Introduction to CSR & Corporate Ethics

Chapter 10
CSR Program Design and Community Investment

Diploma in CSR and Corporate Ethics
Introduction to CSR & Corporate Ethics   •   Diploma

CSR Program Design and Community Investment

Introduction

Corporate social responsibility (CSR) becomes credible when broad commitments are translated into well-designed programmes that respond to real community priorities. A company may donate money, release employees for volunteering, establish a scholarship fund, support local enterprise, or invest in infrastructure. None of these activities is automatically responsible. Their quality depends on whether they address a legitimate need, involve affected stakeholders, use resources responsibly, respect rights, and create benefits that can continue beyond the company’s initial intervention.

CSR programme design is therefore both a management discipline and an ethical practice. It connects organisational purpose with community development. It also requires companies to distinguish between short-term philanthropy and longer-term social investment. A food donation may provide immediate relief, whereas investment in agricultural training, market access and storage may strengthen household resilience. Both may be appropriate, but they have different objectives, risks and measures of success.

This chapter presents a practical framework for designing and managing philanthropy, employee volunteering, social investment and community-development initiatives. It emphasises needs assessment, stakeholder participation, theory of change, implementation planning, monitoring, accountability and responsible exit or sustainability strategies.

Learning Objectives

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

  1. Distinguish philanthropy, volunteering, social investment and community development.
  2. Conduct a structured needs and stakeholder assessment.
  3. Design a CSR programme using objectives, activities, outputs, outcomes and assumptions.
  4. Prepare an implementation plan, budget, risk register and monitoring framework.
  5. Evaluate participation, inclusion, effectiveness and social value.
  6. Design ethical exit, handover and sustainability strategies.
  7. Identify common governance, safeguarding and accountability risks.

1. Forms of Community Investment

Philanthropy

Philanthropy is the voluntary transfer of money, goods or services for social benefit, usually without a direct commercial return. It may include emergency relief, grants to charities, scholarships, medical supplies or support for cultural institutions. Philanthropy is valuable when rapid assistance is required or when civil-society organisations possess specialist knowledge. However, it can become paternalistic if donors define community priorities without consultation. It can also create dependency when funding is unpredictable or tied to publicity requirements.

Employee volunteering

Employee volunteering involves employees contributing time, skills or professional expertise to community organisations or projects. Examples include mentoring, legal advice, environmental restoration, financial-literacy workshops and technical support for small enterprises. Effective volunteering is planned around community demand rather than employee convenience. Volunteers require preparation, supervision and safeguarding guidance. A company should not assume that professional expertise automatically transfers to a community context.

Social investment

Social investment uses financial or organisational resources to generate measurable social, environmental and sometimes financial returns. Examples include affordable housing finance, social enterprises, community energy, impact-oriented lending and support for local suppliers. Social investment usually has a longer time horizon than charitable giving and requires clearer assumptions about how benefits will be produced and maintained.

Community development

Community development is a participatory process through which people identify priorities, build capabilities and improve social, economic or environmental conditions. It is not simply the construction of a facility. A school building without teachers, maintenance or community ownership may have little lasting value. Community development emphasises agency, inclusion, local institutions and collective problem-solving.

ApproachMain resourceTypical time horizonPrimary questionCommon risk
PhilanthropyMoney, goods or grantsShort to medium termWhat immediate need can be addressed?Dependency or donor dominance
VolunteeringEmployee time and skillsShort to medium termWhat useful capability can employees contribute?Poor fit or inadequate safeguarding
Social investmentCapital and expertiseMedium to long termHow can resources create durable social value?Financial and mission risk
Community developmentPartnerships and local capabilityLong termHow can communities lead sustainable change?Token participation

These categories overlap. A company might provide a grant to a community organisation, train its employees as volunteers, and offer a recoverable loan to a local enterprise. The design principle is not to select the most visible activity, but the intervention most appropriate to the identified problem.

2. From Corporate Intent to Community Value

A strong CSR programme aligns four considerations:

  • Need: Is the issue significant and supported by evidence?
  • Fit: Does the programme relate to the company’s capabilities, impacts or responsibilities?
  • Legitimacy: Have affected people participated meaningfully in decisions?
  • Feasibility: Can the programme be implemented safely, ethically and sustainably?

Strategic alignment is useful but must not replace community priorities. A company should not force a digital-literacy project on a community whose immediate priority is safe water merely because the company sells technology. Conversely, a company may have a particular responsibility to address harms connected with its operations, even if doing so is less attractive for public relations.

The UN Sustainable Development Goals can help organisations frame issues, but they should not be used as a substitute for local analysis. A programme labelled “SDG 4” or “SDG 8” is not necessarily effective. The relevant question is what specific change is intended, for whom, by when and using which evidence.

3. Needs Assessment

Needs assessment is the systematic process of identifying problems, assets, priorities, affected groups and feasible responses. It should examine both deficits and strengths. Communities are not merely recipients of needs; they possess knowledge, relationships, institutions and coping strategies that may be central to the solution.

Sources of evidence

A practical assessment may combine:

  • existing government statistics and service records;
  • academic and NGO studies;
  • interviews with residents, service providers and local authorities;
  • focus groups designed to include marginalised groups;
  • observation and community mapping;
  • surveys, where sampling and questions are appropriate;
  • organisational data concerning the company’s social and environmental impacts.

Evidence should be triangulated. If official statistics show high school attendance but community interviews reveal that girls leave school because of safety concerns, both findings require investigation. Data should be disaggregated where possible by gender, age, disability, income, ethnicity, location and other relevant characteristics. Aggregated averages can conceal exclusion.

Problem analysis

A problem statement should identify the affected population, the condition requiring change, its causes and its consequences. “The community is poor” is too broad for programme design. A more useful statement might be: “Smallholder farmers in three villages experience post-harvest losses because storage facilities are inadequate, market information is limited and transport is unreliable.”

Problem trees can distinguish immediate causes from structural causes and effects. The analysis should avoid assuming that a visible symptom is the root cause. For example, low attendance at a clinic may reflect transport costs, distrust, opening hours, discrimination or lack of medicines rather than lack of health awareness.

Asset-based assessment

An asset-based approach asks what already exists: local leadership, cooperatives, savings groups, public facilities, technical knowledge, social networks and informal care systems. Building on assets can reduce cost, strengthen ownership and avoid undermining local institutions.

4. Stakeholder Identification and Participation

Stakeholders are people or organisations that affect, are affected by, or have an interest in a programme. They may include residents, employees, local authorities, schools, health providers, traditional leaders, civil-society organisations, suppliers, regulators, funders and groups that are often excluded from formal decision-making.

A stakeholder register should record each stakeholder’s interests, influence, potential contribution, possible adverse impact and preferred engagement method. High influence does not necessarily mean high moral priority. A powerful landowner and a marginalised tenant may have very different influence, but both may be affected.

Participation ranges from information-sharing to community control. A useful distinction is:

  1. Inform: provide clear information about decisions already made.
  2. Consult: obtain views and explain how they will be considered.
  3. Involve: include stakeholders in design and implementation.
  4. Collaborate: share decision-making authority.
  5. Empower: transfer substantial control and resources to community institutions.

Participation is meaningful only when it can influence outcomes. A meeting held after the design is final is communication, not co-design. Engagement should also be safe. Participants must understand the purpose of the process, how their information will be used, and how complaints can be raised without retaliation.

5. Designing the Programme: Theory of Change and Logical Framework

A theory of change explains how activities are expected to produce desired results. It identifies assumptions and external conditions rather than presenting change as automatic.

A typical results chain is:

Inputs → Activities → Outputs → Outcomes → Long-term impact

  • Inputs: money, staff, facilities, partnerships and knowledge.
  • Activities: training, grants, construction, mentoring or service delivery.
  • Outputs: immediate products, such as people trained or wells repaired.
  • Outcomes: changes in behaviour, access, capability or institutional performance.
  • Impact: broader and longer-term social or environmental improvement.

For example, a youth-employability programme may use funding and trainers to deliver skills courses. The immediate output is course completion. The outcome is improved job-search capability and employment. The longer-term impact may be increased household income and reduced economic exclusion. Employment will not follow training automatically; transport, discrimination, labour demand and childcare may be important assumptions.

A logical framework converts the theory into a management tool. It normally includes objectives, indicators, means of verification and assumptions.

Result levelExample resultPossible indicatorEvidence source
InputFunding and trainers availableBudget released; trainer contractsFinancial records
ActivityDeliver enterprise trainingNumber and quality of sessionsAttendance and observation records
OutputParticipants complete trainingCompletion rate, disaggregated by groupTraining database
OutcomeParticipants improve business practiceBusinesses adopting practices after six monthsFollow-up survey and records
ImpactEnterprise income and resilience improveChange in real income or survival ratePanel data or evaluation

Indicators should be relevant, measurable and proportionate. A programme should not collect large quantities of data that no one uses. Both quantitative and qualitative evidence may be necessary. The number of trees planted is an output; survival after two years is a more meaningful outcome for environmental restoration.

Objectives and indicators

Objectives should specify the intended change, target group and time frame. A useful objective is: “By the end of year two, increase the proportion of participating farmers using improved storage practices from the baseline level to an agreed target.” The baseline must be established before claiming improvement.

Common measures include:

Completion rate = (Number completing the programme ÷ Number enrolled) × 100

The rate is a percentage, and the denominator must be clearly defined. It is meaningful only when enrolment records are accurate and the completion criterion is consistent. A high completion rate alone does not demonstrate social impact.

For a simple cost-per-participant measure:

Cost per participant = Total programme cost ÷ Number of participants served

This measure should state whether “participants” means everyone enrolled, those completing, or unique beneficiaries. Costs should be treated consistently, and the measure should not be used to compare programmes with radically different objectives or quality standards.

6. Programme Architecture and Implementation Planning

Once the intervention is selected, the design should specify scope, roles, schedule, resources and controls. A programme implementation plan commonly includes:

  • a work breakdown of major activities;
  • milestones and dependencies;
  • responsible persons or organisations;
  • procurement and contracting arrangements;
  • budget categories and approval limits;
  • staffing and volunteer requirements;
  • communication arrangements;
  • safeguarding and security procedures;
  • monitoring and reporting dates;
  • escalation and contingency procedures.

A responsibility matrix can clarify accountability. The responsible person performs the task; the accountable person owns the result; consulted stakeholders provide advice; informed stakeholders receive updates. One task should have a clear accountable owner, even when many partners are involved.

Budgeting

A realistic budget includes direct costs, personnel, training, transport, monitoring, communication, insurance, administration, maintenance and contingencies. In-kind contributions should be recorded transparently, even when they do not involve cash. Volunteer time, donated equipment and use of company premises may have an economic value, but estimates should not be presented as cash expenditure.

A budget variance may be calculated as:

Budget variance = Actual cost − Budgeted cost

A positive result indicates spending above budget under this convention; a negative result indicates spending below budget. The convention must be stated because some organisations report favourable and unfavourable variance using opposite signs. Variance analysis should examine causes, not merely punish deviations. A cost increase caused by improved safeguarding may be responsible management rather than poor performance.

Partnership and procurement

Partners should be selected for competence, legitimacy, community relationships and ethical conduct, not only low price. Due diligence may examine registration, governance, financial controls, safeguarding policies, conflicts of interest and previous performance. Contracts should define deliverables, reporting, payment conditions, data responsibilities, complaint mechanisms and termination rights.

7. Managing Volunteers and Community Participants

Volunteering programmes require role clarity. Employees should know what they are qualified to do, what they must not do, who supervises them and how concerns are reported. Activities involving children, older people, patients or vulnerable adults require enhanced safeguarding, screening and supervision consistent with applicable law and organisational policy.

The dignity and agency of community participants should be protected. Photography, testimonials and personal stories require informed consent and should never be a condition of receiving assistance. Volunteers must avoid making promises about jobs, grants or services that the company cannot fulfil. Skills transfer is generally more sustainable than substituting employees for local workers, although specialist short-term support may sometimes be justified.

8. Monitoring, Evaluation and Learning

Monitoring is the routine collection and use of information during implementation. Evaluation is a more systematic assessment of relevance, effectiveness, efficiency, outcomes, impact and sustainability. Monitoring asks, “Are activities occurring as planned?” Evaluation asks, “Did the intervention contribute to meaningful change, and why?”

A practical monitoring system should combine:

  • activity and financial records;
  • output indicators;
  • beneficiary feedback;
  • quality and safeguarding checks;
  • outcome follow-up;
  • complaints and incident data;
  • periodic reflection with partners and communities.

Attribution must be treated cautiously. If employment rises after a training programme, the change may reflect economic growth, migration, other government programmes or seasonal effects. A company should use language such as “contributed to” unless evidence supports a stronger causal claim. Where feasible, comparison groups, before-and-after data, process evaluation and qualitative accounts can improve interpretation.

Feedback should be a management input rather than a public-relations exercise. A community scorecard, anonymous hotline, suggestion system or periodic dialogue can identify problems that formal reports miss. Complaints must be logged, investigated and resolved within stated time frames, with protection against retaliation.

9. Ethics, Governance and Accountability

Community investment carries ethical risks because companies control resources while communities may have less bargaining power. Important principles include:

  • Do no harm: assess unintended economic, social, cultural and environmental effects.
  • Respect for rights: avoid discrimination, coercion, forced participation and unlawful displacement.
  • Equity: direct attention to groups facing exclusion, not merely those easiest to reach.
  • Transparency: disclose objectives, selection criteria, funding and limitations.
  • Accountability: provide accessible complaints and remedy processes.
  • Integrity: prevent bribery, favouritism, political capture and conflicts of interest.
  • Privacy: collect only necessary personal data and protect it appropriately.

A company should distinguish community investment from political donations and commercial sponsorship. Contributions during elections or to politically connected organisations require heightened controls. Grant selection should use documented criteria, independent review where appropriate and conflict-of-interest declarations.

Safeguarding is especially important. Programmes involving children or vulnerable adults should include risk assessment, codes of conduct, reporting routes, trained staff and appropriate response procedures. Data protection should address consent, access control, retention and secure disposal. Technology can improve service delivery, but automated eligibility decisions may reproduce bias or exclude people with limited digital access.

10. Exit, Handover and Sustainability

An exit strategy should be designed at the beginning, not when funding is nearly exhausted. Exit does not necessarily mean abrupt withdrawal. It may mean transfer to a local organisation, integration into public services, reduction of company funding, or transformation into a locally financed enterprise.

A responsible exit plan considers:

  1. Ownership: Who will make decisions after the company leaves?
  2. Capability: Do local actors possess the skills and systems required?
  3. Finance: What will cover operating, repair and replacement costs?
  4. Assets: Who legally owns buildings, equipment, data and intellectual property?
  5. Quality: How will service standards be maintained?
  6. Risk: What new risks could arise after handover?
  7. Communication: Have all stakeholders received accurate notice?
  8. Learning: What evidence will inform future programmes?

Sustainability has several dimensions. Financial sustainability concerns continuing resources. Institutional sustainability concerns governance and capability. Social sustainability concerns legitimacy, participation and inclusion. Environmental sustainability concerns ecological effects and resource use. A project may be financially affordable but socially unsustainable if local people do not regard it as legitimate.

A phased transition may include capacity assessment, joint management, decreasing company funding, independent review and a final handover agreement. Companies should not claim sustainability merely because a project has a local committee; the committee must have authority, resources and accountability.

11. Technology and AI in Community Investment

Digital tools can support needs assessment, mobile feedback, geographic mapping, beneficiary registration, monitoring dashboards and impact reporting. Artificial intelligence may help identify patterns in large datasets or translate feedback across languages. However, these tools introduce risks of surveillance, exclusion, inaccurate classification, opaque decisions and misuse of sensitive data.

Before using AI, programme managers should ask whether the tool is necessary, whether the data are lawful and representative, whether affected people understand its use, and whether a human can review and challenge decisions. AI should not determine access to essential assistance without safeguards, explainability and an appeal route. Low-tech alternatives should remain available for people without devices, connectivity or digital literacy.

12. Applied Case: The Riverbend Livelihoods Partnership

This is an illustrative fictional case.

Background

Riverbend Foods operates a processing facility near three rural villages. The company initially proposed annual food donations after local leaders reported household hardship. During preliminary consultations, women’s groups and farmers identified a different priority: post-harvest losses were reducing income, while young adults lacked reliable employment.

Problem and analysis

A joint assessment found that farmers lacked ventilated storage, market information and access to affordable transport. Women performed much of the processing work but had limited control over sales revenue. Young people were interested in logistics and equipment maintenance. The company also learned that previous donations had been distributed through a small number of leaders, causing perceptions of favouritism.

Approach

Riverbend redesigned the programme as a three-year partnership involving a farmers’ cooperative, a women’s enterprise association, a vocational college, the local authority and an independent civil-society organisation. The programme included:

  • locally selected storage improvements;
  • training in quality control and bookkeeping;
  • transparent buyer information;
  • maintenance training for young adults;
  • small competitive grants for women-led processing enterprises;
  • a community oversight committee with published selection criteria;
  • a complaints channel managed by the civil-society partner.

The company contributed funding, technical advice and limited purchase commitments, but did not control the cooperative. A baseline recorded storage losses, household income sources, participation by gender and existing maintenance capacity. The programme’s theory of change assumed that better storage would reduce losses only if farmers could access markets and maintain equipment.

Implementation and monitoring

Quarterly reviews tracked construction quality, training attendance, equipment functioning, grant distribution and participant feedback. The programme also monitored unintended effects, including whether larger farmers captured storage space or whether company purchase commitments displaced other buyers. Indicators were disaggregated by gender, age and village.

At the end of the first year, participation by women was lower than expected because meetings were scheduled during peak care periods. The partners changed meeting times, provided childcare support and added women facilitators. This illustrates adaptive management: the original plan was modified in response to evidence rather than defended for its own sake.

Outcome and transition

By the end of the third year, the programme reported improved storage practices and stronger local maintenance capacity. The independent evaluation found positive changes but cautioned that household income was also affected by market prices and weather. Riverbend transferred equipment ownership to the cooperative under a written agreement, established a maintenance reserve funded through modest user fees, and reduced its role to technical support and periodic review.

Learning points

The case demonstrates that needs assessment can redirect a company from a visible but limited donation towards a more durable intervention. It also shows the importance of gender-sensitive participation, transparent selection, independent evaluation, realistic attribution and a planned transition. The programme’s success depended not only on company funding but on local institutions, market conditions and continued accountability.

13. Common Challenges and Best Practices

CSR programmes commonly fail when they are designed around publicity, short funding cycles or internal convenience. Other problems include weak baselines, unrealistic targets, inadequate partner due diligence, overreliance on numerical outputs, exclusion of marginalised groups and unclear ownership after funding ends.

Best practice includes:

  • begin with evidence and community-defined priorities;
  • align corporate capability with, rather than override, local goals;
  • make participation influential and inclusive;
  • separate charitable intent from political or commercial pressure;
  • define measurable outcomes and assumptions;
  • budget for maintenance, safeguarding and evaluation;
  • use independent or community-based feedback;
  • report limitations and unintended effects honestly;
  • adapt implementation when evidence requires it;
  • design ownership and financing beyond the company’s grant period.

Chapter Summary

CSR programme design converts corporate responsibility into structured action. Philanthropy provides voluntary assistance, volunteering contributes employee time and expertise, social investment seeks durable social value, and community development builds local agency and capability. Effective programmes begin with a rigorous, inclusive needs assessment that considers evidence, local assets and structural causes.

Stakeholder participation must influence decisions, particularly for groups with limited power. A theory of change links inputs, activities, outputs, outcomes and impact while making assumptions visible. Implementation requires clear responsibilities, realistic budgets, ethical procurement, safeguarding, risk controls and appropriate monitoring. Evaluation should distinguish outputs from outcomes and avoid unsupported claims of attribution.

Accountability, privacy, equity, transparency and remedy are central ethical requirements. Technology and AI may support assessment and monitoring but must not create unjustified surveillance or exclusion. Finally, sustainability and exit should be planned from the outset through local ownership, capability development, financing arrangements, asset transfer and continued accountability. The quality of a CSR programme is measured not by its publicity or expenditure, but by the legitimacy, usefulness and durability of the change it helps communities achieve.

Key Terms

Accountability: The duty to explain decisions, accept responsibility and provide remedy where appropriate.

Asset-based development: An approach that builds on existing community skills, institutions, relationships and resources.

Beneficiary: A person or group intended to receive benefits from a programme.

Community development: A participatory process that strengthens community capability and conditions.

Exit strategy: A planned process for reducing or ending company involvement responsibly.

Impact: A broader, longer-term change to which a programme contributes.

Indicator: A measurable or assessable sign of progress or performance.

Inputs: Resources used to implement a programme.

Logical framework: A structured representation of results, indicators, evidence and assumptions.

Needs assessment: Systematic identification of problems, priorities, assets and feasible responses.

Outcome: A change in behaviour, access, capability, condition or institutional performance.

Output: An immediate product or service delivered by programme activities.

Philanthropy: Voluntary provision of money, goods or services for social benefit.

Safeguarding: Measures to prevent and respond to abuse, exploitation and harm.

Social investment: Deployment of resources to generate measurable and durable social value.

Stakeholder: A person or organisation that affects, is affected by or has an interest in a programme.

Sustainability: The capacity of benefits, systems and institutions to continue over time.

Theory of change: An explanation of how activities are expected to produce outcomes and impact.

Volunteering: Contribution of employee time, skills or expertise to community purposes.

Review Questions

Short Answer Questions

  1. Distinguish philanthropy from social investment.
  2. What is the purpose of a needs assessment?
  3. Explain the difference between an output and an outcome.
  4. Identify four ethical principles relevant to community investment.
  5. Why should an exit strategy be designed at the beginning of a programme?

Long Answer Questions

  1. Explain how stakeholder participation can improve the legitimacy and effectiveness of a CSR programme.
  2. Describe the stages involved in designing a CSR programme using a theory of change.
  3. Discuss the principal components of an implementation plan and explain why each matters.
  4. Explain how monitoring and evaluation differ, and discuss the limitations of attributing social change to one company.
  5. Analyse the financial, institutional, social and environmental dimensions of sustainability.

Analytical / Application Questions

  1. A company plans to donate computers to a rural school but has not assessed electricity, connectivity, teacher capability or maintenance. Diagnose the design weaknesses and propose a revised approach.
  2. A volunteering programme has high employee participation but low community satisfaction. Develop an assessment and corrective-action plan.
  3. Design a brief theory of change and three indicators for a programme intended to improve women’s access to local enterprise finance.

Multiple Choice Questions with Answers

Question 1

Which activity is most accurately described as social investment?

A. A one-time donation of food after a flood

B. Employees spending one afternoon painting a community centre

C. Capital provided to a social enterprise to expand affordable services

D. A company’s annual advertising sponsorship of a sports event

Correct Answer: C. Capital provided to a social enterprise to expand affordable services

Question 2

What is the principal purpose of a needs assessment?

A. To maximise media coverage for the company

B. To identify priorities, causes, assets and feasible responses

C. To select the cheapest supplier before consultation

D. To prove that the company’s original project is correct

Correct Answer: B. To identify priorities, causes, assets and feasible responses

Question 3

Which sequence correctly represents a typical results chain?

A. Impact → inputs → activities → outputs → outcomes

B. Activities → inputs → impact → outputs → outcomes

C. Inputs → activities → outputs → outcomes → impact

D. Outputs → activities → inputs → impact → outcomes

Correct Answer: C. Inputs → activities → outputs → outcomes → impact

Question 4

A programme enrols 240 people and 180 complete it. What is the completion rate?

A. 60%

B. 75%

C. 80%

D. 90%

Correct Answer: B. 75%

Question 5

Which statement best describes meaningful stakeholder participation?

A. Stakeholders are informed after all decisions have been made

B. Stakeholders attend a meeting but cannot influence the design

C. Stakeholder views can influence programme decisions and implementation

D. Only stakeholders with high financial power are consulted

Correct Answer: C. Stakeholder views can influence programme decisions and implementation

Question 6

Which of the following is an outcome rather than an output?

A. Four training workshops delivered

B. 120 manuals distributed

C. Participants adopt improved bookkeeping practices

D. Three trainers contracted

Correct Answer: C. Participants adopt improved bookkeeping practices

Question 7

Under the convention Budget\ variance = Actual\ cost − Budgeted\ cost, what does a positive variance indicate?

A. Actual spending exceeded the budget

B. Actual spending was below the budget

C. The programme achieved all outcomes

D. The budget was not approved

Correct Answer: A. Actual spending exceeded the budget

Question 8

Which practice most directly supports responsible exit?

A. Ending funding without informing partners

B. Transferring assets without clarifying ownership or maintenance

C. Building local capability and agreeing future financing before handover

D. Measuring only the number of company volunteers

Correct Answer: C. Building local capability and agreeing future financing before handover

Question 9

Why is attribution of social outcomes often difficult?

A. Outcomes never change over time

B. Other economic, social and environmental factors may also influence outcomes

C. Outputs cannot be recorded

D. Stakeholders cannot provide any evidence

Correct Answer: B. Other economic, social and environmental factors may also influence outcomes

Question 10

Which safeguard is most appropriate when using AI to assess eligibility for essential assistance?

A. Remove all human review to increase efficiency

B. Use only historical data without testing for bias

C. Provide human review, explainability and an appeal route

D. Require beneficiaries to publish all personal data

Correct Answer: C. Provide human review, explainability and an appeal route

Introduction to CSR & Corporate Ethics
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