Global Entrepreneurship & Innovation

Chapter 11
Intellectual Property, Law, Governance and Ethics

Bachelors Program in International Business
Global Entrepreneurship & Innovation   •   Bachelor

Intellectual Property, Law, Governance and Ethics

Introduction

International entrepreneurship depends on more than an attractive product and a promising market. It also depends on the entrepreneur’s ability to identify, protect and responsibly use intangible assets; negotiate enforceable agreements; comply with taxation and regulation; and establish governance systems that preserve trust. A firm may possess excellent technology yet fail because it infringes a patent, loses confidential information, misclassifies workers, violates privacy law, pays an improper facilitation payment, or enters a foreign market without understanding local licensing rules.

Intellectual property (IP), law, governance and ethics are therefore strategic capabilities. They influence competitive advantage, investment readiness, market access, reputation and the long-term legitimacy of an enterprise. In international business, these issues become more complex because legal systems, enforcement practices, tax regimes, cultural expectations and regulatory institutions differ across jurisdictions.

This chapter develops a practical framework for managing these risks. It distinguishes major forms of intellectual property, explains the role of contracts and compliance systems, examines corporate governance and stakeholder accountability, and applies ethical reasoning to privacy, responsible innovation and anti-corruption.

Learning Objectives

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

  1. Distinguish patents, trademarks, copyright, trade secrets and related IP rights.
  2. Design an IP strategy appropriate to an international venture’s assets and markets.
  3. Explain how contracts allocate rights, obligations, risk and remedies.
  4. Identify major taxation, employment, data, product and market-entry compliance issues.
  5. Analyse governance mechanisms, stakeholder accountability and ethical dilemmas.
  6. Recommend practical controls for privacy, responsible innovation and anti-corruption.
  7. Evaluate legal and ethical risks in an international entrepreneurial case.

1. Intellectual Property as a Strategic Asset

Intellectual property consists of legally recognized interests in creations of the mind. Unlike physical property, IP can often be used simultaneously by many people. Its economic value depends on legal enforceability, commercial relevance, scarcity and the ability of the owner to prevent unauthorized exploitation.

A useful strategic distinction is between ownership, control and access. A firm may own a patent but license it to another company; control software through copyright while relying on open-source components; or access technology through a contractual licence without owning it. These arrangements have different consequences for valuation, investment, competition and international expansion.

IP strategy should be integrated with business strategy. Before entering a market, a venture should ask:

  • What knowledge, brand elements, designs, data and creative works create value?
  • Who legally owns each asset—the founders, employees, contractors, universities or partners?
  • In which countries is protection necessary?
  • Should the firm protect, license, publish, keep secret or abandon the asset?
  • How will infringement be detected and enforced?

1.1 Patents

A patent grants an inventor or assignee an exclusive legal right, for a limited period and within specified jurisdictions, to prevent others from making, using, selling or importing the claimed invention, subject to applicable law. In exchange, the invention is disclosed publicly.

Patentability commonly requires:

  • Patentable subject matter: The invention must fall within legally eligible categories.
  • Novelty: It must not have been publicly disclosed before the relevant filing or priority date.
  • Inventive step or non-obviousness: It must not be an obvious development to a skilled person in the field.
  • Industrial applicability or utility: It must be capable of practical use.
  • Sufficient disclosure: The application must describe the invention adequately.

Patent rights are territorial. A patent granted in one country does not automatically create enforceable rights worldwide. International filing systems can simplify procedures, but they do not create a single universal patent. Entrepreneurs must also consider prior-art searches, filing sequence, translation, renewal fees, enforcement costs and freedom to operate.

A freedom-to-operate analysis asks whether commercializing a product may infringe other parties’ live rights. Patentability and freedom to operate are different: a venture may obtain a patent for an improvement while still infringing an earlier broad patent.

Patents are valuable where disclosure is acceptable and imitation is technically detectable. They may be less suitable where the invention is difficult to reverse-engineer and secrecy can be maintained. Premature publication, including a conference presentation, investor pitch or online post, may destroy novelty in some jurisdictions.

1.2 Trademarks

A trademark identifies and distinguishes the source of goods or services. It may consist of a word, logo, symbol, colour combination, sound or other legally recognized sign. Trademark value is closely linked to consumer trust and brand reputation.

A venture should conduct clearance searches before adopting a name or logo. The proposed mark should be assessed for similarity to existing marks, linguistic meaning in target markets, domain-name availability and cultural sensitivity. Registration can strengthen enforcement, but use and renewal requirements vary by jurisdiction. A brand strategy should also address counterfeit goods, unauthorized distributors and online misuse.

A key distinction is between descriptive and distinctive marks. Descriptive terms may be difficult to protect unless they acquire secondary meaning, whereas arbitrary or suggestive marks generally offer stronger protection. A mark that is harmless in one language may be offensive or misleading in another.

1.3 Copyright

Copyright protects original expression, such as software code, written content, photographs, music, videos, architectural drawings and certain databases. It generally protects the expression of an idea, not the underlying idea, method or principle.

Copyright normally arises automatically when qualifying work is created, although registration or recordation may provide evidentiary or procedural advantages in some countries. Ownership is not always obvious. Employee-created works may belong to the employer under applicable law, while contractor-created works often require an explicit assignment. A contract should identify the deliverables, rights transferred, territory, duration, payment and rights to modify or sublicense.

Software raises special issues. Source code may be protected by copyright, while technical functionality may potentially be protected by patent in some jurisdictions. Open-source software is not “free of obligations.” Licences may require attribution, disclosure of modified source code, preservation of licence notices or distribution under the same licence. A software venture should maintain a component inventory and review licence compatibility before commercialization.

1.4 Trade Secrets and Confidential Information

A trade secret is commercially valuable information that is not generally known and is subject to reasonable measures to preserve secrecy. Examples include algorithms, formulas, customer lists, manufacturing processes, pricing models and strategic plans.

Protection depends less on registration than on conduct. Effective measures include confidentiality agreements, access controls, employee training, classification policies, secure storage, exit procedures and monitoring of data transfers. A confidentiality agreement should define confidential information, permitted use, exclusions, duration, disclosure exceptions and remedies.

Trade-secret protection may be lost through careless disclosure. It is also limited where a competitor independently develops the information or lawfully reverse-engineers a product. Consequently, firms often combine trade secrets with patents, copyright, contractual controls and technical security.

1.5 Designs, Domain Names and Geographical Indications

Industrial design rights can protect the visual appearance of a product. Domain names are governed partly by registration rules and dispute-resolution procedures, and they should be managed as business assets rather than treated as automatically equivalent to trademarks. Geographical indications identify products associated with a particular region and qualities or reputation linked to that origin.

2. Building an International IP Management System

An IP system should begin with an asset audit. The venture identifies inventions, marks, software, content, data, designs, know-how and contractual rights. Each asset is then classified according to value, legal protection, ownership, confidentiality and geographic importance.

A practical decision sequence is:

  1. Identify the asset and its business purpose.
  2. Verify ownership and chain of title.
  3. Search for third-party rights and regulatory restrictions.
  4. Select protection: patent, registration, secrecy, contract, publication or a combination.
  5. Prioritize jurisdictions according to revenue, manufacturing, competition and enforcement conditions.
  6. Budget for filing, renewal, monitoring, licensing and enforcement.
  7. Review the portfolio as the business model changes.

Licensing is an important international strategy. A licence may be exclusive, sole or non-exclusive; limited by territory, field of use, duration, channel or product; and conditioned on royalties, milestones, quality controls, reporting and audit rights. Cross-border licences should address currency, withholding tax, export controls, governing law, dispute resolution, improvements and ownership of derivative works.

Illustrative royalty example. Suppose a licence requires a royalty of 4% of eligible net sales. If eligible net sales are $250,000, the royalty is:

Royalty = 0.04 × $250,000 = $10,000

The calculation assumes that the contract defines eligible net sales as $250,000 and does not provide deductions, minimum royalties or tiered rates. In practice, the definition of the royalty base is often more important than the percentage itself.

3. Contracts and Commercial Risk Allocation

Contracts transform business expectations into legally enforceable commitments. They allocate risk, establish performance standards and create evidence of agreed rights. Important international agreements include founder agreements, employment contracts, contractor agreements, non-disclosure agreements, supplier contracts, distribution agreements, joint-venture agreements, technology licences and terms of service.

A well-designed contract should clarify:

  • Parties and authority to sign
  • Scope of work and deliverables
  • Price, currency, taxes and payment timing
  • Acceptance criteria and service levels
  • Ownership and licensing of IP
  • Confidentiality and data handling
  • Warranties, indemnities and limitations of liability
  • Compliance with law and audit rights
  • Termination and consequences of termination
  • Governing law and dispute-resolution forum
  • Force majeure and business-continuity arrangements

Contracts do not eliminate risk; they distribute it. An indemnity may require one party to defend and compensate another for specified claims, while a limitation-of-liability clause may cap recoverable damages. Such clauses must be interpreted alongside mandatory consumer, employment, competition and data-protection laws, which may override private agreements.

Electronic contracting creates additional concerns, including authentication, evidence of assent, version control, electronic signatures, click-wrap design and retention of records. Entrepreneurs should avoid copying online contract templates without considering jurisdiction, transaction type and regulatory requirements.

4. Taxation and Regulatory Compliance

International ventures encounter several layers of taxation: corporate income tax, consumption taxes such as VAT or GST, payroll taxes, customs duties, withholding taxes and taxes associated with digital services or permanent establishment. The correct treatment depends on facts and local law.

A permanent establishment may arise when a business has a sufficiently fixed place of business or dependent agent in another jurisdiction. This can create filing and tax obligations even when the company was incorporated elsewhere. Transfer pricing rules may apply to transactions between related entities and generally seek to align prices with arm’s-length conditions.

Compliance should be managed as a system rather than as a last-minute filing exercise. A compliance register can record each obligation, responsible owner, deadline, evidence required and escalation procedure. The venture should obtain qualified advice on tax residence, indirect-tax registration, customs classification, payroll, employment status and cross-border payments.

Other regulatory domains may include:

  • Product safety, labelling and certification
  • Import, export and sanctions controls
  • Competition and consumer-protection law
  • Financial services and anti-money-laundering rules
  • Employment, immigration and occupational safety law
  • Environmental permits and reporting
  • Sector-specific licensing, such as health, food, education or telecommunications
  • Data protection and cybersecurity requirements

Regulatory compliance is not identical to ethical conduct. A practice may be technically legal but still misleading, exploitative or harmful. Responsible firms therefore establish standards that exceed the minimum where social impact warrants it.

5. Corporate Governance and Stakeholder Accountability

Corporate governance concerns how an organization is directed, controlled and held accountable. It includes the relationship among owners, directors, managers, employees, creditors, customers, regulators and other stakeholders.

A sound governance structure normally includes:

  • Clearly defined authority and decision rights
  • Separation, where appropriate, between oversight and executive management
  • Accurate financial and operational reporting
  • Controls over conflicts of interest and related-party transactions
  • Risk management and internal controls
  • Protection for whistleblowers
  • Documented approval thresholds
  • Periodic performance and compliance review

The agency problem arises when managers’ interests diverge from those of owners or other stakeholders. Information asymmetry makes monitoring difficult. Governance mechanisms—independent directors, audits, disclosure, incentive design and shareholder rights—reduce but do not eliminate this problem.

Stakeholder accountability broadens analysis beyond shareholder returns. A venture may create value for investors while imposing privacy, labour, environmental or community costs. Stakeholder governance asks who bears risks, who benefits, whose voice is absent and how remedy will be provided.

A useful decision framework is to assess a proposed action through four tests:

  1. Legality: Is it permitted by applicable law?
  2. Rights: Does it respect affected persons’ rights and consent?
  3. Consequences: Are benefits and harms reasonably balanced?
  4. Integrity: Is the decision consistent with the organization’s stated values?

These tests do not replace legal advice or ethical judgment, but they expose risks that a narrow profit analysis may miss.

6. Privacy, Data Governance and Responsible Innovation

Data-driven entrepreneurship creates opportunities for personalization, automation and international scaling, but it also creates obligations. Privacy governance should address the full data lifecycle: collection, notice, consent or another lawful basis, use, sharing, storage, retention, access, correction, deletion and secure disposal.

Core principles found in many modern privacy regimes include purpose limitation, data minimization, accuracy, security, transparency and accountability. A firm should collect only data necessary for a specified purpose and should not quietly repurpose it for incompatible objectives.

A practical privacy programme includes:

  • A data inventory and record of processing activities
  • Classification of personal, sensitive and confidential data
  • Privacy notices written in understandable language
  • Appropriate consent or other lawful basis
  • Vendor due diligence and data-processing agreements
  • Access controls, encryption and incident-response procedures
  • Retention schedules and deletion mechanisms
  • Processes for individual rights requests
  • Privacy impact assessments for high-risk projects

International data transfers may require contractual safeguards, adequacy mechanisms, localization measures or regulatory approval, depending on the jurisdictions involved. A company should not assume that storing data with a cloud provider transfers legal responsibility to the provider.

Responsible innovation extends beyond privacy. It asks whether a product is safe, inclusive, explainable, environmentally sustainable and aligned with human interests. For artificial-intelligence systems, relevant controls include data-quality review, bias testing, human oversight, documentation, model monitoring, security testing and appeal mechanisms. The appropriate level of control depends on the system’s impact. A recommendation tool for music generally presents lower risks than an automated system affecting employment, credit, health or essential services.

7. Anti-Corruption and Ethical International Business

Corruption includes bribery, kickbacks, improper gifts, concealed conflicts and misuse of entrusted power. International ventures may face requests for facilitation payments, demands involving intermediaries, politically exposed persons and opaque public procurement.

An effective anti-corruption programme is risk-based. It should include:

  • Leadership commitment and a clear code of conduct
  • Due diligence on agents, distributors and joint-venture partners
  • Contractual compliance obligations and audit rights
  • Rules for gifts, hospitality, charitable contributions and sponsorships
  • Accurate books and records
  • Segregation of approval and payment duties
  • Training tailored to high-risk roles and countries
  • Confidential reporting channels and non-retaliation
  • Investigation and remediation procedures

Third-party intermediaries are a major risk because a company may be held responsible for misconduct performed on its behalf, depending on applicable law. Warning signs include unusually high commissions, requests for cash, vague services, refusal to disclose ownership, political connections and pressure to bypass normal procurement.

Ethical relativism—the belief that conduct is acceptable merely because it is locally customary—can be dangerous. Cultural sensitivity is important, but fundamental commitments to honesty, safety, human dignity and fair dealing should not be abandoned. A venture should establish a global baseline while adapting legitimate practices to local contexts.

8. Contemporary Strategic Challenges

Several developments are reshaping legal and ethical management. Digital platforms make infringement, counterfeit distribution and cross-border data flows faster and harder to monitor. Generative AI raises questions about training data, authorship, confidentiality, output ownership and inaccurate or biased content. Supply-chain fragmentation increases exposure to sanctions, forced labour, environmental harm and third-party misconduct. Regulators are also demanding greater transparency concerning sustainability, cybersecurity, algorithmic decision-making and corporate tax practices.

Entrepreneurs should avoid treating compliance as a barrier to innovation. Early legal and ethical design can reduce redesign costs, improve investor confidence, strengthen customer trust and create differentiation. Conversely, a culture that rewards rapid growth without accountability may produce hidden liabilities that destroy enterprise value.

Applied Case: Meridian Health Technologies (Illustrative Case)

Background

Meridian Health Technologies is a fictional start-up developing a wearable device that monitors selected physiological indicators and provides wellness recommendations through a mobile application. The founders plan to manufacture through a supplier in Country A, sell online in Countries B and C, and use a cloud provider located in Country D.

Problem

Before launch, Meridian discovers four issues. First, one founder’s former university may claim rights in an algorithm developed using university laboratory equipment. Second, the proposed brand is similar to a registered mark in Country C. Third, the application collects location and health-related data without a clear explanation of secondary uses. Fourth, a local distributor in Country B requests a large “market access fee” payable to a consultant connected to a public hospital.

Analysis

The algorithm requires a chain-of-title investigation, including university policies, funding conditions, employment arrangements and inventor contributions. Meridian should obtain written assignments or licences before seeking investment. A patent search and freedom-to-operate analysis are also needed; patenting the algorithm, if legally available, would not by itself resolve ownership or third-party infringement.

The trademark conflict should be assessed before launch. Meridian may select a new mark, negotiate coexistence, or limit the geographic scope of use, but it should not assume that a domain-name registration creates trademark rights.

Health-related data may be sensitive personal data under applicable law. Meridian needs a documented data map, a lawful processing basis, transparent notices, retention limits, security controls and a vendor agreement with the cloud provider. If the device makes medical claims, product classification and regulatory approval may be required; marketing it merely as a wellness product does not automatically avoid regulatory scrutiny.

The consultant payment presents corruption risk. Meridian should pause the transaction, conduct enhanced due diligence, verify legitimate services, obtain approvals, prohibit cash payments, require accurate invoices and refuse the arrangement if it cannot be transparently justified. Commercial urgency is not a defence to bribery.

Approach and Outcome

Meridian establishes an IP committee, obtains a university licence, rebrands for Country C, performs a privacy impact assessment and redesigns the application to minimize location collection. It classifies the device accurately and begins the required product-compliance process. The company rejects the opaque consultant arrangement and selects a distributor with transparent ownership and compliance procedures.

The launch is delayed by three months, but Meridian avoids a potential infringement dispute, improves investor due diligence results and gains customer trust through clearer privacy controls. The case illustrates that legal and ethical review can improve strategic resilience rather than merely increase cost.

Learning Points

  1. Ownership must be verified before commercialization or fundraising.
  2. Patent strategy and freedom to operate are separate analyses.
  3. Branding requires country-specific clearance.
  4. Privacy, product regulation and marketing claims interact.
  5. Third-party payments require risk-based due diligence.
  6. Responsible governance should begin before the first major international transaction.

Best-Practice Implementation Checklist

An international venture should maintain:

  • An IP register and chain-of-title documentation
  • A patent, trademark and copyright clearance process
  • Confidentiality and information-security controls
  • Standard contract playbooks with local legal review
  • A tax and regulatory obligations register
  • Approval rules for high-risk transactions
  • A board or advisory mechanism for oversight
  • Privacy-by-design and incident-response procedures
  • Anti-bribery training, third-party screening and reporting channels
  • Periodic audits, risk assessments and corrective-action tracking

These controls should be proportionate to the venture’s size and risk. A small enterprise may combine roles, but it should not eliminate accountability. Records, escalation routes and independent review become increasingly important as the enterprise expands across borders.

Chapter Summary

Intellectual property, law, governance and ethics form an integrated strategic capability for international entrepreneurship. Patents protect qualifying inventions through territorial rights; trademarks protect source identification; copyright protects original expression; and trade secrets protect valuable confidential information when reasonable secrecy measures are maintained. Effective IP management requires asset identification, ownership verification, clearance, jurisdictional prioritization, licensing discipline and enforcement planning.

Contracts allocate rights and risks but cannot override mandatory law. International ventures must assess taxation, permanent-establishment exposure, employment, product safety, competition, data protection, customs, sanctions and sector-specific regulation. Governance provides decision rights, oversight, internal controls, transparency and stakeholder accountability. Privacy and responsible innovation require lifecycle controls, data minimization, security, human oversight and attention to social consequences. Anti-corruption programmes depend on leadership, due diligence, accurate records, training, reporting and remediation.

The central managerial lesson is that compliance and ethics should be designed into the business model from the beginning. Early review may slow a launch, but it reduces costly disputes, protects reputation, improves investment readiness and supports sustainable international growth.

Key Terms

Intellectual property: Legally recognized rights in creations of the mind.

Patent: A territorial, time-limited exclusive right concerning a qualifying invention.

Trademark: A sign that distinguishes the goods or services of one source from another.

Copyright: Protection for original expression such as software, text, images and music.

Trade secret: Valuable non-public information protected through reasonable secrecy measures.

Freedom to operate: Analysis of whether planned activity may infringe third-party rights.

Chain of title: Evidence showing how ownership of an asset passed from creator to current owner.

Licence: Permission to use an IP right under specified conditions.

Confidentiality agreement: Contract controlling disclosure and use of confidential information.

Permanent establishment: A taxable business presence that may arise in another jurisdiction.

Transfer pricing: Pricing of transactions between related entities.

Corporate governance: Systems by which an organization is directed, controlled and held accountable.

Stakeholder accountability: Responsibility to consider and answer to parties affected by organizational conduct.

Privacy by design: Building privacy protections into products and processes from the outset.

Data minimization: Limiting collection to data necessary for a specified purpose.

Responsible innovation: Innovation attentive to safety, rights, inclusion, sustainability and social effects.

Bribery: Offering or receiving an improper advantage to influence a decision or action.

Due diligence: Investigation undertaken to identify legal, commercial, ethical or operational risk.

Whistleblower: A person who reports suspected wrongdoing through an internal or external channel.

Review Questions

Short Answer Questions

  1. What is the difference between patentability and freedom to operate?
  2. Why are trade secrets dependent on organizational conduct?
  3. Identify four matters that should be addressed in an international contract.
  4. What is meant by data minimization?
  5. Why do third-party intermediaries create anti-corruption risk?

Long Answer Questions

  1. Compare patents, trademarks, copyright and trade secrets, including their strategic advantages and limitations.
  2. Explain how an international venture can establish an effective IP management system.
  3. Discuss the relationship between corporate governance and stakeholder accountability.
  4. Analyse the principal taxation and regulatory issues faced by a digital venture expanding internationally.
  5. Explain how privacy governance and responsible innovation can be incorporated into product development.

Analytical / Application Questions

  1. A software start-up discovers that a contractor reused code from a previous employer. What legal, contractual and ethical steps should the start-up take before release?
  2. An overseas agent requests a large commission and refuses to disclose the ultimate recipient. Apply a risk-based anti-corruption framework to decide whether the relationship should proceed.
  3. Design a governance and compliance plan for a wearable-health venture that collects sensitive data, uses AI recommendations and sells through international distributors.

Multiple Choice Questions with Answers

Question 1

Which statement best distinguishes patentability from freedom to operate?

A. Patentability concerns whether an invention qualifies for protection, while freedom to operate concerns possible infringement of others’ rights.

B. Patentability applies only to trademarks, while freedom to operate applies only to copyright.

C. Patentability guarantees worldwide protection, while freedom to operate guarantees regulatory approval.

D. Patentability concerns tax registration, while freedom to operate concerns employment contracts.

Correct Answer: A. Patentability concerns whether an invention qualifies for protection, while freedom to operate concerns possible infringement of others’ rights.

Question 2

Which condition is most directly associated with trade-secret protection?

A. The information must be registered in every country.

B. The information must be publicly disclosed in exchange for exclusivity.

C. The owner must take reasonable measures to preserve secrecy.

D. The information must always be a physical product.

Correct Answer: C. The owner must take reasonable measures to preserve secrecy.

Question 3

A licence charges 4% of eligible net sales of $250,000. What royalty is payable, assuming no deductions or minimum payment?

A. $1,000

B. $10,000

C. $25,000

D. $100,000

Correct Answer: B. $10,000

Question 4

Which contractual provision primarily addresses ownership and permitted use of inventions, software or creative works?

A. Force majeure clause

B. Intellectual-property clause

C. Currency-conversion clause

D. Notice clause

Correct Answer: B. Intellectual-property clause

Question 5

What is the main purpose of a freedom-to-operate analysis?

A. To determine whether a product is profitable.

B. To identify whether commercialization may infringe third-party rights.

C. To calculate payroll taxes.

D. To select a company’s board chair.

Correct Answer: B. To identify whether commercialization may infringe third-party rights.

Question 6

Which practice best reflects data minimization?

A. Collecting all available data in case it becomes useful later.

B. Keeping personal data indefinitely without review.

C. Collecting only data necessary for a specified legitimate purpose.

D. Sharing customer data with all suppliers by default.

Correct Answer: C. Collecting only data necessary for a specified legitimate purpose.

Question 7

Which situation is a significant warning sign involving an intermediary?

A. A transparent contract with defined services and reasonable fees.

B. A request for an unusually high commission and refusal to disclose ownership.

C. A supplier providing audited financial statements.

D. A distributor accepting compliance training.

Correct Answer: B. A request for an unusually high commission and refusal to disclose ownership.

Question 8

Which governance mechanism helps address conflicts between managers and owners?

A. Eliminating financial reporting.

B. Removing approval controls.

C. Independent oversight and accurate disclosure.

D. Allowing managers to approve all related-party transactions privately.

Correct Answer: C. Independent oversight and accurate disclosure.

Question 9

Why does a patent granted in one country not automatically protect an invention worldwide?

A. Patents are generally territorial rights.

B. Patents protect only physical products.

C. International law prohibits all foreign filings.

D. Patent rights expire immediately after grant.

Correct Answer: A. Patents are generally territorial rights.

Question 10

Which action best demonstrates responsible innovation in a high-impact AI system?

A. Removing human oversight to increase speed.

B. Avoiding documentation so competitors cannot learn about the system.

C. Testing for bias, monitoring performance and providing meaningful review or appeal.

D. Collecting sensitive data without informing users.

Correct Answer: C. Testing for bias, monitoring performance and providing meaningful review or appeal.

Global Entrepreneurship & Innovation
Chapter 11 of 14