You can see it againUnder pressure people bring back shapes and positions long after the wording has gone.
Picture superiority · Shepard 1967, Standing 1973
CERTNEXUSCertNexus Certified Ethical Emerging Technologist (CEET)
The CertNexus Certified Ethical Emerging Technologist (CEET) certification validates your ability to apply foundational ethical principles, follow industry-standard frameworks, identify and mitigate risks, and navigate ethical organizational governance. It is designed for professionals who build and manage data-driven technologies, ensuring they are ethical, trusted, and inclusive. Earning CEET demonstrates your commitment to responsible innovation and positions you as a leader in ethical technology.
Exam formatMultiple choice
DeliveryPearson VUE
Free questions514
Content last reviewed 30 July 2026 · Up to date
The certification
What CertNexus Certified Ethical Emerging Technologist (CEET) proves, and what it asks of you
What this certification covers, who it is written for, and what the exam itself looks like on the day.
5domains
19objectives
119concepts
What it is
What this certification is
What it validates, who it is written for, and the experience it assumes.
About this certification
The CertNexus Certified Ethical Emerging Technologist (CEET) certification validates the knowledge, skills, and abilities required to apply foundational ethical principles, follow industry-standard frameworks, identify and mitigate risks, and navigate ethical organizational governance. It is designed for professionals who develop, deploy, or manage emerging technologies such as artificial intelligence, data science, and the Internet of Things, ensuring these technologies are ethical, trusted, and inclusive.
Earning the CEET credential demonstrates that you can proactively address ethical challenges in data-driven technologies, from bias and fairness to transparency and accountability. The certification equips you to devise and maintain ethical frameworks within your organization, making you a valuable asset in any technology-driven role. Whether you are a developer, data scientist, or IT leader, CEET helps you build technology that earns trust and delivers responsible innovation.
Who it’s for
This certification is for professionals who design, develop, implement, or manage emerging technologies and want to ensure these technologies are ethical, trusted, and inclusive. It is ideal for data scientists, AI engineers, IoT practitioners, cybersecurity professionals, and technology leaders who are responsible for the ethical implications of their work. You are someone who understands the potential impact of technology on society and wants to proactively address ethical considerations. You are comfortable working with data-driven technologies and are looking to formalize your knowledge of ethical principles, frameworks, and governance.
Recommended experience
While there are no formal prerequisites, it is recommended that candidates have a foundational understanding of emerging technologies and their ethical implications. Familiarity with data-driven technologies such as AI, data science, or IoT; Understanding of basic ethical concepts and principles; Experience in a role that involves technology development, deployment, or management
The syllabus
What you’ll learn
Every domain and objective CertNexus measures, with the weight they carry on the exam.
The official CertNexus exam outline · checked 30 July 2026 · See the source
1.0 Fundamental Concepts for Data-Driven Technology Ethics
- Objective 1.1 Identify and describe common terminology or concepts important to data-driven technology ethics
- Objective 1.2 Identify and describe common ethical theories
- Objective 1.3 Identify when it is appropriate to conduct an ethical risk review
2.0 Ethical Frameworks
- Objective 2.1 Identify common ethical principles cited by major ethical frameworks
- Objective 2.2 Given an ethically challenging dilemma, identify and select an ethical framework to understand the issue
- Objective 2.3 Follow applicable regulations, standards, and best practices
- Objective 2.4 Identify ethical challenges that may conflict or require compromise with regulatory and/or business constraints or demands
3.0 Risk Identification and Mitigation
- Objective 3.1 Identify and mitigate privacy risks
- Objective 3.2 Identify and mitigate accountability risks
- Objective 3.3 Identify and mitigate transparency and explainability risks
- Objective 3.4 Identify and mitigate fairness and non-discrimination (bias) risks
- Objective 3.5 Identify and mitigate safety and security risks
4.0 Communication
- Objective 4.1 Effectively communicate with key stakeholders and/or team members (internal communication)
- Objective 4.2 Effectively communicate about the ethical practices of the organization to outside parties (external communication)
5.0 Organizational Policy and Governance
- Objective 5.1 Identify the elements that can help foster an ethical organizational culture
- Objective 5.2 Identify and describe the ethical considerations that shape policies regarding the development, use, and governance of technology
- Objective 5.3 Follow recommended guidelines for developing a code of ethics
- Objective 5.4 Follow recommended guidelines for developing an ethical organizational policy
- Objective 5.5 Evaluate the effectiveness of internal and external ethical policies
On the day
The exam itself
Everything CertNexus publishes about sitting it, and nothing we inferred.
Prerequisites
No mandatory prerequisites — this certification has no required predecessor exam or credential.
CertificationCertNexus Certified Ethical Emerging Technologist (CEET)
Exam formatMultiple choice
DeliveryPearson VUE
LanguagesEnglish
After you pass
Where this credential goes next
The path CertNexus lays out, how the credential is kept, and where to book.
Step-by-step path to CertNexus Certified Ethical Emerging Technologist (CEET)
Credential earnedCertNexus Certified Ethical Emerging Technologist (CEET) Certification Lifecycle status
This certification is currently active and available. CertNexus maintains this certification to validate current skills and industry relevance.
Exam status: ActiveMaintained by CertNexus
Exam registration
Register for the exam through Pearson VUE, CertNexus’s authorized testing partner.
Schedule your examVisit the official CertNexus certification page for exam policies and requirements.
View the official pageYour coach
And when you are serious, your coach Pip takes over
Your coach in the app reads what you have answered with the book closed and tells you one thing to do tonight. It will not count an answer you gave with the page open, and it will tell you when you are not ready.
See how the coach worksBefore you book
Questions people ask
How does the CEET certification relate to other CertNexus certifications?
CEET is a standalone certification focused on ethics in emerging technologies. It does not require any other CertNexus certification as a prerequisite, and it is not a prerequisite for other CertNexus certifications.
Can I take the CET-110 exam online?
Yes, the CET-110 exam is available online through Pearson VUE's OnVUE system, as well as at Pearson VUE test centers. Online testing requires meeting specific technology and environment requirements.
What are the online proctoring requirements for the CET-110 exam?
Online proctoring requires a computer with a working webcam, microphone, and speaker, a stable internet connection, and a private, distraction-free room. You must complete a system test and check-in process that includes identity verification and a room scan.
What is the retake policy for the CET-110 exam?
CertNexus vouchers include a free retake. You can use the same voucher to schedule a retake if you do not pass the exam on your first attempt. Specific waiting periods may apply.
Are there any hands-on or lab components in the CET-110 exam?
The CET-110 exam is a knowledge-based exam that validates your understanding of ethical principles, frameworks, and governance. It does not include a hands-on lab component.
What job roles does the CEET certification map to?
The CEET certification is relevant for professionals in roles such as data scientists, AI engineers, IoT practitioners, cybersecurity professionals, and technology leaders who are responsible for the ethical implications of emerging technologies.
Can I recertify by passing a different CertNexus exam?
CertNexus does not publish a renewal policy for the CEET certification, so it is unclear if passing another exam would renew or replace this credential. Check the official CertNexus website for the most current information.
Information freshness · Content last reviewed on 2026-07-30 Up to date
Practice free questions 514 questions, free, no account needed.
The curriculum
The whole exam, mapped and written
Every domain, every objective, and every concept CertNexus measures — each one written out.
5domains
19objectives
119concepts
110free pages
The domains, and what sits inside them
Every objective below is a page you can open and practise now, without an account.
The official CertNexus exam outline · checked 30 July 2026 · See the source
11.0 Fundamental Concepts for Data-Driven Technology Ethics64 questions
Objective 1.1 Identify and describe common terminology or concepts important to data-driven technology ethics7 concepts · 6 pagesOpen →Objective 1.2 Identify and describe common ethical theories4 concepts · 2 pagesOpen →Objective 1.3 Identify when it is appropriate to conduct an ethical risk review7 concepts · 6 pagesOpen →
22.0 Ethical Frameworks113 questions
Objective 2.1 Identify common ethical principles cited by major ethical frameworks8 concepts · 6 pagesOpen →Objective 2.2 Given an ethically challenging dilemma, identify and select an ethical framework to understand the issue5 concepts · 5 pagesOpen →Objective 2.3 Follow applicable regulations, standards, and best practices2 concepts · 4 pagesOpen →Objective 2.4 Identify ethical challenges that may conflict or require compromise with regulatory and/or business constraints or demands14 concepts · 9 pagesOpen →
33.0 Risk Identification and Mitigation111 questions
Objective 3.1 Identify and mitigate privacy risks4 concepts · 5 pagesOpen →Objective 3.2 Identify and mitigate accountability risks4 concepts · 5 pagesOpen →Objective 3.3 Identify and mitigate transparency and explainability risks4 concepts · 5 pagesOpen →Objective 3.4 Identify and mitigate fairness and non-discrimination (bias) risks4 concepts · 4 pagesOpen →Objective 3.5 Identify and mitigate safety and security risks4 concepts · 5 pagesOpen →
44.0 Communication56 questions
55.0 Organizational Policy and Governance170 questions
Objective 5.1 Identify the elements that can help foster an ethical organizational culture6 concepts · 7 pagesOpen →Objective 5.2 Identify and describe the ethical considerations that shape policies regarding the development, use, and governance of technology15 concepts · 10 pagesOpen →Objective 5.3 Follow recommended guidelines for developing a code of ethics7 concepts · 6 pagesOpen →Objective 5.4 Follow recommended guidelines for developing an ethical organizational policy9 concepts · 7 pagesOpen →Objective 5.5 Evaluate the effectiveness of internal and external ethical policies5 concepts · 6 pagesOpen →
Not a table of contents
Every line on this map already opens
In front of every objective the practice pages are already there, free and without an account. This is one objective, opened.
Objective 1.1 Identify and describe common terminology or concepts important to data-driven technology ethics6 pagesOpen →
Free in front of it
29 questions on this objective, five to a page. Every range above is a real page, open now, with no account.
Reading the map is not the same as knowing the ground
The curriculum tells you what is on the exam. Proving you know it is a different job — and it is the one the closed-book run does.
Free questions
514 questions. No account, no card.
The whole bank is open. 5 questions to a page, every answer explained, and a discussion thread on each one.
514questions
110pages
19objectives
Freealways
Start anywhereObjective 1.1 Identify and describe common terminology or concepts important to data-driven technology ethics 29 questions · 6 pages
Browse by domain
Every objective, and every page range, is a link — so you can pick up exactly where you left off.
11.0 Fundamental Concepts for Data-Driven Technology Ethics64 questions
22.0 Ethical Frameworks113 questions
33.0 Risk Identification and Mitigation111 questions
44.0 Communication56 questions
55.0 Organizational Policy and Governance170 questions
What a practice page gives you
1Five to a page
Short enough to finish, long enough to matter.
2Every answer explained
Not only which one is right — why the others are wrong.
3A discussion on each
Ask, answer, and vote. Every question has its own thread.
A question, and the idea behind it
Every question comes from a concept
These are not trivia. Each one is written against a concept in the book, so when you get one wrong there is somewhere to go and find out why.
The visual book
See it once. Carry it into the exam.
The pages shown here come from our AI-900 book — an example of how each concept is written in plain language and, where the idea needs one, drawn as a full page you can take in at a glance.
119concepts
514free questions
Why a picture, and not another paragraph
Three reasons, and each one is a real finding rather than a slogan.
You can see it againThe whole idea at onceWhere it starts, what happens in the middle, what comes out, and the mistake to avoid.
Multimedia principle · MayerThe look-alikes sit togetherThe pairs the exam tests are drawn side by side, so the difference is seen, not told.
Dual coding · PaivioWhat one page is made of
You are never asked to read a poster here — only to see how one is built. After that, every other page is legible at a glance.
1A numbered strip on top
The idea as a sequence, followed with a finger before a word is read.
2Panels for the parts
What it is, how the machine learns it, when it is the right tool.
3The trap, framed
The distinction the exam tests, given its own box instead of buried in prose.
4One line at the bottom
The sentence to carry into the exam room.
Open book, on purpose
Answer it with the picture beside you
This is the part that teaches. The illustration and the written explanation stay where they are while you work, so a scenario stops being a memory test and becomes something you can simply look at.
It teaches · it does not count
A smartphone uses AI to unlock when the owner looks at the camera. Which AI capability is being used?
AImage classification
BFacial recognition
COptical character recognition
DObject detection
Look at the five steps. Detect finds a face, align straightens it, encode turns it into numbers, search compares it with a stored face, and decide answers one question: is this the same person? Classification would only say “a face”. Detection would only draw a box. Neither decides whose.
Then the page shuts, and it starts counting
The same questions come back with the book closed — that run is the one that counts. After it, your coach picks one thing for tonight, sized to the time you have, and brings pages back before you lose them.
Testing effect · Roediger & Karpicke 2006 · spacing effect · Cepeda et al. 2006
Official resources
Straight from CertNexus
Where the exam is defined, scheduled and scored.
3official links
119concepts mapped
The source
CertNexus’s own pages
We link to them rather than repeat them, so nothing here goes stale behind them.
Checked against the source
Every objective on the official CertNexus outline already has questions here
We build from the official skills outline, not from a summary of it — 19 objectives, 119 concepts written under them, and free questions against every one. When CertNexus changes the outline, this page changes with it.
19objectives on the outline→119concepts written→514free questions
An official page tells you what will be asked. It cannot tell you what you will get right.
That is the only question worth answering the night before, and no link answers it. You answer it by taking the questions with the book closed, and seeing what comes back.