Ethics, Governance and Responsible Leadership

Introduction

Entrepreneurial leadership is often associated with speed, innovation and risk-taking. Yet entrepreneurial success also depends on the quality of decisions made when information is incomplete, interests conflict and commercial pressure is intense. A founder may be tempted to exaggerate a market opportunity to an investor, conceal a product defect, pressure a supplier, favour a relative in recruitment or use customer data in ways that were not transparently disclosed. Such conduct can create short-term gains, but it damages trust, exposes the venture to legal and financial risk, and undermines its social legitimacy.

Ethics concerns principles about what ought to be done. Governance concerns the structures, processes and controls through which decisions are directed, monitored and held accountable. Responsible leadership connects the two: it converts ethical commitments into everyday decisions, negotiation practices, incentives and organisational routines.

For entrepreneurs, ethics and governance are not merely compliance activities imposed by large corporations. They are strategic capabilities. Trust can reduce transaction costs, improve access to finance, attract employees and strengthen customer loyalty. Conversely, deception, coercion and conflicts of interest can destroy enterprise value rapidly, particularly in digital markets where information spreads quickly.

This chapter examines ethical reasoning in entrepreneurial negotiation, fiduciary duties, stakeholder impacts, governance mechanisms and responsible leadership. It also considers how technology and artificial intelligence create new accountability challenges.

Learning Objectives

By the end of this chapter, students should be able to:

1. Distinguish ethical, legal and strategic dimensions of entrepreneurial decisions.
2. Evaluate deception, coercion, fairness and conflicts of interest in negotiations.
3. Explain fiduciary duties and their relevance to founders, directors and agents.
4. Analyse the interests and impacts of key stakeholders.
5. Design proportionate governance and accountability mechanisms for a growing venture.
6. Apply responsible leadership principles to a difficult business decision.
7. Evaluate the ethical risks of data-driven and AI-enabled entrepreneurial activity.

1. Ethics, Law and Responsible Leadership

Ethical conduct and legal compliance overlap but are not identical. Law establishes enforceable minimum standards; ethics asks what is fair, honest, respectful and responsible, including in situations where the law is silent or enforcement is unlikely. A practice may be technically legal yet ethically questionable—for example, presenting a technically accurate but materially misleading financial forecast through selective omission.

Responsible leadership is the exercise of influence in ways that respect human dignity, protect legitimate interests and accept accountability for consequences. It involves three linked questions:

• Intent: What is the decision-maker trying to achieve?
• Process: Was the decision reached through honest, fair and inclusive procedures?
• Impact: Who benefits, who bears the risks and what consequences may follow?

A responsible entrepreneur does not assume that good intentions excuse harmful effects. Nor does a favourable outcome automatically justify an unfair process. Ethical leadership requires attention to both means and ends.

A useful decision test is to ask:

1. Is the proposed action lawful?
2. Is it truthful and non-misleading?
3. Would affected parties regard the process as fair if they knew the relevant facts?
4. Does it respect consent, privacy, dignity and legitimate expectations?
5. Can the decision be explained publicly to employees, customers, investors and regulators?
6. Does it create a precedent that would be acceptable if repeated?

These questions do not eliminate judgement. They make hidden assumptions visible and provide a disciplined basis for discussion.

2. Ethical Reasoning in Entrepreneurial Negotiation

Negotiation is an appropriate process for reconciling differences, but bargaining power is not always distributed equally. An entrepreneur may negotiate with a prospective employee who has limited alternatives, a small supplier dependent on one customer, or a consumer who cannot understand complex digital terms. Ethical negotiation therefore requires more than achieving an advantageous result.

2.1 Deception and misrepresentation

Deception involves intentionally causing another party to form a materially false belief. It may be explicit, such as stating that a product has passed a test when it has not, or implicit, such as deliberately withholding a known defect when the other party reasonably relies on disclosure. Ordinary negotiation involves permissible forms of persuasion, including presenting one’s preferences strongly or choosing not to reveal a reservation price. The ethical boundary is crossed when communication is materially false, misleading or designed to exploit another party’s reasonable reliance.

Entrepreneurs should distinguish:

• Puffery: vague promotional language that a reasonable person would not treat as a precise factual claim.
• Factual representation: a verifiable statement about performance, ownership, compliance or future expectations.
• Material omission: withholding information that would reasonably affect the other party’s decision.
• Fraudulent inducement: using a false or misleading representation to cause agreement.

The materiality of information depends on context. A minor omission in a low-value purchase may be less significant than concealing a safety issue from an investor or customer. Ethical communication should identify assumptions, distinguish evidence from forecasts and disclose information that would substantially alter the decision.

2.2 Coercion and undue pressure

Coercion occurs when a person uses threats or illegitimate pressure to remove another party’s meaningful freedom of choice. A legitimate warning about consequences is not automatically coercive. For example, a lender may lawfully state that failure to repay will trigger contractual remedies. By contrast, threatening personal humiliation, unlawful retaliation or harm unrelated to the agreement is illegitimate.

Pressure can be subtle. A founder may exploit a worker’s immigration insecurity, threaten a supplier with exclusion from the market despite having no contractual basis, or rush a consumer into accepting terms while concealing cancellation rights. Ethical negotiation allows adequate information, time and opportunity to seek advice, especially where there is a significant power imbalance.

2.3 Fairness

Fairness has several dimensions:

• Distributive fairness: whether benefits, costs and risks are allocated reasonably.
• Procedural fairness: whether the process is consistent, impartial, transparent and open to voice.
• Interactional fairness: whether people are treated with dignity and respect.
• Restorative fairness: whether harm is acknowledged and remedied.

Fairness does not mean that every party receives identical terms. Different terms may be justified by contribution, risk, scarcity, performance or need. However, the reasons should be relevant, consistently applied and capable of explanation.

Entrepreneurs should be cautious when using “take-it-or-leave-it” terms. Standardisation can reduce transaction costs, but it does not make unfair terms acceptable. Particular scrutiny is required for hidden fees, automatic renewals, unilateral changes, non-compete restrictions and clauses that shift unreasonable risk to weaker parties.

2.4 Ethical negotiation standards

A responsible negotiation policy should require:

1. Accurate statements about material facts.
2. Clear separation of facts, estimates and opinions.
3. Disclosure of conflicts and interests that could affect judgement.
4. No threats unrelated to legitimate contractual consequences.
5. Reasonable time for review where stakes are substantial.
6. Respectful treatment, including during disagreement.
7. Written records of material commitments.
8. Escalation when a proposed tactic may cause serious harm or breach law.

These standards protect both the counterparty and the venture. They reduce misunderstandings and support enforceable, durable agreements.

3. Conflicts of Interest and Fiduciary Duties

A conflict of interest exists when a person’s personal, financial or relational interests could improperly influence professional judgement. A conflict is not necessarily misconduct. The ethical failure occurs when it is concealed, unmanaged or allowed to distort a decision.

Common entrepreneurial conflicts include:

• A founder awarding a contract to a company owned by a family member.
• A director investing personally in a competitor before approving a strategic decision.
• An adviser receiving undisclosed commissions from a recommended vendor.
• An employee using confidential business information for personal gain.
• An investor pressuring management to favour a related portfolio company.

A practical conflict-management process has four stages:

1. Identify: ask whose interests may be affected and what private interests exist.
2. Disclose: communicate the conflict promptly to the appropriate decision-maker.
3. Manage: recuse the conflicted person, obtain independent information, use competitive bids or establish an impartial review.
4. Document: record the facts, decision process and rationale.

Fiduciary duties

Fiduciary duties arise when one party is entrusted to exercise power or discretion for another’s interests. The exact legal rules vary by jurisdiction and entity type, so entrepreneurs must obtain jurisdiction-specific advice. At a general level, duties commonly include:

• Duty of care: act with the care, diligence and informed judgement reasonably expected in the circumstances.
• Duty of loyalty: act in the interests of the venture or beneficiaries rather than exploiting the position for undisclosed personal gain.
• Duty of good faith: act honestly and for proper purposes.
• Duty to avoid or properly manage conflicts: do not place personal interests ahead of entrusted responsibilities without appropriate authorisation.
• Duty of confidentiality: protect non-public information and use it only for legitimate purposes.

Directors and senior agents may also owe duties concerning corporate opportunity, accurate records, solvency and compliance. Founders should not assume that ownership eliminates fiduciary responsibilities. A person can owe duties because of the role they perform, not merely because of their shareholding.

A simple conflict-of-interest example

Suppose a founder chooses a relative’s logistics company without comparing alternatives. The relative’s company may still provide excellent service, and the price may be reasonable. The decision is not automatically improper. However, the founder should disclose the relationship, avoid influencing the evaluation where feasible, obtain comparable quotations and document why the selected supplier offers value. Transparency and independent review convert a hidden conflict into a managed one.

4. Stakeholder Impacts and Responsible Value Creation

Stakeholder theory views the venture as accountable not only to owners but also to parties who affect or are affected by its activities. Typical stakeholders include customers, employees, investors, suppliers, communities, regulators, competitors and the natural environment.

Stakeholder analysis should not become an excuse to treat every preference as equally decisive. It is a method for identifying interests, dependencies, rights, risks and sources of legitimacy. Entrepreneurs can use the following sequence:

1. Map stakeholders and their relationship to the venture.
2. Identify benefits, harms, dependencies and vulnerabilities.
3. Assess the likelihood and severity of impacts.
4. Consider legal rights, contractual commitments and reasonable expectations.
5. Compare alternatives, including mitigation and compensation.
6. Engage affected groups where their knowledge or consent is relevant.
7. Monitor outcomes and revise the decision.

A decision that increases investor returns by transferring severe environmental or employment risks to people with little bargaining power may be financially attractive but ethically deficient. Conversely, responsible conduct does not require ignoring economic sustainability. A venture that becomes insolvent may be unable to protect any stakeholder. Responsible leadership therefore seeks viable value creation while preventing avoidable harm and distributing unavoidable risks fairly.

The concept of materiality is useful. An issue is material when it could significantly influence a stakeholder’s decision or the venture’s long-term performance. Materiality is contextual: cybersecurity may be central for a health-data platform, while supply-chain labour conditions may be central for a fashion venture.

5. Governance for Entrepreneurial Ventures

Governance is the system by which authority is allocated, decisions are made, performance is monitored and misconduct is addressed. Early-stage firms often rely on trust and informal communication. As complexity grows, informal arrangements become unreliable. Governance should develop proportionately rather than waiting for a crisis.

5.1 Core governance principles

Effective entrepreneurial governance normally includes:

• Accountability: decision-makers can be identified and must explain their actions.
• Transparency: material information is available to those entitled to rely on it.
• Responsibility: roles and duties are clearly allocated.
• Independence: important decisions receive scrutiny from people not controlled by the decision-maker.
• Fairness: comparable cases are treated consistently and vulnerable interests receive appropriate protection.
• Stewardship: resources and authority are used for legitimate organisational purposes.

5.2 Governance architecture by growth stage

At the earliest stage, a venture should establish basic records, founder agreements, authority limits, data controls and a process for disclosing conflicts. As the team grows, it should add written policies for recruitment, expenses, procurement, privacy, complaints and information security. With external investment or a formal board, it should introduce board reporting, reserved matters, independent advice, risk registers and audit or review procedures.

5.3 Accountability and speak-up systems

A code of ethics has little value if employees cannot report concerns safely. A credible speak-up system should offer accessible reporting channels, confidentiality where possible, protection against retaliation, timely investigation and proportionate remedies. Confidentiality is not an absolute promise of anonymity; legal duties may require disclosure. This limitation should be communicated honestly.

Boards and founders should examine not only whether misconduct occurred but also whether incentives made it predictable. Aggressive sales targets, opaque bonuses and tolerance of “successful” rule-breaking can create systemic ethical risk. Accountability therefore includes both individual consequences and organisational learning.

6. Responsible Leadership in Practice

Responsible leadership is demonstrated through repeated choices, especially when no external observer is present. Key behaviours include:

• modelling truthful communication;
• admitting uncertainty and correcting errors promptly;
• inviting dissenting views;
• separating personal relationships from organisational decisions;
• rewarding long-term value rather than only short-term results;
• protecting people who raise legitimate concerns;
• considering less powerful stakeholders in strategic decisions; and
• accepting responsibility rather than shifting blame.

Leaders should distinguish a mistake, a negligent failure and deliberate misconduct. A good-faith mistake may require correction and learning; negligence may require training or sanctions; deliberate deception may require strong disciplinary and legal responses. Treating all failures identically discourages reporting, while treating all misconduct as harmless destroys accountability.

A responsible leader also manages ethical culture through language. Statements such as “whatever it takes” or “the customer will never know” communicate permission. Statements such as “raise concerns early” and “we do not trade safety for speed” establish decision boundaries.

7. Technology, Data and Artificial Intelligence

Entrepreneurial ventures increasingly use analytics and AI in marketing, recruitment, credit assessment, customer service and product design. These tools create governance issues involving privacy, consent, accuracy, bias, explainability, security and accountability.

Important questions include:

• Was the data collected for a legitimate and adequately disclosed purpose?
• Is the data accurate, relevant and appropriately retained?
• Could the system disadvantage protected or vulnerable groups?
• Can a person challenge an important automated decision?
• Who approved the model, monitors its performance and responds to errors?
• Are confidential data and intellectual property exposed to a third-party system?

AI does not transfer responsibility from the entrepreneur to the software provider. A human decision-maker remains accountable for selecting the tool, defining its use, checking outputs and correcting harm. Governance should include documented purposes, access restrictions, testing for discriminatory effects, human review for high-impact decisions, incident reporting and periodic reassessment.

Entrepreneurs should also avoid overstating AI capabilities. Describing an experimental model as “objective” or “fully accurate” is potentially deceptive. Responsible communication identifies known limitations and the conditions under which performance has been evaluated.

8. An Integrated Ethical Decision Framework

When facing a difficult decision, entrepreneurs can use the following seven-step framework:

1. Clarify the decision: state the proposed action and the alternatives.
2. Gather material facts: identify what is known, uncertain or missing.
3. Map duties and stakeholders: include legal duties, contractual commitments and vulnerable parties.
4. Test the options: assess honesty, harm, fairness, consent, rights and precedent.
5. Seek challenge: consult an independent adviser or affected stakeholder where appropriate.
6. Decide and document: record the rationale, safeguards and dissenting views.
7. Review outcomes: monitor effects, remedy harm and update the policy.

This framework combines compliance, ethical reasoning and practical governance. It is not a mechanical formula. A decision can satisfy one test and fail another. For example, a disclosure may be legally sufficient but too obscure to support meaningful consent. The framework helps leaders recognise such tensions rather than hide them.

9. Illustrative Case: The RapidLaunch Data Partnership

This is a fictional illustrative case.

Background

RapidLaunch, a growing educational-technology venture, uses an AI tool to recommend learning content. A data broker offers access to millions of behavioural records. The broker claims that the data are “commercially available” and can be used without obtaining new consent. RapidLaunch is preparing for a major funding round and wants to demonstrate rapid user growth.

The chief executive proposes three actions: acquire the data immediately, describe the recommendation system to investors as “bias-free,” and offer a large discount to a school system if it signs within forty-eight hours. The sales director privately warns that the data may include children’s information. The broker also offers the chief executive a personal advisory fee if the deal proceeds.

Problem

The proposal raises several connected issues: privacy and consent, possible treatment of vulnerable data subjects, deceptive investor communication, coercive sales pressure, and an undisclosed conflict of interest.

Analysis

The data’s commercial availability does not establish that its use is ethically legitimate or legally permissible. The venture must determine the source, purpose, consent basis, retention conditions, security requirements and whether children’s data are included. The claim that the system is “bias-free” is unsupported and materially misleading unless validated under clearly defined conditions. A time-limited offer may be legitimate, but it becomes ethically problematic if the school is denied reasonable time to assess risks or if the discount conceals restrictive terms. The personal advisory fee is a direct conflict requiring disclosure and likely rejection.

Stakeholders include students and families, schools, employees, investors, the data broker and regulators. Students bear risks without having equivalent bargaining power. Investors need accurate information. The school needs meaningful understanding of the system and its limitations.

Approach and solution

The board pauses the transaction and requires independent privacy and security review. The chief executive discloses the proposed fee and recuses themself from approval; the fee is rejected. RapidLaunch requests evidence of lawful collection and purpose limitation, excludes records lacking reliable provenance, and conducts an impact assessment before deployment. The investor presentation changes “bias-free” to a qualified description of testing results and known limitations. The school receives a full explanation, a reasonable review period and contractual rights concerning security, human oversight and incident notification.

The venture establishes an AI governance owner, a data register, model-monitoring procedures and a complaint pathway for students and schools. It also records the board’s reasoning and schedules a post-deployment review.

Outcome

The launch is delayed, and some projected growth is lost. However, the venture avoids acquiring questionable data, improves investor credibility and secures a longer-term school partnership. The board also discovers that its incentive plan rewarded user-volume growth without measuring privacy or educational outcomes; it revises the performance criteria.

Learning points

1. Commercial urgency does not suspend ethical duties.
2. Accurate qualification is more responsible than unsupported certainty.
3. Conflicts must be disclosed and managed before decisions are made.
4. Vulnerable stakeholders require stronger safeguards, not merely standard contract language.
5. Governance should examine incentives, not only individual behaviour.
6. Responsible leadership may impose short-term costs while protecting long-term legitimacy.

10. Challenges and Limitations

Ethical governance is difficult because stakeholders may disagree about fairness, evidence may be incomplete and responsible action may impose immediate costs. Entrepreneurs also face jurisdictional variation: corporate, employment, privacy, consumer-protection and anti-corruption rules differ across countries. A policy designed for one legal system may not transfer directly to another.

There is also a danger of formalism. Checklists, codes and board minutes cannot guarantee ethical conduct. Organisations may produce impressive policies while rewarding the opposite behaviour. Governance must therefore be connected to incentives, leadership example, operational data and independent challenge.

Stakeholder approaches can become too broad if they provide no basis for prioritisation. Leaders should explain why some interests receive priority, identify non-negotiable rights and review decisions when circumstances change. Finally, transparency must be balanced with confidentiality, privacy and security. Responsible disclosure is not the same as publishing every piece of information.

Best-Practice Checklist for Entrepreneurs

Before approving a significant decision, ask:

• Have we identified the material facts and uncertainties?
• Are our statements accurate, complete enough to avoid misleading reliance and appropriately qualified?
• Is anyone being pressured through illegitimate threats or unreasonable time limits?
• Who has a conflict, and has it been disclosed and managed?
• Which stakeholders bear the greatest risks, and are they vulnerable?
• Are duties, authority and approval responsibilities clear?
• Can affected people challenge, complain or obtain a remedy?
• Do incentives encourage responsible behaviour?
• If technology or AI is involved, have privacy, bias, security and human oversight been addressed?
• Would we defend the decision if it were publicly examined?

Chapter Summary

Ethics, governance and responsible leadership are strategic foundations of entrepreneurial success. Ethical negotiation requires truthful communication, avoidance of coercion, fair procedures and respect for legitimate interests. Deception may arise through false statements or material omissions; coercion involves illegitimate pressure that undermines meaningful choice. Fairness includes distributive, procedural, interactional and restorative dimensions.

Conflicts of interest are not automatically wrongdoing, but they must be identified, disclosed, managed and documented. Fiduciary duties commonly require care, loyalty, good faith, confidentiality and proper management of conflicts, although their legal application depends on jurisdiction and organisational form. Stakeholder analysis helps entrepreneurs identify impacts, vulnerabilities and responsibilities beyond immediate owners.

Governance allocates authority, creates accountability and monitors risk. Proportionate controls include approval thresholds, financial checks, conflict registers, risk ownership, speak-up systems, data governance and board oversight. Responsible leaders model honesty, invite challenge, correct errors and align incentives with long-term value. In AI-enabled ventures, accountability remains with human decision-makers, who must address privacy, bias, security, explainability and remedy. An integrated ethical decision framework enables entrepreneurs to clarify facts, assess duties and impacts, seek challenge, document decisions and review outcomes.

Key Terms

Ethics: Principles concerning right conduct, duties, fairness and responsibility.

Responsible leadership: The exercise of influence with respect for dignity, legitimate interests and accountability.

Governance: Structures and processes for directing, monitoring and holding an organisation accountable.

Deception: Intentional communication or omission that causes a materially false belief.

Material omission: Failure to disclose information that could reasonably affect a decision.

Puffery: Vague promotional language not ordinarily understood as a precise factual claim.

Coercion: Use of illegitimate pressure or threats that undermines meaningful choice.

Distributive fairness: Fair allocation of benefits, costs and risks.

Procedural fairness: Fairness of the decision-making process.

Interactional fairness: Respectful and dignified treatment during interactions.

Conflict of interest: A personal or external interest that could improperly influence professional judgement.

Fiduciary duty: A duty arising from entrusted power to act for another’s legitimate interests.

Duty of care: Obligation to act with appropriate diligence, competence and informed judgement.

Duty of loyalty: Obligation to prioritise entrusted organisational interests over undisclosed personal gain.

Stakeholder: A person or group that affects or is affected by an organisation.

Accountability: Obligation to explain decisions and accept consequences or remedies.

Materiality: Significance of information or an impact to a decision or stakeholder.

Speak-up system: A channel through which concerns can be reported and investigated.

AI governance: Policies and controls for responsible development and use of artificial intelligence.

Review Questions

Short Answer Questions

1. Why are ethics and law not identical?
2. Distinguish deception from permissible negotiation persuasion.
3. What is a conflict of interest, and how should it be managed?
4. Identify three commonly recognised fiduciary duties.
5. Why is human accountability important when entrepreneurs use AI?

Long Answer Questions

1. Explain how distributive, procedural and interactional fairness affect entrepreneurial negotiations.
2. Discuss the relationship between stakeholder analysis and responsible value creation.
3. Explain how governance mechanisms should evolve as a venture grows.
4. Analyse how incentives and leadership behaviour influence ethical culture.
5. Evaluate the strengths and limitations of codes of ethics and compliance policies.

Analytical / Application Questions

1. A founder wants to hide a known product defect until after an investment round. Use the integrated ethical decision framework to analyse the proposal.
2. An entrepreneur plans to hire a sibling as a supplier without competitive bidding. Design a process that manages the conflict fairly.
3. An AI recruitment tool rejects applicants from one demographic at a higher rate but improves hiring speed. Advise the venture on governance, stakeholder and negotiation responses.

Multiple Choice Questions with Answers

Question 1

Which statement best distinguishes ethics from law?

A. Ethics concerns only financial performance, while law concerns culture.

B. Law establishes enforceable standards, while ethics also evaluates what ought to be done beyond minimum legal requirements.

C. Ethics applies only to private decisions, while law applies only to public decisions.

D. There is no meaningful distinction between ethics and law.

Correct Answer: B. Law establishes enforceable standards, while ethics also evaluates what ought to be done beyond minimum legal requirements.

Question 2

Which action is most clearly an example of material omission?

A. Stating a preferred price at the beginning of a negotiation

B. Using enthusiastic but obviously subjective promotional language

C. Failing to disclose a known safety defect that would affect the buyer’s decision

D. Requesting additional time to review a contract

Correct Answer: C. Failing to disclose a known safety defect that would affect the buyer’s decision

Question 3

What is the most appropriate first response when a decision-maker discovers a conflict of interest?

A. Conceal it unless someone asks

B. Disclose it to the appropriate decision-maker

C. Proceed quickly before the conflict becomes known

D. Transfer all organisational records to the interested party

Correct Answer: B. Disclose it to the appropriate decision-maker

Question 4

Which fiduciary duty most directly concerns avoiding undisclosed personal gain from an entrusted role?

A. Duty of loyalty

B. Duty of marketing

C. Duty of convenience

D. Duty of competition

Correct Answer: A. Duty of loyalty

Question 5

Which practice best supports procedural fairness?

A. Applying different unexplained standards to similar cases

B. Preventing affected parties from presenting relevant information

C. Using consistent criteria and providing an opportunity for relevant voice

D. Making decisions solely according to personal relationships

Correct Answer: C. Using consistent criteria and providing an opportunity for relevant voice

Question 6

A supplier is told that unless it accepts an unrelated personal threat, the entrepreneur will publicly damage its reputation. This is best classified as:

A. Ordinary bargaining

B. Puffery

C. Legitimate contractual enforcement

D. Coercion

Correct Answer: D. Coercion

Question 7

Which governance mechanism most directly helps manage procurement conflicts?

A. A conflict register, disclosure and recusal process

B. Removing all written records

C. Allowing one founder to approve every supplier

D. Rewarding purchases from relatives without review

Correct Answer: A. A conflict register, disclosure and recusal process

Question 8

What is a central stakeholder concern when an educational venture uses children’s behavioural data?

A. Whether the logo is visually attractive

B. Whether data use has legitimate purpose, adequate safeguards and appropriate consent

C. Whether competitors have larger offices

D. Whether the founder prefers rapid expansion

Correct Answer: B. Whether data use has legitimate purpose, adequate safeguards and appropriate consent

Question 9

Why should an entrepreneur avoid describing an AI system as “bias-free” without strong evidence?

A. AI systems are never allowed in business

B. The statement may be materially misleading and conceal limitations or unequal impacts

C. Investors are prohibited from receiving performance information

D. Human oversight is unnecessary when software is used

Correct Answer: B. The statement may be materially misleading and conceal limitations or unequal impacts

Question 10

Which sequence best reflects the integrated ethical decision framework?

A. Decide privately, conceal uncertainty, then seek approval

B. Clarify facts, map duties and stakeholders, test options, seek challenge, document and review

C. Maximise immediate profit, then identify affected stakeholders

D. Delegate the decision to software and avoid further responsibility

Correct Answer: B. Clarify facts, map duties and stakeholders, test options, seek challenge, document and review