion
- Surveys and focus groups
- Periodic health check of ethical
policies
- Number and severity of ethical
violations
- Industry best practices/leading best
practices

CertNexus CET-110 Certification Sample Questions and
Answers
To make you familiar with CertNexus Ethical Emerging Technologist (CET-110)
certification exam structure, we have prepared this sample question set. We suggest
you to try our Sample Questions for CEET CET-110 Certification to test your
understanding of CertNexus CET-110process with real CertNexus certification exam
environment.
CET-110 CertNexus Ethical Emerging Technologist Sample
Questions:-
01. Which of the following are key principles of utilitarianism in ethical decision-
making?
(Choose two)
a) Emphasizing long-term consequences
b) Obeying universal moral rules
c) Maximizing overall happiness or utility
d) Prioritizing personal virtue development
Answer: a, c

8. WWW.EDUSUM.COM PDF




CertNexus Ethical Emerging Technologist 7

02. Why can algorithmic transparency create tension with a company’s
intellectual-property strategy?
a) Disclosing model logic may reveal trade secrets
b) Transparency decreases model inference speed
c) Regulators prohibit sharing any model details
d) IP laws require full algorithm publication
Answer: a

03. Which ethical framework would be most appropriate for analyzing whether an
autonomous drone’s decision to strike a target violates moral duties, regardless
of outcome?
a) Utilitarianism
b) Consequentialism
c) Deontology
d) Pragmatism
Answer: c

04. What ethical dilemma is created when targeted advertising algorithms amplify
divisive content simply because it drives higher engagement and revenue?
a) Dual-use conflict
b) Fairness versus profitability
c) Data minimization versus explainability
d) Sustainability versus accessibility
Answer: b

05. Which ethical principles are most likely to clash with profit-driven
personalization strategies?
(Choose two)
a) Data minimization
b) Autonomy and informed consent
c) Model robustness
d) Scalability
Answer: a, b

06. Which external audience is most critical when communicating bias-mitigation
strategies for a hiring algorithm?
a) Internal software-development teams
b) Cloud-hosting providers
c) Office-supply vendors

9. WWW.EDUSUM.COM PDF




CertNexus Ethical Emerging Technologist 8
d) Prospective job applicants and regulators
Answer: d

07. Why is it essential to align ethical policies with international standards such
as IEEE or OECD guidelines?
a) To gain immediate regulatory exemptions
b) To replace local legal obligations
c) To improve interoperability and global credibility
d) To delay internal compliance processes
Answer: c

08. What is the most appropriate method to minimize privacy risk when collecting
personal data for a machine learning model?
a) Use data compression to store records
b) Perform anonymization or pseudonymization techniques
c) Extend data retention policies
d) Collect as much information as possible for future use
Answer: b

09. When might a business lawfully retain user data longer than the “data-
minimization” ethical principle recommends?
a) When local data-breach laws are outdated
b) When encryption algorithms are upgraded
c) When storage costs are negligible
d) When retention is required for tax or contractual compliance
Answer: d

10. Which strategies can help reconcile business imperatives with regulatory
demands when conflicts surface?
(Choose two)
a) Implementing “privacy by design” from project inception
b) Avoiding external audits to protect trade secrets
c) Creating cross-functional ethics committees
d) Collecting more data to ensure future flexibility
Answer: a, c