The Organizational and Global Management Environment

Introduction

Organizations do not operate in isolation. Their decisions, performance, employment practices, and survival are shaped by forces inside the organization and by economic, technological, political, social, environmental, legal, and competitive conditions outside it. Managers therefore need more than technical knowledge of planning, organizing, leading, and controlling. They must be able to interpret an environment that is interconnected, dynamic, and often uncertain.

For human resource managers, environmental understanding is especially important. Workforce planning depends on labor-market conditions; recruitment is influenced by demographic and technological change; compensation is affected by inflation, legislation, and competition; and employee relations are shaped by social expectations and institutional rules. A sound understanding of the organizational and global environment allows managers to identify opportunities, anticipate threats, protect stakeholder interests, and align organizational capabilities with changing conditions.

This chapter develops an integrated approach based on stakeholder analysis, environmental scanning, PESTLE analysis, globalization, competition, institutional forces, organizational culture, sustainability, and uncertainty.

Learning Objectives

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

1. Distinguish between internal, external, general, and task environments.
2. Identify and analyze organizational stakeholders.
3. Apply environmental scanning and the PESTLE framework.
4. Explain how globalization changes managerial and HRM decisions.
5. Analyze competition, institutional forces, and organizational culture.
6. Evaluate sustainability, ethical responsibilities, and uncertainty.
7. Integrate environmental information into practical managerial decisions.

1. The Organization as an Open System

An organization is an open system because it exchanges resources, information, people, money, technology, and legitimacy with its environment. Inputs such as employees, capital, materials, data, and energy are transformed through organizational processes into outputs such as products, services, wages, knowledge, and social value. Feedback from customers, regulators, employees, investors, and communities influences subsequent decisions.

This perspective contrasts with the closed-system assumption that organizational performance can be explained mainly by internal structures and managerial actions. In reality, even an efficiently managed organization can struggle when its market collapses, regulation changes, a technology becomes obsolete, or public trust is lost.

The environment can be divided in several useful ways:

These categories overlap. A new employment law is part of the general environment, but its effects become task-level issues when the HR department must change contracts, schedules, or compliance procedures.

Internal environment

The internal environment includes resources and processes that managers can influence more directly than external forces. Important elements include:

• Resources: financial capital, physical facilities, intellectual property, technology, data, and human talent.
• Capabilities: the organization’s ability to coordinate resources and perform activities effectively.
• Structure: reporting relationships, division of work, authority, and coordination mechanisms.
• Leadership: the values, decisions, and behaviors of senior and line managers.
• Culture: shared assumptions and norms that influence how people interpret and respond to events.
• Systems: HR, financial, information, quality, risk, and performance-management systems.

Internal strengths are not automatically valuable. A resource creates strategic value when it is useful, relatively scarce, difficult to imitate, and supported by appropriate organizational systems. For example, a large employee database may be less valuable than a smaller database with accurate, ethically collected, and analytically useful information.

2. Stakeholder Analysis

A stakeholder is an individual, group, or institution that can affect an organization, is affected by it, or has a legitimate interest in its decisions. Stakeholder theory broadens managerial attention beyond shareholders or owners. It recognizes that sustainable organizational performance depends on relationships with employees, customers, suppliers, governments, communities, and other parties.

Primary and secondary stakeholders

Primary stakeholders are directly necessary for organizational continuity. They commonly include employees, customers, owners, investors, suppliers, lenders, and regulators. Secondary stakeholders may not transact directly with the organization but can influence reputation, legitimacy, or public debate. Examples include the media, advocacy groups, professional associations, and local communities.

The same group may have different roles. Government can be a regulator, customer, employer, and source of funding. Employees are labor providers, internal stakeholders, organizational knowledge holders, and often consumers of the organization’s products.

Stakeholder salience

Managers cannot always satisfy every demand simultaneously. A practical analysis considers three attributes:

1. Power: the ability to influence organizational decisions or outcomes.
2. Legitimacy: the social, legal, or moral appropriateness of the stakeholder’s claim.
3. Urgency: the degree to which a claim requires immediate attention.

A stakeholder with all three attributes is highly salient. However, low current power does not mean that a group is unimportant. A community affected by pollution may initially have limited influence but can gain power through legal action, media attention, alliances, or consumer campaigns.

Conducting a stakeholder analysis

A useful process is:

1. List groups affected by, or able to affect, the organization.
2. Identify each group’s interests, expectations, resources, and possible sources of influence.
3. Assess power, legitimacy, and urgency.
4. Examine conflicts among stakeholder expectations.
5. Decide how the organization will communicate, consult, involve, or negotiate with each group.
6. Monitor changes in stakeholder influence and expectations.

A power–interest matrix can support prioritization. High-power, high-interest stakeholders require close management. High-power, low-interest stakeholders should be kept satisfied. Low-power, high-interest groups should be kept informed and may become influential if they mobilize. Low-power, low-interest groups should still be monitored.

Stakeholder analysis is not merely a public-relations exercise. It can reveal operational risks. For example, ignoring employee concerns about algorithmic scheduling may result in absenteeism, turnover, union activity, or reputational damage.

3. Environmental Scanning and PESTLE Analysis

Environmental scanning is the systematic collection and interpretation of information about external conditions. It differs from random information gathering because it is purposeful, continuous, and connected to decisions.

Scanning commonly involves four stages:

• Scanning: identifying broad signals and emerging trends.
• Monitoring: tracking selected trends over time.
• Forecasting: considering how trends may develop.
• Assessing: estimating their implications for organizational choices.

Managers should distinguish facts, assumptions, interpretations, and forecasts. A report stating that a law has been enacted is different from a forecast that the law will increase labor costs by a particular amount.

The PESTLE framework

PESTLE organizes broad environmental forces into six categories:

PESTLE is a classification tool, not a prediction machine. Its value depends on the quality of evidence and the manager’s ability to connect environmental changes to organizational consequences.

From trend to implication

A strong PESTLE analysis follows a chain:

Environmental change → organizational exposure → possible impact → response options

For example, stricter emissions regulation may expose a transport company with an aging vehicle fleet. The impact may include capital expenditure, skills shortages, and revised job designs. Response options may include fleet replacement, employee reskilling, supplier partnerships, or a change in business model.

Managers should assess both the likelihood and impact of an event. A simple risk-priority approach is:

Likelihood and impact must be defined on compatible scales, such as 1 to 5. The product is a prioritization aid, not a precise probability of loss. It assumes that the selected scales are meaningful and that multiplying them provides a useful approximation. It should not replace legal, financial, safety, or expert analysis.

4. Globalization and International Management

Globalization refers to the increasing integration of markets, production, finance, technology, communication, and social relationships across national boundaries. It may create access to new customers, talent, suppliers, knowledge, and investment. It can also expose organizations to exchange-rate movements, geopolitical conflict, supply-chain disruption, cultural misunderstandings, and different legal standards.

Globalization affects HRM in several ways:

• Organizations may recruit across national labor markets.
• Managers must address immigration, work authorization, and employment law.
• International assignments require selection, preparation, compensation, and repatriation support.
• Teams may work across time zones and cultures.
• Employment expectations concerning hierarchy, feedback, conflict, and communication may differ.
• Data, privacy, and employee-monitoring rules may vary between jurisdictions.

A global strategy must balance integration and responsiveness. Integration seeks common systems, consistent standards, economies of scale, and a shared identity. Responsiveness recognizes local law, culture, customer preferences, labor markets, and institutional expectations. Excessive integration can impose inappropriate practices; excessive localization can produce duplication and inconsistency.

Cultural intelligence and ethical consistency

Cultural intelligence is the capability to function effectively in culturally diverse settings. It includes knowledge of cultural patterns, motivation to engage across cultures, and the ability to adapt behavior without abandoning ethical principles.

Managers should distinguish between cultural adaptation and ethical relativism. Communication style may appropriately vary by culture, but fundamental commitments such as non-discrimination, freedom from forced labor, safe working conditions, and protection of personal information should not be treated as optional merely because local practices differ.

Global supply chains create additional responsibility. An organization may not directly employ workers in a supplier’s facility, but purchasing decisions, delivery deadlines, and pricing pressure can influence working conditions. Responsible global management therefore requires due diligence, supplier standards, credible audits, worker voice, remediation, and ongoing monitoring.

5. Competition and Industry Conditions

Competition concerns the struggle among organizations for customers, resources, talent, legitimacy, and economic returns. Competition is not limited to organizations selling identical products. Substitutes, new technologies, alternative employment arrangements, and changing customer behavior can all create competitive pressure.

A useful industry analysis considers:

1. Rivalry among existing organizations.
2. The threat of new entrants.
3. The bargaining power of suppliers.
4. The bargaining power of buyers or customers.
5. The threat of substitute products or services.
6. Complementors and ecosystem partners that increase the value of an offering.

Competitive conditions affect HR decisions. Intense rivalry may increase demand for scarce technical skills and raise compensation. A threat from automation may require reskilling. A reputation for poor employment practices may weaken the organization’s ability to attract talent, even when its financial rewards are competitive.

Competition should not be interpreted as a justification for unethical conduct. Wage theft, collusion, discriminatory hiring, misleading claims, and exploitative labor practices may create short-term advantages but generate legal, reputational, and human costs.

6. Institutional Forces and Organizational Legitimacy

Institutional theory explains how organizations are influenced by rules, norms, values, and expectations in their wider social environment. Organizations often adopt practices not only because they improve technical efficiency but also because they signal legitimacy.

Three institutional pressures are commonly identified:

• Coercive pressures: formal or informal pressures from governments, regulators, dominant customers, or powerful stakeholders.
• Normative pressures: expectations arising from professional standards, education, ethics, and occupational communities.
• Mimetic pressures: imitation of organizations perceived as successful or legitimate, especially under uncertainty.

For example, an organization may adopt a diversity reporting system because legislation requires it, professional bodies recommend it, and competitors have introduced similar systems. Adoption does not guarantee meaningful implementation. A gap can arise between formal policy and actual practice, sometimes called ceremonial compliance.

HR professionals have a responsibility to test whether policies affect behavior. A written anti-harassment policy is inadequate if employees fear retaliation for reporting misconduct. A sustainability statement is weak if purchasing incentives reward suppliers that violate labor standards.

7. Organizational Culture

Organizational culture consists of shared assumptions, values, meanings, and norms that guide behavior. Culture is learned through social interaction and reinforced by leadership behavior, selection, promotion, rewards, stories, rituals, language, and responses to mistakes.

A useful three-level interpretation distinguishes:

1. Artifacts: visible structures and behaviors, such as office design, ceremonies, dress, procedures, and communication patterns.
2. Espoused values: stated principles, such as customer focus, integrity, innovation, or inclusion.
3. Basic underlying assumptions: deeply held and often unconscious beliefs about authority, risk, success, people, and work.

Culture can support performance when it aligns with strategy and enables learning, coordination, trust, and ethical conduct. It can also create risk. A culture that glorifies extreme sales targets may encourage mis-selling. A culture that treats disagreement as disloyalty may suppress information about safety or fraud.

Culture is not uniform. Subcultures may exist across professions, locations, generations, or organizational levels. Strong cultures are not automatically good cultures. The critical questions are what the culture rewards, whose interests it serves, how adaptable it is, and whether it supports lawful and ethical conduct.

HR practices both reflect and shape culture. Recruitment communicates who belongs; performance management communicates what matters; compensation communicates what is rewarded; training communicates expected competence; and leadership succession communicates which behaviors are valued.

8. Sustainability and Responsible Management

Sustainability is the capacity to meet present needs without undermining the ability of future generations to meet their needs. Organizational sustainability includes economic viability, social responsibility, and environmental stewardship. These dimensions are interconnected rather than separate charitable activities.

A sustainable organization considers:

• resource use and emissions;
• employee health, safety, dignity, and development;
• fair treatment across the value chain;
• long-term financial resilience;
• effects on communities and ecosystems;
• transparency and accountability.

HRM contributes through green recruitment, sustainability training, safe work design, fair employment, workforce reskilling, responsible rewards, and employee participation. It must avoid symbolic initiatives that place responsibility on employees while management leaves major operational impacts unchanged.

Sustainability reporting can improve transparency, but metrics may be selectively presented. Managers should ask whether the organization identifies negative effects, uses reliable data, explains boundaries, and allows independent scrutiny. Claims about environmental or social performance should be evidence-based and not misleading.

9. Uncertainty, Risk, and Organizational Resilience

Uncertainty exists when managers cannot confidently predict future conditions or the consequences of available choices. Risk generally refers to situations in which possible outcomes and, at least approximately, their likelihoods can be identified. Deep uncertainty exists when outcomes, probabilities, or causal relationships are contested or unknowable.

Organizations can respond through:

• scenario planning;
• sensitivity analysis;
• flexible staffing and operations;
• diversified suppliers and markets;
• reserves and insurance;
• cross-training and succession planning;
• early-warning indicators;
• crisis communication;
• learning after incidents.

Scenario planning does not attempt to predict one future. It develops several plausible futures and asks how the organization would perform under each. A robust strategy is one that remains acceptable across a range of conditions.

Resilience is not simply the ability to return to the previous state. It may involve absorbing disruption, adapting operations, and transforming systems that created vulnerability. For example, a supply-chain crisis may prompt an organization to develop local sourcing, digital visibility, and redesigned inventory policies rather than merely restore previous arrangements.

10. Integrating the Frameworks into Managerial Practice

The frameworks in this chapter are most useful when integrated rather than applied mechanically. A practical environmental diagnosis can proceed as follows:

1. Clarify the organizational purpose, strategic priorities, and decision to be made.
2. Map internal resources, capabilities, culture, systems, and constraints.
3. Identify stakeholders and evaluate power, legitimacy, urgency, and interests.
4. Conduct PESTLE scanning and distinguish trends from isolated events.
5. Analyze competition, substitutes, suppliers, customers, and labor-market conditions.
6. Identify institutional requirements and legitimacy expectations.
7. Develop alternative scenarios and assess uncertainty.
8. Generate response options, including their ethical and stakeholder consequences.
9. Select actions, responsibilities, indicators, and review dates.
10. Reassess because environments change and managerial responses can create new effects.

A good environmental analysis is selective. Collecting excessive information can create noise and delay. Managers should prioritize information that is relevant, credible, timely, and connected to decisions. They should also seek diverse perspectives because senior teams may overlook weak signals that are visible to frontline employees, local communities, or external specialists.

Applied Case: Meridian Foods and the Changing Operating Environment

Background

Meridian Foods is a fictional medium-sized food manufacturer operating in three countries. It has traditionally competed through low prices and reliable delivery. Its workforce includes production employees, engineers, logistics staff, sales representatives, and temporary workers supplied by agencies.

Problem

Meridian faces rising energy costs, stricter packaging regulation, customer demands for ethical sourcing, automation by competitors, and difficulty recruiting maintenance technicians. Employees report that production targets are increasing faster than training and staffing. A major retailer has requested evidence that suppliers meet labor and environmental standards.

Analysis

A stakeholder analysis identifies employees, agency workers, customers, retailers, suppliers, regulators, local communities, owners, and environmental groups. Employees and regulators have legitimate and urgent interests in safety. The retailer has substantial power because it represents a large share of revenue. Local communities are concerned about traffic, waste, and employment.

PESTLE analysis reveals the following:

• Political and legal: packaging rules and stronger supply-chain due diligence.
• Economic: energy inflation and pressure to preserve low prices.
• Social: customer concern about health, sustainability, and decent work.
• Technological: automated production and digital traceability.
• Environmental: waste reduction and emissions expectations.

Internal analysis shows that Meridian has experienced supervisors and reliable customer relationships, but weak data systems, limited technician development, and a culture that rewards output more visibly than safety or learning.

Approach and solution

Management creates a cross-functional environmental response team including HR, operations, procurement, finance, employee representatives, and quality specialists. It decides to:

1. introduce a technician apprenticeship and reskilling pathway;
2. revise performance measures to include safety, quality, learning, and waste reduction;
3. establish supplier labor and environmental standards with remediation procedures;
4. invest in energy monitoring and packaging redesign;
5. improve workforce planning using skills data rather than overtime alone;
6. consult employees before introducing automated scheduling and monitoring;
7. develop scenarios for high, moderate, and low energy prices.

The company also sets governance controls. Data used for workforce planning must be accurate, access-controlled, and reviewed for discriminatory effects. Automation decisions must include job-impact assessment and training options.

Outcome

After eighteen months, Meridian reduces unplanned overtime, improves technician retention, and lowers packaging waste. Its retailer contract is renewed because the company can provide credible evidence of labor and environmental controls. Some costs rise in the short term, and not every supplier meets the new standards. Management therefore treats sustainability as a long-term capability rather than a one-time compliance project.

Learning points

The case demonstrates that environmental forces are interconnected. Regulation affects operations; operations affect skills; skills affect HR; HR practices affect culture; and culture affects the credibility of sustainability commitments. It also shows that stakeholder analysis is most useful when it changes decisions, measures, and accountability.

Challenges and Limitations of Environmental Analysis

Environmental frameworks simplify reality. PESTLE categories can overlap, and a single event may have political, economic, technological, and legal dimensions. Stakeholder maps can reproduce managerial bias by rating powerful groups more highly than vulnerable groups. Industry models may understate collaboration, ecosystems, public policy, and social movements. Cultural analysis can become stereotyping if national or occupational categories are treated as fixed.

Forecasts are vulnerable to incomplete data, cognitive bias, groupthink, confirmation bias, and overconfidence. Managers may also confuse correlation with causation or treat a plausible scenario as a likely outcome. Ethical analysis requires attention to people who lack formal power, including future generations, precarious workers, and affected communities.

To improve quality, organizations should use multiple information sources, document assumptions, invite challenge, distinguish evidence from opinion, protect dissent, and revise analyses when conditions change.

Technology, AI, and Environmental Management

Digital platforms, predictive analytics, automation, and artificial intelligence can strengthen environmental scanning by processing large amounts of information and identifying patterns. They can support workforce forecasting, skills analysis, scenario modeling, and supply-chain monitoring.

However, technology does not eliminate managerial judgment. AI systems may reproduce historical discrimination, rely on incomplete data, generate inaccurate outputs, or obscure the reasons for recommendations. Managers should establish clear purpose, data governance, human review, privacy protection, security controls, impact assessments, and appeal mechanisms. Employees should be informed when significant decisions involve automated systems, subject to applicable law.

The principle is simple: technology should improve evidence and decision quality, not transfer accountability away from managers.

Best Practices for Managers

Effective environmental management commonly includes:

• maintaining a regular scanning process rather than conducting occasional analyses;
• connecting every major trend to an organizational exposure and decision;
• including employees and affected communities in analysis;
• distinguishing legal compliance from ethical responsibility;
• using scenarios to prepare for uncertainty;
• aligning culture, incentives, structure, and strategy;
• auditing claims about sustainability and social performance;
• protecting data and examining algorithmic bias;
• monitoring leading indicators, not only financial outcomes;
• reviewing assumptions and learning from surprises.

Chapter Summary

Organizations are open systems whose performance depends on interactions among internal capabilities and external environments. Managers must understand internal resources, structure, culture, leadership, and systems while also examining task, general, and global environments.

Stakeholder analysis identifies affected and influential groups and evaluates their power, legitimacy, and urgency. Environmental scanning involves scanning, monitoring, forecasting, and assessing. PESTLE organizes broad political, economic, social, technological, legal, and environmental forces, but it must be connected to organizational exposure and response options.

Globalization creates opportunities and risks involving markets, talent, culture, regulation, supply chains, and technology. Competitive analysis helps managers understand rivalry, entrants, suppliers, customers, substitutes, and complementors. Institutional theory explains coercive, normative, and mimetic pressures and highlights the difference between formal policies and actual practice.

Organizational culture shapes interpretation and behavior through artifacts, values, and underlying assumptions. Sustainability requires integrated attention to economic viability, social well-being, and environmental stewardship. Uncertainty calls for scenarios, flexibility, resilience, early-warning systems, and ethical judgment. Effective managers combine these frameworks, engage diverse stakeholders, protect human rights, and continually revise decisions as the environment changes.

Key Terms

Stakeholder: An individual, group, or institution that can affect or is affected by an organization.

Open system: An organization that exchanges resources, information, and energy with its environment.

Internal environment: Conditions and resources within an organization.

Task environment: External groups that directly influence organizational operations.

General environment: Broad external forces affecting many organizations.

Environmental scanning: Systematic collection and interpretation of external information.

PESTLE: A framework analyzing political, economic, social, technological, legal, and environmental forces.

Stakeholder salience: The importance of a stakeholder based on power, legitimacy, and urgency.

Globalization: Increasing cross-border integration of markets, production, technology, and relationships.

Cultural intelligence: Capability to function effectively across cultural contexts.

Competitive rivalry: The intensity of competition among existing organizations.

Institutional pressure: Influence arising from rules, norms, values, or expectations.

Coercive pressure: Pressure from laws, regulators, or powerful stakeholders.

Normative pressure: Pressure from professional and ethical expectations.

Mimetic pressure: Tendency to imitate apparently successful or legitimate organizations.

Organizational culture: Shared assumptions, values, meanings, and norms guiding behavior.

Sustainability: Meeting present needs without undermining future generations’ ability to meet theirs.

Uncertainty: Limited knowledge about future conditions or outcomes.

Resilience: Capacity to absorb, adapt to, and transform in response to disruption.

Environmental legitimacy: Social acceptance that an organization’s actions are appropriate and responsible.

Review Questions

Short Answer Questions

1. What is meant by an organization as an open system?
2. Identify the three attributes used to assess stakeholder salience.
3. What does the PESTLE framework analyze?
4. Distinguish between coercive, normative, and mimetic institutional pressures.
5. Why is a strong organizational culture not necessarily a good culture?

Long Answer Questions

1. Explain how internal, task, general, and global environments interact in managerial decision-making.
2. Describe a systematic process for conducting stakeholder analysis and discuss its value to HR managers.
3. Explain how globalization affects recruitment, employee relations, learning, and workforce planning.
4. Discuss the contribution and limitations of PESTLE analysis in conditions of uncertainty.
5. Analyze the relationship among organizational culture, sustainability, and ethical performance.

Analytical / Application Questions

1. A company is introducing AI-based employee scheduling. Apply stakeholder analysis and PESTLE to identify major benefits, risks, and governance actions.
2. A manufacturer faces rising energy costs, labor shortages, and new environmental regulation. Develop an integrated environmental response using competition, institutional, sustainability, and uncertainty perspectives.
3. Select an organization you know and evaluate whether its stated values are consistent with its HR systems, incentives, leadership behavior, and stakeholder responsibilities.

Multiple Choice Questions with Answers

Question 1

Which characteristic best defines an organization as an open system?

A. It operates independently of external conditions.

B. It exchanges resources and information with its environment.

C. It eliminates uncertainty through formal planning.

D. It focuses only on internal efficiency.

Correct Answer: B. It exchanges resources and information with its environment.

Question 2

Which combination represents the three attributes of stakeholder salience?

A. Profit, size, and location

B. Authority, expertise, and age

C. Power, legitimacy, and urgency

D. Cost, quality, and speed

Correct Answer: C. Power, legitimacy, and urgency

Question 3

A new employment law requiring organizations to change contracts is primarily a force in which PESTLE category?

A. Social

B. Technological

C. Legal

D. Environmental

Correct Answer: C. Legal

Question 4

Which activity is an example of environmental monitoring rather than initial scanning?

A. Noticing that remote work may become important

B. Tracking monthly changes in remote-work legislation

C. Designing a new office policy

D. Hiring additional supervisors

Correct Answer: B. Tracking monthly changes in remote-work legislation

Question 5

A professional association recommends a competency standard that organizations then adopt. This is an example of which institutional pressure?

A. Normative

B. Coercive

C. Mimetic

D. Competitive

Correct Answer: A. Normative

Question 6

Which stakeholder generally requires close management in a power–interest matrix?

A. High-power, high-interest stakeholders

B. High-power, low-interest stakeholders

C. Low-power, high-interest stakeholders

D. Low-power, low-interest stakeholders

Correct Answer: A. High-power, high-interest stakeholders

Question 7

What is a major HR implication of globalization?

A. Employment law becomes identical in every country.

B. Cultural and legal differences must be considered in workforce practices.

C. International assignments no longer require preparation.

D. Local labor markets become irrelevant.

Correct Answer: B. Cultural and legal differences must be considered in workforce practices.

Question 8

Which statement about organizational culture is most accurate?

A. It consists only of written policies.

B. It is determined entirely by national culture.

C. It includes shared assumptions, values, and norms that shape behavior.

D. It is identical across all organizational subgroups.

Correct Answer: C. It includes shared assumptions, values, and norms that shape behavior.

Question 9

What is the main purpose of scenario planning?

A. To guarantee an accurate prediction of the future

B. To develop responses to several plausible futures

C. To replace stakeholder consultation

D. To eliminate the need for managerial judgment

Correct Answer: B. To develop responses to several plausible futures

Question 10

An organization uses AI to screen applicants. Which practice best supports responsible governance?

A. Allowing the system to make final decisions without review

B. Using historical hiring data without testing it

C. Providing human oversight and checking for discriminatory effects

D. Concealing the system from applicants and employees

Correct Answer: C. Providing human oversight and checking for discriminatory effects