Chapter 6
Global Mobility and International Assignments
Graduate Program in International Business
International Human Resource Basics
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Graduate
Global Mobility and International Assignments
Introduction and Context
International assignments are a central instrument of global strategy. Organizations transfer people across borders to launch subsidiaries, integrate acquisitions, develop leaders, transfer knowledge, fill scarce-skill gaps, serve international clients, and build globally connected careers. Yet mobility is not simply a travel or relocation activity. It is a coordinated employment relationship involving strategy, selection, immigration, taxation, compensation, family welfare, health and safety, performance management, knowledge transfer, and repatriation.
The traditional expatriate model—sending a parent-country employee to a foreign subsidiary for several years—remains important, but it is no longer sufficient. Global organizations also use inpatriates, host-country nationals, third-country nationals, international commuters, short-term assignees, rotational workers, and virtual assignees. Each arrangement creates a different balance of cost, control, legal exposure, employee experience, and knowledge-transfer potential.
A capable global mobility function therefore manages a lifecycle rather than an isolated relocation event. The lifecycle begins with a business case and continues through assignment design, candidate selection, preparation, arrival, adjustment, performance, risk management, return, and evaluation.
Learning Objectives
By the end of this chapter, students should be able to:
Distinguish major forms of international assignment and select an appropriate arrangement.
Explain the strategic, personal, legal, and financial factors affecting assignment success.
Design a mobility lifecycle covering selection, preparation, adjustment, family support, duty of care, taxation, compensation, and repatriation.
Apply compensation and assignment-cost principles to practical cases.
Evaluate international assignments using financial, human, knowledge-transfer, and strategic measures.
Critically assess ethical, regulatory, technological, and emerging issues in global mobility.
1. The Architecture of Global Mobility
1.1 Major assignment types
An expatriate is generally an employee who relocates from the home country to work in another country, usually for a defined period. An expatriate may be a parent-country national, but nationality and assignment direction should not be confused.
An inpatriate moves from a foreign subsidiary to the headquarters or another central unit. Inpatriation can develop global networks, expose headquarters to local-market knowledge, and reduce headquarters ethnocentrism.
A third-country national (TCN) is employed or assigned from a country that is neither the headquarters country nor the host country. For example, a Singaporean manager may be assigned by a United States corporation to Brazil. TCNs may offer language, regional, technical, or cultural advantages, although immigration and compensation arrangements can be complex.
Other arrangements include:
Arrangement
Typical characteristics
Strategic use
Long-term assignment
Usually one to five years; employee relocates
Subsidiary leadership, capability transfer
Short-term assignment
Often several weeks to twelve months
Project work, start-up support, crisis response
International business travel
No permanent relocation; repeated visits
Sales, audits, negotiations
Commuter assignment
Employee maintains residence in one country and travels regularly to another
Regional management where relocation is impractical
Host-country employment plus selected mobility benefits
Cost-conscious localization
Virtual assignment
Cross-border responsibilities performed primarily online
Coordination, expertise sharing, distributed teams
Inpatriation
Movement into headquarters or a central center
Leadership development and knowledge integration
These categories are not perfectly discrete. A person may combine frequent travel, temporary accommodation, virtual collaboration, and a later permanent transfer. HR policy should therefore classify an assignment by its actual work pattern, legal presence, risk profile, and intended business outcome—not merely by its label.
1.2 Strategic logic
A mobility decision should begin with the question: What organizational problem is mobility intended to solve? Possible answers include transferring tacit knowledge, controlling a new operation, developing a global leader, responding to a client, building a local team, or obtaining scarce expertise.
Mobility is most defensible when the expected value of cross-border presence exceeds the total economic and human cost. The value may be direct, such as revenue or project completion, or indirect, such as capability building and relationship development. A remote arrangement may be preferable when the work is codifiable and coordination technology is effective. Physical relocation is more valuable when trust, tacit knowledge, cultural interpretation, or hands-on implementation is central.
A useful decision sequence is:
Define the business objective and required capabilities.
Test local hiring, development, travel, and virtual alternatives.
Select the assignment type and duration.
Assess legal, tax, health, security, and family implications.
Estimate total cost and expected benefits.
Specify success measures before deployment.
2. A Lifecycle Model for International Assignments
International assignment lifecycle from business case to evaluation and repatriation
Figure: International assignment lifecycle from business case to evaluation and repatriation
Figure: The international assignment lifecycle. The stages are iterative rather than strictly linear.
2.1 Business case and assignment design
The business case should identify the role, location, expected duration, reporting relationships, required authority, deliverables, and knowledge-transfer plan. It should also state what will happen when the assignment ends. A role with no credible return or localization plan may create avoidable retention risk.
Assignment design should address:
employing entity and contractual relationship;
immigration category and right to work;
residence, work location, and travel pattern;
reporting line and decision rights;
compensation currency and payroll location;
tax equalization or tax protection policy;
benefits, insurance, schooling, housing, and relocation;
emergency contacts and security arrangements; and
return, extension, localization, or termination conditions.
The organization should distinguish policy entitlement from discretionary support. Consistency is important, but rigid standardization can be inequitable when family composition, disability, security conditions, or host-country infrastructure differ.
2.2 Selection: beyond technical competence
Technical expertise is necessary but does not predict assignment success by itself. Selection should consider:
job knowledge and learning agility;
tolerance for ambiguity and resilience;
cultural intelligence and behavioral flexibility;
ability to build relationships across status and nationality differences;
language capability or willingness to learn;
ethical judgment and compliance orientation;
leadership in uncertain institutional environments;
family readiness where relocation is involved; and
career motivation and realistic expectations.
The selection process should use multiple evidence sources: structured interviews, simulations, realistic job previews, past behavioral evidence, language assessment, and—where lawful and professionally administered—psychological measures. Family members should not be treated as selection instruments, but their informed consent and practical readiness are highly relevant to assignment planning.
A common error is selecting the strongest domestic performer and assuming that technical success transfers automatically across borders. International performance often depends on listening, adaptation, boundary spanning, and the ability to lead without relying on familiar institutional assumptions.
2.3 Preparation and departure
Preparation should be staged rather than limited to a one-day cultural briefing. It can include:
Administrative preparation: visa, work permit, travel documents, housing, schools, insurance, banking, and health requirements.
Cultural preparation: local norms, communication patterns, authority expectations, negotiation practices, and approaches to time and conflict.
Role preparation: stakeholder mapping, host-unit expectations, decision rights, and local business history.
Language preparation: functional language for work and daily life.
Family preparation: schooling, employment restrictions for partners, healthcare, social integration, and return planning.
Risk preparation: security briefings, emergency procedures, medical evacuation, digital security, and crisis contacts.
A realistic preview should explain both opportunities and difficulties. Overly promotional communication creates a psychological contract that the organization may later violate.
3. Adjustment, Performance, and Family Support
3.1 Adjustment as a multidimensional process
Adjustment is not the same as happiness, and it is not a one-time orientation outcome. It commonly includes at least three dimensions:
General adjustment: comfort with housing, transport, food, climate, and daily life;
Interaction adjustment: ability to communicate and form relationships with host-country nationals; and
Work adjustment: understanding of role expectations, leadership norms, and performance requirements.
Adjustment may follow a U-shaped pattern—initial enthusiasm, difficulty, gradual adaptation, and greater confidence—but individual experiences vary. Organizations should not assume that an employee who appears confident has no support needs.
Useful interventions include a host-country mentor, professional networks, language coaching, peer communities, manager check-ins, counseling access, and practical assistance with schools and healthcare. The host manager is particularly important: an employee may have excellent pre-departure training but fail if the host unit offers no role clarity, feedback, or social inclusion.
3.2 Family and dual-career considerations
Family difficulties are a major source of assignment disruption. Relevant issues include partner employment, children’s education, eldercare, medical needs, social isolation, housing, and the emotional cost of repeated relocation. Support may include school search, partner career counseling, language programs, family counseling, flexible home visits, and emergency assistance.
Support must also recognize diverse families. Policies should be reviewed for same-sex partners, unmarried partners where legally relevant, blended families, dependants with disabilities, and employees with caring responsibilities. A policy that assumes a heterosexual married couple and school-age children may be formally equal but substantively exclusionary.
Family support has boundaries. Employers should provide reasonable resources without making private family decisions or pressuring a partner to relocate. Informed choice and confidentiality are essential.
3.3 Performance management across borders
Performance objectives should be agreed by the home and host managers before departure. They should distinguish:
outcomes under the assignee’s control;
adaptation and relationship-building responsibilities;
knowledge-transfer and team-development outcomes; and
contextual constraints such as political disruption, resource limitations, or unclear authority.
A dual-reporting arrangement needs explicit accountability. If the home manager evaluates career potential while the host manager evaluates current results, both should contribute to formal reviews. Host-country colleagues should also have channels to provide feedback, subject to cultural and legal safeguards.
4. Duty of Care, Risk, and Compliance
Duty of care is the organization’s responsibility to take reasonable steps to protect employees and eligible dependants from foreseeable work-related harm. It includes physical safety, health, psychological wellbeing, data security, and emergency response. The standard varies by jurisdiction and circumstance, but a global employer should not treat compliance with the minimum local rule as the complete ethical standard.
A mobility risk assessment should consider:
conflict, crime, terrorism, civil disorder, and natural hazards;
infectious disease and healthcare access;
road and transport safety;
extreme climate and environmental exposure;
discrimination, harassment, and restrictions affecting identity;
political or immigration instability;
cyber threats and sensitive information; and
mental-health risks, isolation, fatigue, and excessive travel.
Controls may include travel tracking, security briefings, vetted accommodation, medical screening and insurance, evacuation plans, local security providers, crisis communication, safe transport, flexible evacuation authority, and post-incident support. Risk ratings should be reviewed continuously, not only before departure.
Ethically, the organization must balance operational objectives against employee autonomy. A generous allowance does not justify sending people into unreasonable danger. Employees should have a clear escalation route and should not face retaliation for raising safety concerns.
Immigration, labor law, anti-discrimination law, data protection, sanctions, export controls, payroll rules, and professional licensing may all apply. Responsibility should be allocated among HR, legal, tax, payroll, security, procurement, and the business sponsor. Outsourcing administration does not outsource accountability.
5. Taxation, Compensation, and Benefits
5.1 Compensation philosophies
Three broad approaches are common:
Home-based balance-sheet approach: preserves the employee’s home-country purchasing position and adds assignment-related allowances. It supports repatriation and internal equity but can be expensive and administratively complex.
Host-based approach: pays according to the host labor market. It supports localization but may create perceived losses, inequity among assignees, or difficulty returning to the home system.
Local-plus approach: uses host-country pay with selected benefits, such as housing, schooling, or relocation assistance. It can be practical for long-term localization but requires transparent eligibility rules.
A total assignment package may include base salary, housing, cost-of-living allowance, hardship allowance, mobility premium, schooling, home leave, relocation, tax services, insurance, and retirement treatment. Each item should have a defined purpose. For example, a hardship allowance compensates for difficult living conditions; it should not be used as an unexplained general reward.
5.2 A simplified balance-sheet illustration
A simplified assignment package can be represented as:
A = H + COLA + HA + R + F + B
where A is gross assignment-related annual value; H is host or home salary under the selected policy; COLA is a cost-of-living adjustment; HA is a hardship allowance; R is relocation and travel support; F is family-related support; and B is other benefits. All components must use the same currency and time period. This is a planning identity, not a tax formula, because actual tax treatment depends on law, residence, payroll, treaty provisions, and benefit classification.
For example, if annual salary is USD 120,000, COLA is USD 12,000, hardship allowance is USD 10,000, and recurring benefits are USD 18,000, then recurring annual package value is:
A one-time relocation payment of USD 20,000 should be reported separately when comparing annual recurring cost. The example assumes all figures are gross, comparable, and expressed in USD; it does not estimate net take-home pay.
5.3 Tax equalization and protection
Under tax equalization, the employee generally pays an estimated hypothetical home-country tax as if the assignment had not occurred, while the employer bears actual assignment-related tax differences, subject to policy. Under tax protection, the employee is protected from paying more than the hypothetical home tax but may retain some benefit if actual tax is lower. These approaches require careful definitions of hypothetical income, deductions, equity compensation, investment income, spouse income, and treatment on return.
Tax planning must involve qualified advisers. Residence tests, source rules, permanent-establishment risk, social insurance, payroll withholding, treaty relief, and reporting obligations differ substantially. HR should never present a general allowance as a guarantee of tax neutrality.
5.4 Benefits and equity
Benefits should be evaluated for portability, statutory compliance, coverage exclusions, dependants, emergency evacuation, disability, retirement, and return continuity. Currency volatility can alter real purchasing power. Organizations should define review triggers rather than making arbitrary adjustments. Equity analysis should examine comparable employees by role, origin, destination, family status, gender, race or ethnicity where lawful, disability, and assignment type.
6. Repatriation and Knowledge Transfer
Repatriation is often neglected because attention shifts to the next deployment. Yet return shock, career uncertainty, changed family expectations, and loss of international identity can cause valuable employees to leave.
Effective repatriation begins before departure. The organization should discuss possible roles, timing, career pathways, recognition of international experience, schooling and housing transitions, and treatment of compensation changes. A guaranteed identical job may not be possible, but a credible process and timely communication are essential.
A repatriation plan should include:
a return sponsor or career mentor;
a target role or defined placement process;
reverse cultural adjustment support;
family and schooling assistance;
compensation transition rules;
documentation of knowledge and contacts; and
a post-return review after approximately three, six, and twelve months.
Knowledge transfer should be designed as a deliverable, not assumed to occur through informal conversation. Tools include successor coaching, playbooks, communities of practice, after-action reviews, workshops, customer and supplier handovers, and structured databases. Tacit knowledge also requires relationships and opportunities for the receiving team to observe and practice.
7. Evaluating Assignment Effectiveness
Assignment evaluation should combine efficiency, effectiveness, employee experience, and strategic learning. Relevant indicators include:
Dimension
Illustrative measures
Financial
Total cost, budget variance, revenue, margin, avoided cost
Number and quality of successors trained, documented practices adopted
Cost alone is a weak measure. A high-cost assignment that prevents a failed acquisition or develops a regional leadership pipeline may create more value than a low-cost assignment with no durable outcome. Conversely, strategic rhetoric should not excuse poor planning or avoidable employee harm.
A useful evaluation design establishes baseline measures, target outcomes, data owners, and review dates before deployment. Qualitative evidence—interviews, critical-incident reports, and host-team feedback—should complement quantitative indicators. Attribution is difficult because market conditions and other initiatives affect results; evaluation should therefore avoid claiming that every outcome was caused by mobility.
8. Contemporary Developments and Technology
Global mobility is becoming more differentiated. Organizations increasingly combine permanent transfers, local hiring, short-term projects, remote work, and regional hubs. Environmental sustainability is also relevant: carbon-intensive travel should be justified against business value, and virtual alternatives should be considered without assuming that online interaction can replace all physical presence.
Mobility technology can integrate immigration cases, expense management, travel risk, compensation calculations, employee communications, and assignment data. Analytics can identify cost trends, delayed permits, attrition patterns, or inequities in access to international opportunities.
Artificial intelligence may assist with policy search, document classification, scenario modeling, language support, and case triage. However, it should not independently decide eligibility, risk, performance, or family entitlement. Risks include inaccurate legal advice, hidden bias, inappropriate processing of sensitive health or family data, automation bias, and cross-border data-transfer violations. Human review, explainability, data minimization, access controls, audit logs, and a clear appeal process are necessary.
Illustrative Case: Orion Mobility Transformation
Background
Orion Components, a fictional European manufacturer, acquired a Brazilian production business. Its initial plan was to send six European expatriates for three years. The goal was to transfer quality systems, integrate procurement, and develop local managers.
Problem
After nine months, the assignment program was over budget. Two assignees requested early return, one family had withdrawn a child from school, and Brazilian managers reported that expatriates made decisions without sufficient local consultation. Knowledge remained concentrated in the assignees. The company also discovered inconsistent immigration documentation and unclear tax responsibilities.
Analysis
The original design treated mobility as relocation rather than integration. Selection emphasized technical expertise but not cultural adaptability. Host managers had limited authority over performance reviews. The package included generous housing and schooling but no explicit knowledge-transfer targets. The organization had no regular risk review or repatriation plan.
Approach
Orion redesigned the program around five actions:
It retained two specialist expatriates, converted two roles to short-term rotations, and hired two local functional leaders.
Each expatriate received a host-country mentor and a local successor-development objective.
Home and host managers jointly established quarterly objectives and feedback meetings.
A mobility committee coordinated immigration, tax, security, payroll, and family support, with a documented escalation process.
Return roles and knowledge-transfer milestones were discussed before each extension.
The company also introduced a dashboard covering permit status, safety, family-support cases, budget, quality milestones, local-manager capability, and retention.
Outcome
After eighteen months, the organization had reduced long-term assignment positions, improved local leadership coverage, and completed a documented quality-system transfer. The remaining expatriates reported clearer authority and stronger host relationships. Costs fell, although the company accepted higher short-term investment in local development and mentoring.
Learning points
The case demonstrates that localization is not the same as simply ending expatriation. A successful mobility portfolio matches assignment type to knowledge needs, shares authority with host-country leaders, treats family and compliance as operational issues, and defines the end state before deployment. It also shows why assignment evaluation should include capability transfer and employee experience, not only expenditure.
Challenges and Limitations
International mobility policies face unavoidable tensions. Standardization supports fairness and administrative efficiency, while individualization responds to real differences in risk and family need. Cost reduction may conflict with employee wellbeing or knowledge-transfer quality. Tax and immigration compliance can change rapidly. Data may be incomplete or incomparable across countries. Cultural frameworks can encourage useful questions but may stereotype national groups if treated as deterministic.
Managers should therefore use frameworks as guides, not substitutes for inquiry. They should ask employees and host colleagues what support is needed, verify legal advice locally, document decisions, and review unintended consequences. The most robust mobility system is transparent, adaptable, evidence-informed, and accountable to both business and people.
Best-Practice Principles
Start with a clearly defined business outcome.
Compare mobility with local hiring, travel, development, and virtual alternatives.
Select for adaptability, ethics, relationship capability, and learning—not technical skill alone.
Provide realistic preparation and continuing support.
Treat family wellbeing and inclusion as material assignment factors.
Integrate immigration, tax, payroll, security, health, and data governance.
Align home and host managers on authority and performance.
Design knowledge transfer and repatriation before departure.
Monitor risk and employee experience continuously.
Evaluate strategic value as well as cost, and use evidence to improve the portfolio.
Chapter Summary
Global mobility is a strategic, legal, financial, and human system rather than a travel transaction. Expatriates, inpatriates, third-country nationals, commuters, rotational workers, and virtual assignees serve different purposes and create different risks. Effective management follows a lifecycle: define the business case, choose the appropriate assignment, select and prepare the individual, support adjustment and family wellbeing, manage performance and duty of care, administer taxation and compensation, plan repatriation, transfer knowledge, and evaluate outcomes.
The chapter emphasized that technical competence alone does not predict international success. Cultural intelligence, resilience, ethical judgment, relationship-building, role clarity, host-country inclusion, and family support are also critical. Compensation requires a transparent philosophy and careful distinction between salary, allowances, benefits, tax equalization, and one-time costs. Evaluation should combine financial, operational, human, compliance, strategic, and knowledge measures. Finally, technology and AI can improve administration and insight but require human oversight, privacy protection, bias controls, and legal review.
Key Terms
Expatriate: Employee who relocates to work in another country, usually temporarily.
Inpatriate: Employee moved from a foreign subsidiary into headquarters or a central unit.
Third-country national: Employee assigned from a country that is neither the headquarters nor host country.
Host-country national: Employee who is a citizen or established employee of the country where the work is performed.
International commuter: Employee who regularly travels across borders while maintaining a primary residence elsewhere.
Virtual assignee: Employee with cross-border responsibilities performed mainly through digital collaboration.
Assignment lifecycle: The connected stages from business case through evaluation and return.
Cultural intelligence: Capability to function effectively across cultural contexts.
Adjustment: Adaptation to work, interaction, and general living conditions in the host location.
Duty of care: Organizational responsibility to take reasonable steps to protect employees and dependants.
Tax equalization: Policy intended to leave an assignee with approximately the tax burden they would have incurred at home.
Tax protection: Policy protecting an assignee from higher assignment-related tax while potentially allowing lower-tax savings.
Balance-sheet approach: Compensation method preserving a reference home-country economic position.
Local-plus arrangement: Host-based employment supplemented by selected mobility benefits.
Hardship allowance: Payment recognizing difficult living or working conditions.
Repatriation: Return of an international assignee to the home country or another post-assignment role.
Knowledge transfer: Deliberate movement of expertise, practices, and relationships to other employees or units.
Localization: Transition from international assignment arrangements to host-country employment or leadership.
Global mobility governance: Coordination of policy, legal, financial, risk, data, and business decisions concerning mobility.
Realistic job preview: Accurate information about assignment opportunities, demands, and constraints before acceptance.
Review Questions
Short Answer Questions
What is the difference between an expatriate, an inpatriate, and a third-country national?
Why should a global mobility decision begin with a business case?
Identify the three main dimensions of international adjustment.
What is the distinction between tax equalization and tax protection?
Why should repatriation planning begin before the employee departs?
Long Answer Questions
Explain the international assignment lifecycle and the responsibilities of HR, the home manager, and the host manager at each major stage.
Critically evaluate the home-based balance-sheet, host-based, and local-plus compensation approaches.
Discuss how family support, inclusion, and duty of care influence assignment success and organizational ethics.
Explain why technical competence alone is insufficient for selecting international assignees. Propose a multidimensional selection process.
Design an assignment-evaluation system that combines financial, operational, people, strategic, compliance, and knowledge-transfer measures.
Analytical / Application Questions
A company wants to send a manager abroad for eighteen months to implement a standardized production system. Analyze whether a long-term expatriate, short-term assignee, local hire supported by virtual experts, or hybrid model is most appropriate. State the information needed before deciding.
An assignee’s family cannot obtain suitable schooling and the host location has deteriorating security conditions. Develop an ethical and operational response that addresses duty of care, business continuity, and employee choice.
Using the simplified package identity in this chapter, calculate the recurring annual package value for a salary of USD 105,000, a USD 9,000 cost-of-living adjustment, a USD 8,000 hardship allowance, and USD 15,000 in recurring benefits. Explain why a USD 25,000 one-time relocation payment should be evaluated separately.
Multiple Choice Questions with Answers
Question 1
Which assignment type moves an employee from a foreign subsidiary into headquarters?
A. Inpatriation
B. Repatriation
C. International commuting
D. Localization
Correct Answer: A. Inpatriation
Question 2
Which factor most directly reflects work adjustment?
A. Comfort with local food
B. Understanding role expectations and leadership norms
C. Frequency of home-country holidays
D. Value of the housing allowance
Correct Answer: B. Understanding role expectations and leadership norms
Question 3
What is the primary purpose of a realistic job preview?
A. To guarantee promotion after return
B. To minimize all assignment costs
C. To provide accurate information about opportunities and demands
D. To replace immigration advice
Correct Answer: C. To provide accurate information about opportunities and demands
Question 4
Under tax equalization, the employee generally pays:
A. No tax in any country
B. A hypothetical home-country tax amount under the policy
C. Only the host country’s highest possible tax
D. The employer’s corporate tax
Correct Answer: B. A hypothetical home-country tax amount under the policy
Question 5
Which item is a knowledge-transfer outcome?
A. An assignee receives a larger apartment
B. A successor is coached and adopts documented practices
C. A visa is renewed
D. A travel allowance is increased
Correct Answer: B. A successor is coached and adopts documented practices
Question 6
Which statement best describes duty of care?
A. A guarantee that no employee will ever face risk
B. A responsibility to take reasonable steps to protect employees and eligible dependants
C. A requirement to provide identical benefits worldwide
D. A method for calculating net salary
Correct Answer: B. A responsibility to take reasonable steps to protect employees and eligible dependants
Question 7
Why should home and host managers jointly establish performance objectives?
A. To eliminate the employee’s accountability
B. To align business results, local context, and career oversight
C. To avoid giving feedback during the assignment
D. To transfer all HR duties to the host government
Correct Answer: B. To align business results, local context, and career oversight
Question 8
A salary is USD 105,000, the cost-of-living adjustment is USD 9,000, hardship allowance is USD 8,000, and recurring benefits are USD 15,000. What is the recurring annual package value?
A. USD 122,000
B. USD 128,000
C. USD 137,000
D. USD 162,000
Correct Answer: C. USD 137,000
Question 9
Which is the strongest reason to evaluate assignments using more than cost?
A. Cost data are never useful
B. Strategic and knowledge outcomes may create value not captured by expenditure
C. Employees cannot understand financial measures
D. Tax authorities require qualitative evaluation
Correct Answer: B. Strategic and knowledge outcomes may create value not captured by expenditure
Question 10
What is an appropriate governance principle for AI in global mobility?
A. Allow AI to make final decisions about sensitive eligibility cases without review
B. Use AI only for entertainment and exclude it from administration
C. Combine human oversight with privacy, bias, explainability, and appeal controls
D. Upload all family and health data to public systems
Correct Answer: C. Combine human oversight with privacy, bias, explainability, and appeal controls
International Human Resource Basics
Chapter 6
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