Business Planning & Feasibility Analysis

Chapter 14
Ethics, Sustainability, and Impact Feasibility

Bachelors Program in Entrepreneurship
Business Planning & Feasibility Analysis   •   Bachelor

Ethics, Sustainability, and Impact Feasibility

Introduction and Context

A venture can be financially attractive and still be infeasible in ethical, social, environmental, or regulatory terms. Business planning therefore requires more than forecasting revenue, costs, and cash flow. It requires asking whether the venture creates value without imposing unacceptable costs on people, communities, ecosystems, or future generations.

Ethics, sustainability, and impact feasibility are strategic concerns. They influence market access, investor confidence, employee commitment, operating continuity, brand reputation, legal exposure, and long-term competitiveness. A feasibility analysis that ignores these dimensions may approve a business model that later faces product recalls, community opposition, supply disruption, litigation, regulatory penalties, or loss of legitimacy.

This chapter presents an integrated approach to evaluating responsible ventures. It examines ethical reasoning, stakeholder analysis, environmental, social and governance (ESG) considerations, circular business models, impact measurement, responsible innovation, accessibility, and regulatory compliance.

Learning Objectives

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

  1. Explain why ethics, sustainability, and impact are dimensions of venture feasibility.
  2. Identify and analyse stakeholders, including those without formal market power.
  3. Apply ethical theories and structured decision tools to entrepreneurial choices.
  4. Integrate ESG factors into business models, risk analysis, and performance measurement.
  5. Distinguish linear from circular business models and evaluate circular feasibility.
  6. Design meaningful social and environmental impact indicators.
  7. Explain responsible innovation, accessibility, data governance, and regulatory compliance.
  8. Make balanced venture recommendations using evidence, trade-offs, and transparent assumptions.

1. From Financial Feasibility to Responsible Feasibility

Traditional feasibility analysis asks whether customers will buy, whether operations can deliver, and whether projected returns justify investment. Responsible feasibility adds four questions:

  • Ethical feasibility: Is the venture’s conduct morally defensible and consistent with duties, rights, and fairness?
  • Environmental feasibility: Can the venture operate within ecological limits and manage its environmental impacts?
  • Social feasibility: Does it contribute to human well-being and avoid unacceptable harm to workers, consumers, and communities?
  • Institutional feasibility: Can it comply with laws, standards, contractual obligations, and legitimate expectations?

These dimensions are interdependent. For example, a low-cost product may appear financially feasible because it uses poorly paid labour. Once wage violations, worker turnover, reputational damage, and regulatory risk are included, its actual feasibility may be much weaker.

A useful principle is responsibility by design: ethical and sustainability considerations should be incorporated when the opportunity, customer segment, technology, supply chain, and revenue model are designed—not added after the business plan is complete.

2. Ethical Reasoning in Venture Decisions

Entrepreneurs regularly face choices involving privacy, safety, truthfulness, labour conditions, inclusion, environmental harm, conflicts of interest, and the distribution of benefits and risks. Ethical reasoning does not eliminate difficult trade-offs, but it makes them explicit and reviewable.

2.1 Major ethical perspectives

Consequentialism evaluates an action by its outcomes. A decision is stronger when it produces greater overall benefits and reduces serious harm. Its weakness is that aggregate benefits can obscure harms imposed on minorities.

Deontological ethics focuses on duties, rules, and rights. Deception, coercion, discrimination, and unsafe practices may be unacceptable even when they produce commercial benefits.

Justice and fairness approaches ask whether benefits, risks, opportunities, and burdens are distributed fairly. Relevant questions include: Who benefits? Who bears the risk? Were affected people heard? Are vulnerable groups disadvantaged?

Virtue ethics considers the character and practical wisdom of decision-makers. Integrity, honesty, courage, responsibility, and humility are important entrepreneurial virtues.

Stakeholder ethics holds that a firm has responsibilities to parties affected by its decisions, not only to owners. This approach complements rather than replaces financial accountability.

2.2 An ethical decision process

A practical process is:

  1. Define the decision and the facts that are known or uncertain.
  2. Identify affected stakeholders and possible harms and benefits.
  3. Identify duties, rights, laws, contracts, and professional standards.
  4. Generate alternatives rather than assuming a binary choice.
  5. Test alternatives using consequences, rights, fairness, and integrity.
  6. Consult affected parties, especially those with limited power.
  7. Decide, document the reasoning, and assign accountability.
  8. Monitor outcomes and revise the decision when evidence changes.

This process helps prevent ethical fading, in which commercial pressure causes moral issues to be reframed as merely technical or financial issues.

3. Stakeholder Analysis and Materiality

A stakeholder is an individual or group that can affect, or is affected by, the venture. Typical stakeholders include founders, employees, customers, suppliers, investors, regulators, local communities, competitors, civil-society organisations, and future generations.

Stakeholder analysis should not be reduced to a power-interest grid. A community may have little formal power but may bear significant pollution risk. Future generations cannot directly negotiate with a firm, yet sustainability requires their interests to be considered.

A practical stakeholder register can include:

StakeholderExpected interest or impactInfluenceVulnerabilityEngagement methodManagement response
CustomersSafety, value, privacyHighVariableTesting, surveys, complaints processSafe design and truthful communication
EmployeesPay, safety, dignityMediumMedium to highConsultation and grievance channelsFair work standards
SuppliersPredictable orders and paymentMediumVariableAudits and relationship managementResponsible procurement
CommunityEmployment, noise, pollutionMediumPotentially highPublic consultationMitigation and benefit sharing
RegulatorsCompliance and public protectionHighNot applicableFormal reportingLegal controls and records

Materiality

A sustainability issue is material when it could significantly influence decisions or when the venture significantly affects people or the environment. Financial materiality considers effects on enterprise value, cash flow, cost of capital, or resilience. Impact materiality considers the venture’s effects on society and nature. Some frameworks increasingly consider both perspectives.

Entrepreneurs should assess materiality by considering magnitude, likelihood, duration, reversibility, affected population, and the venture’s ability to control or influence the issue. Materiality is dynamic: an issue that is minor at pilot scale may become critical during expansion.

4. ESG as a Feasibility Framework

ESG divides many non-financial risks and opportunities into three connected categories:

  • Environmental: energy use, greenhouse-gas emissions, water, waste, pollution, biodiversity, climate adaptation, and resource efficiency.
  • Social: labour standards, health and safety, human rights, customer welfare, privacy, inclusion, accessibility, and community effects.
  • Governance: board oversight, accountability, anti-bribery controls, conflicts of interest, tax conduct, disclosure, whistleblowing, and risk management.

ESG is not a universal score that automatically proves a venture is responsible. Ratings can differ because providers use different definitions, data, weights, and time horizons. Entrepreneurs should therefore disclose boundaries, methods, assumptions, omissions, and uncertainty.

Integrating ESG into the business plan

ESG factors should appear in the following sections:

Business-plan areaESG integration
OpportunityIdentify unmet social or environmental needs and possible harms
MarketExamine customer expectations, procurement requirements, and exclusion risks
OperationsSpecify labour, resource, safety, supplier, and waste controls
TechnologyAssess privacy, cybersecurity, bias, energy use, and accessibility
FinanceInclude compliance costs, insurance, remediation, and transition investment
RiskModel legal, physical, transition, reputational, and supply-chain risks
GovernanceAssign responsibility, controls, reporting, and escalation procedures

A venture should not claim that it is “green,” “ethical,” or “net zero” without defining the claim and providing evidence. Vague or exaggerated environmental claims can constitute greenwashing and may breach consumer-protection rules.

5. Circular Business Models

A linear model typically follows a “take–make–use–dispose” pattern. A circular model seeks to reduce resource extraction and waste by designing products and systems for durability, repair, reuse, refurbishment, remanufacturing, sharing, and recycling.

Circularity can be embedded in several business-model patterns:

  1. Product life extension: durable design, repair, maintenance, and upgrades.
  2. Product as a service: customers pay for access or performance rather than ownership.
  3. Reuse and sharing: assets are used by multiple customers or through take-back systems.
  4. Resource recovery: materials are collected and returned to productive use.
  5. Industrial symbiosis: one firm’s by-products become another firm’s inputs.
  6. Regenerative models: operations restore rather than merely reduce ecological damage.

Circularity is not automatically feasible. A take-back scheme may increase transport emissions if collection distances are large. Recycling may be technically possible but uneconomic if materials are contaminated. Product-as-a-service may improve utilisation but require substantial working capital because the firm retains ownership.

A circular feasibility assessment should examine product design, reverse logistics, customer behaviour, material quality, repair capability, ownership arrangements, safety, data systems, and unit economics. It should also test whether the model reduces total impact rather than shifting impacts elsewhere.

6. Measuring Social and Environmental Impact

Impact is a change—positive or negative, intended or unintended, direct or indirect—caused or contributed to by an activity. A credible measurement system distinguishes inputs, activities, outputs, outcomes, and impacts.

  • Inputs: money, staff time, equipment, and materials.
  • Activities: what the venture does.
  • Outputs: immediate deliverables, such as products sold or people trained.
  • Outcomes: changes in behaviour, condition, access, or capability.
  • Impact: broader, longer-term changes, including effects beyond the direct customer.

A theory of change links these elements and states assumptions. For example, affordable solar lanterns may produce sales (output), increase reliable lighting (outcome), and contribute to improved study conditions and reduced kerosene use (potential impact). The final claim requires evidence and consideration of alternative explanations.

Selecting indicators

Good indicators are relevant, clearly defined, measurable at reasonable cost, disaggregated where appropriate, and linked to decisions. Examples include:

DimensionPossible indicatorImportant qualification
ClimateKilograms of CO₂-equivalent per productDefine organisational and product boundaries
EnergyKilowatt-hours per unit producedState energy source and production volume
WastePercentage of material diverted from disposalClarify whether reuse, recycling, or recovery is counted
LabourRecordable incidents per hours workedUse a consistent reporting period and denominator
InclusionAccessible users completing a task successfullyTest with diverse users, not only expert reviewers
CommunityNumber and quality of grievances resolvedCount resolution quality, not only closure

Where a rate is used, the denominator must be stated. For example, an incident rate can be expressed as:

Incident rate = (Number of recordable incidents ÷ Total hours worked) × 200,000

The factor 200,000 is a conventional reference equal to 100 full-time employees working 40 hours per week for 50 weeks. It is not a universal law; organisations may use another standard required by their jurisdiction or reporting framework. The numerator and denominator must cover the same period and workforce boundary.

Additionality, attribution, and unintended effects

A venture should ask whether the observed change would have occurred without the intervention (additionality), how much of the change can reasonably be linked to the venture (attribution), and whether positive results are accompanied by negative effects. A job-creation claim, for instance, should consider whether jobs are genuinely additional, whether they displace existing jobs, and whether wages and conditions are decent.

Impact measurement should support learning rather than serve only as promotional evidence. Baselines, comparison groups, participant feedback, and independent verification can improve credibility, although they have cost and methodological limitations.

7. Responsible Innovation, Data, and AI

Responsible innovation anticipates consequences, includes affected groups, reflects on assumptions, and responds to evidence. It is particularly important where products involve biotechnology, health, financial decisions, surveillance, automated decisions, or other high-impact technologies.

A responsible innovation review should consider:

  • intended and foreseeable unintended uses;
  • safety, security, reliability, and failure modes;
  • privacy, consent, data minimisation, retention, and access;
  • bias and unequal performance across demographic groups;
  • explainability and contestability of significant decisions;
  • human oversight and escalation;
  • environmental costs of production and operation;
  • accessibility for people with disabilities;
  • mechanisms for remedy when harm occurs.

AI systems do not remove managerial responsibility. Training data may encode historical discrimination; outputs may be inaccurate or difficult to explain; and automated recommendations may be treated as authoritative despite uncertainty. A feasible AI-enabled venture needs data governance, testing, documentation, cybersecurity, monitoring, and a process for human review.

8. Accessibility and Inclusive Design

Accessibility means that products, services, environments, and information can be used by people with a wide range of abilities. It is both an ethical responsibility and a market and compliance consideration.

Inclusive design should begin with user research involving people with disabilities and other underserved groups. Designers should consider sensory, cognitive, physical, linguistic, financial, and technological barriers. Examples include keyboard navigation, captions, alternative text, readable contrast, plain language, flexible payment methods, physical reach, and compatibility with assistive technologies.

Accessibility should be tested throughout the product life cycle. A legal checklist alone is insufficient because formal compliance may still leave users unable to complete important tasks. Accessibility also improves usability for many people, including older users, people in noisy environments, and customers with temporary impairments.

9. Regulatory Compliance and Governance

Compliance is the minimum legal and institutional foundation of responsible entrepreneurship. Relevant obligations vary by location and sector, but may include company law, tax, employment and wage law, occupational health and safety, consumer protection, competition law, environmental permits, product standards, intellectual property, data protection, anti-bribery law, financial regulation, and sector-specific licensing.

Compliance should be managed as a system rather than as a last-minute legal review. A basic compliance register should identify:

RequirementApplicabilityResponsible personEvidenceReview frequencyConsequence of failure
Data-protection obligationsCustomer and employee dataPrivacy leadNotices, records, controlsQuarterlyFines, harm, loss of trust
Product safety rulesConsumer productOperations managerTesting and certificatesPer design changeRecall or injury
Employment standardsEmployees and contractorsPeople managerContracts and payroll recordsMonthlyClaims and penalties
Environmental permitRelevant facilitySite managerMonitoring reportsAs requiredClosure or remediation

Compliance does not equal ethical excellence. An action can be legal but exploitative, misleading, or socially harmful. Conversely, a firm may adopt voluntary standards that exceed legal minimums to reduce risk and strengthen trust.

Good governance allocates decision rights, separates oversight from execution where practical, protects whistleblowers, documents material decisions, controls conflicts of interest, and provides remedies. Founders should resist the assumption that informal culture alone will remain adequate as the venture grows.

10. Integrating Impact into Venture Economics

Responsible choices often involve upfront costs but can create long-term value through efficiency, resilience, market access, differentiation, employee retention, and reduced liability. They can also reveal activities that should not proceed.

A simple expected-cost model can help compare alternatives:

Expected cost = Probability of event × Impact cost if event occurs

Probability is dimensionless, while impact cost is measured in currency; therefore expected cost is also measured in currency. This model assumes that the relevant event and potential cost can be defined and that a probability estimate is meaningful. It is a decision aid, not a prediction of the exact future.

For several mutually exclusive events, expected cost can be represented as:

Expected cost = ∑(pᵢ × Cᵢ)

where pᵢ is the probability of event i, Cᵢ is its cost, and the probabilities sum to 1 across the specified scenarios. If events can occur together, simply adding them may double-count shared consequences; a scenario model or simulation may be needed.

Illustrative calculation

Suppose a start-up estimates a 4% probability of a compliance failure costing $120,000 and a 10% probability of a supply disruption costing $30,000. If the events are treated as separate for this simplified estimate:

Expected cost = (0.04 × $120,000) + (0.10 × $30,000) = $4,800 + $3,000 = $7,800.

This result does not mean that the firm will lose $7,800 in a particular year. It is an average risk estimate under the stated assumptions. Management should also consider correlations, severe low-probability events, non-financial harms, insurance, mitigation costs, and uncertainty in the probability estimates.

11. Integrated Decision Framework

A practical feasibility process can be organised into seven stages:

  1. Map the venture system. Identify products, users, suppliers, workers, technologies, resources, waste streams, communities, and regulators.
  2. Screen for red flags. Look for safety hazards, rights violations, discrimination, illegal conduct, irreversible ecological harm, and deceptive claims.
  3. Assess material issues. Rank issues by severity, likelihood, duration, reversibility, vulnerability, and strategic relevance.
  4. Generate design alternatives. Change materials, suppliers, pricing, ownership, data practices, technology, or distribution rather than accepting harmful assumptions.
  5. Test feasibility. Examine technical, market, financial, operational, ethical, environmental, social, and legal feasibility together.
  6. Set controls and indicators. Assign owners, targets, thresholds, reporting methods, audit arrangements, and remedy processes.
  7. Decide and review. Proceed, redesign, pilot with safeguards, pause, or reject. Reassess when the venture scales or conditions change.

A decision matrix can make trade-offs visible. However, numerical scores should not disguise a non-negotiable rights violation. For example, severe worker exploitation should not be offset by strong projected profitability.

Applied Case: ReLoop Home Systems

Background

ReLoop Home Systems is an illustrative venture proposing subscription-based access to modular household appliances. Customers pay a monthly fee; ReLoop retains ownership, repairs units, replaces failed modules, and recovers materials at end of service.

Problem

The founders believe the model will increase product utilisation and reduce discarded appliances. However, feasibility concerns include reverse-logistics emissions, customer privacy from connected devices, affordability, repair-worker safety, electronic waste, and the possibility that customers will pay more over time than under an ownership model.

Analysis

Stakeholders include customers, repair workers, manufacturers, logistics providers, recyclers, local communities, investors, regulators, and households that may be excluded by subscription screening. Material issues include product durability, data security, accessibility, labour conditions, transparent pricing, and end-of-life recovery.

The team develops a life-cycle map and tests three alternatives: conventional sales, subscription with centralised repair, and subscription with regional repair partners. It finds that the regional model reduces transport distance but requires stronger partner training and quality controls. The team also discovers that a connected appliance collects more data than is necessary for maintenance.

Approach and solution

ReLoop adopts the following safeguards:

  • modular design and published repairability standards;
  • clear total-cost and cancellation disclosures;
  • a non-digital service channel for customers who need it;
  • data minimisation, opt-in non-essential features, encryption, and deletion procedures;
  • accessibility testing with users with disabilities;
  • worker training and protective equipment;
  • supplier due diligence and a grievance process;
  • documented take-back and material-recovery contracts;
  • impact indicators covering repair rates, product life, recovered materials, incidents, complaints, accessibility success, and customer affordability;
  • an independent review before expanding to new regions.

Outcome

The pilot is approved only at limited scale, subject to thresholds: no expansion if serious safety incidents remain unresolved, if recovery claims cannot be verified, or if vulnerable customers experience disproportionate cancellation barriers. The founders revise their financial model to include repair inventory, data governance, training, and recovery costs. Although projected margins are lower than in the original plan, operational resilience and customer trust improve.

Learning points

The case demonstrates that circularity requires system-level analysis rather than a recycling claim. Ethical design can alter the business model, not merely its communications. Responsible feasibility may recommend a smaller pilot, additional controls, or redesign instead of immediate scaling. It also shows why impact indicators, stakeholder participation, and financial assumptions must be developed together.

Challenges and Limitations

Responsible feasibility analysis has several limitations. First, social and environmental impacts may be difficult to measure or compare. Carbon emissions can be quantified more readily than dignity, cultural loss, or psychological harm. Second, data may be incomplete, unaudited, or supplied by parties with incentives to present favourable results. Third, impact can occur over long time horizons while entrepreneurial decisions are made under pressure.

Fourth, trade-offs are real. A locally produced input may support jobs but have a higher environmental footprint than an imported alternative. Digital inclusion may require maintaining expensive non-digital channels. Fifth, standards and regulations differ across jurisdictions and change over time. Sixth, scoring systems can create false precision and encourage target manipulation.

These limitations do not justify ignoring responsibility. They require transparent assumptions, sensitivity analysis, stakeholder participation, independent challenge, cautious claims, and willingness to revise decisions. Where uncertainty concerns potentially severe or irreversible harm, precaution is appropriate.

Best Practices for Entrepreneurs

  • Treat ethics and sustainability as design constraints and sources of innovation.
  • Identify affected stakeholders, including low-power and future stakeholders.
  • Distinguish legal compliance from broader responsibility.
  • Use specific, verifiable claims rather than vague sustainability language.
  • Measure outcomes and impacts, not only activities and sales.
  • State boundaries, baselines, denominators, assumptions, and uncertainty.
  • Build accessibility, privacy, safety, and security into the product lifecycle.
  • Assign accountability and provide grievance and remedy mechanisms.
  • Pilot high-risk innovations with safeguards and independent review.
  • Revisit materiality and controls as the venture scales.

Chapter Summary

Ethics, sustainability, and impact feasibility determine whether a venture can create value responsibly and remain legitimate over time. Ethical reasoning uses consequences, duties, rights, fairness, virtues, and stakeholder responsibilities to examine difficult choices. Stakeholder analysis identifies affected groups, while materiality prioritises issues that are significant to enterprise performance or societal and environmental well-being.

ESG provides a structured way to integrate environmental, social, and governance considerations into opportunity analysis, operations, finance, risk, and governance. Circular business models can reduce resource dependence and waste, but their feasibility depends on product design, reverse logistics, customer behaviour, material quality, and total system impacts. Impact measurement requires a theory of change, suitable indicators, attention to additionality and attribution, and transparent limitations.

Responsible innovation addresses safety, privacy, bias, human oversight, cybersecurity, environmental effects, and remedy. Accessibility and regulatory compliance are essential elements of inclusive and legitimate venture design. Finally, responsible feasibility requires integrated decisions: proceed, redesign, pilot, pause, or reject based on evidence and safeguards rather than financial projections alone.

Key Terms

Ethical feasibility: The extent to which a venture’s conduct is morally defensible and respects duties, rights, and fairness.

Sustainability: The capacity to meet present needs without undermining the ability of future generations to meet their needs.

Impact: A positive or negative change caused or contributed to by an activity.

Stakeholder: A party that can affect or is affected by a venture.

Materiality: The significance of an issue for decisions, enterprise performance, people, or the environment.

ESG: Environmental, social, and governance factors used to evaluate responsible organisational performance.

Greenwashing: Misleading or unsupported communication about environmental performance.

Circular economy: An economic system designed to reduce waste and keep products and materials in use.

Product as a service: A model in which customers pay for access, use, or performance rather than ownership.

Reverse logistics: The movement of products or materials from users back to a firm or recovery system.

Theory of change: A logical explanation linking activities to outputs, outcomes, and impacts.

Additionality: The extent to which an observed result would not have occurred without the intervention.

Attribution: The extent to which a change can reasonably be linked to a particular intervention.

Responsible innovation: Innovation that anticipates consequences, includes stakeholders, reflects critically, and responds to evidence.

Accessibility: The ability of people with diverse abilities to use a product, service, or environment.

Compliance register: A structured record of applicable obligations, responsibilities, evidence, and review arrangements.

Ethical fading: The process by which ethical dimensions become hidden or ignored under organisational pressure.

Precautionary principle: The approach of taking protective action when serious harm is possible despite scientific uncertainty.

Review Questions

5 Short Answer Questions

  1. What is meant by ethical feasibility?
  2. Why should stakeholder analysis include groups with limited formal power?
  3. Distinguish outputs, outcomes, and impacts.
  4. Name three characteristics of a circular business model.
  5. Why does legal compliance not necessarily equal ethical excellence?

5 Long Answer Questions

  1. Explain how consequentialist, deontological, justice-based, and virtue-ethics perspectives may produce different evaluations of the same venture decision.
  2. Describe how ESG considerations can be integrated into a business plan’s market, operations, finance, risk, and governance sections.
  3. Discuss the opportunities and limitations of product-as-a-service models.
  4. Explain the role of baselines, additionality, attribution, and stakeholder participation in credible impact measurement.
  5. Analyse why responsible innovation requires attention to privacy, accessibility, bias, safety, and remedy.

3 Analytical / Application Questions

  1. A food-delivery venture wants to use gig workers, algorithmic pricing, and disposable packaging. Prepare a stakeholder and materiality analysis, identify major risks, and recommend design changes.
  2. A start-up claims that its refill system reduces environmental impact by 60%. Specify the evidence, boundaries, baseline, indicators, and assumptions required to evaluate this claim.
  3. Using the expected-cost formula, evaluate a risk with a 5% probability of causing a $200,000 loss and a second independent risk with a 15% probability of causing a $20,000 loss. Explain why the result should not be treated as a precise forecast.

Multiple Choice Questions with Answers

Question 1

Which statement best describes responsible feasibility?

A. Whether a venture can maximise short-term profit

B. Whether a venture can operate responsibly while remaining viable and legitimate

C. Whether a venture can avoid consulting stakeholders

D. Whether a venture can replace legal analysis with marketing

Correct Answer: B. Whether a venture can operate responsibly while remaining viable and legitimate

Question 2

Which ethical perspective focuses primarily on duties, rules, and rights?

A. Consequentialism

B. Virtue ethics

C. Deontological ethics

D. Descriptive ethics

Correct Answer: C. Deontological ethics

Question 3

Which stakeholder may have low formal power but high vulnerability to environmental harm?

A. A local community near a proposed facility

B. A diversified investor

C. A distant competitor

D. A trade journalist

Correct Answer: A. A local community near a proposed facility

Question 4

Which is an example of a circular business model?

A. Selling disposable products without a recovery system

B. Designing products for repair and offering refurbishment

C. Increasing extraction of virgin materials

D. Obscuring product end-of-life responsibilities

Correct Answer: B. Designing products for repair and offering refurbishment

Question 5

In a theory of change, which is an outcome rather than an output?

A. Number of training sessions delivered

B. Amount spent on trainers

C. Improved participant employment skills

D. Number of brochures printed

Correct Answer: C. Improved participant employment skills

Question 6

What is greenwashing?

A. A verified reduction in environmental impact

B. A misleading or unsupported environmental claim

C. A legally required pollution-control process

D. A method for repairing products

Correct Answer: B. A misleading or unsupported environmental claim

Question 7

Using Expected cost = probability × impact cost, what is the expected cost of a 4% chance of a $100,000 loss?

A. $400

B. $4,000

C. $40,000

D. $104,000

Correct Answer: B. $4,000

Question 8

Which practice best supports responsible AI innovation?

A. Removing all human oversight

B. Using personal data without limitation

C. Testing for bias and providing human review for significant decisions

D. Treating model outputs as automatically correct

Correct Answer: C. Testing for bias and providing human review for significant decisions

Question 9

Why must an impact indicator state its denominator when expressed as a rate?

A. To make the result impossible to compare

B. To clarify the population or activity to which the count relates

C. To eliminate the need for a baseline

D. To guarantee that the impact is additional

Correct Answer: B. To clarify the population or activity to which the count relates

Question 10

Which statement about compliance is most accurate?

A. Compliance always proves that a venture is ethical

B. Compliance is irrelevant if customers are satisfied

C. Compliance is a legal foundation but may not cover all ethical responsibilities

D. Compliance applies only after a venture becomes profitable

Correct Answer: C. Compliance is a legal foundation but may not cover all ethical responsibilities

Business Planning & Feasibility Analysis
Chapter 14 of 15