External Environment and Industry AnalysisIntroductionEntrepreneurial opportunity does not exist in isolation. A promising product may fail because regulation changes, customers adopt a substitute, technology becomes obsolete, input costs rise, or powerful competitors capture distribution channels. Strategic entrepreneurship therefore requires two complementary forms of analysis: external-environment analysis, which examines broad forces affecting many organizations, and industry analysis, which examines the competitive structure and profit potential of a particular market. External analysis does not predict the future with certainty. Its purpose is to improve the quality of assumptions, identify threats and opportunities early, reveal possible strategic positions, and guide decisions about entry, innovation, investment, and growth. Effective entrepreneurs combine structured frameworks with evidence, judgment, and continuous monitoring. Learning ObjectivesBy the end of this chapter, students should be able to: - Explain how macroeconomic, societal, technological, regulatory, and ecological forces influence entrepreneurial ventures.
- Apply PESTEL analysis and scenario analysis to uncertain environments.
- Explain industry life cycles and identify strategic implications at different stages.
- Use Porter’s Five Forces, strategic-group mapping, and competitor analysis to evaluate industry attractiveness.
- Estimate market size using TAM, SAM, SOM, top-down, bottom-up, and value-based approaches.
- Integrate external and industry analysis into entrepreneurial strategy while recognizing ethical and methodological limitations.
1. The External Environment as a Strategic SystemThe external environment consists of conditions outside the direct control of a venture that affect its resources, customers, operations, and performance. It can be analyzed at three levels: | Level | Main question | Examples |
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| Macro environment | What broad forces may affect many industries? | Inflation, demographics, climate policy, artificial intelligence | | Industry environment | What determines competition and value capture in this industry? | Suppliers, buyers, substitutes, entry barriers | | Firm and ecosystem environment | Which organizations and networks directly affect the venture? | Competitors, platforms, distributors, universities, regulators |
The distinction is analytical rather than absolute. A new environmental regulation is a macro force, but its effect depends on the industry’s technology and supply chain. Similarly, a platform may be a competitor in one business model and a distribution partner in another. Entrepreneurs should avoid treating environmental analysis as a one-time report. A useful process is cyclical: - Define the venture, market boundary, and strategic question.
- Scan relevant external trends and events.
- Interpret how they affect demand, costs, risk, and competitive advantage.
- Develop alternative scenarios.
- Select actions and indicators.
- Review assumptions as evidence changes.
2. PESTEL AnalysisPESTEL is a framework for organizing macro-environmental influences into Political, Economic, Social, Technological, Environmental, and Legal categories. It is not a checklist for collecting facts. The analytical task is to determine the direction, magnitude, timing, and uncertainty of each force and its implications for the venture. Political forcesPolitical forces include government priorities, public spending, trade policy, political stability, industrial policy, and relationships between governments and business. A public procurement program may create demand for local suppliers. A change in trade policy may increase import costs or encourage domestic production. Political risk is especially important for ventures dependent on public contracts, cross-border supply chains, or regulated infrastructure. Economic forcesEconomic forces include economic growth, unemployment, interest rates, inflation, exchange rates, disposable income, credit availability, and business confidence. Their effects are not uniform. Inflation can increase a venture’s costs while also making a low-price value proposition attractive. Higher interest rates may reduce investment and consumer borrowing but improve the relative attractiveness of asset-light business models. Entrepreneurs should distinguish nominal from real changes. If revenue increases by 8% while prices rise by 5%, the approximate real growth is 3%, assuming the comparison is made over the same period and the inflation measure is appropriate. More precisely, the real growth factor is: 1 + greal = (1 + gnominal) ÷ (1 + π) where greal is real growth, gnominal is nominal growth, and π is the relevant inflation rate. The relationship assumes consistent periods and price measures. With 8% nominal growth and 5% inflation, real growth is approximately 2.86%, not exactly 3%. Social forcesSocial forces include demographics, lifestyles, values, education, culture, household structure, health attitudes, work patterns, and patterns of trust. Demographic change can alter the size and needs of customer segments. Cultural differences affect product design, communication, payment behavior, and perceptions of legitimacy. Social trends should not be confused with temporary fashions. A trend is strategically significant when it has a plausible mechanism, evidence of persistence, and implications for customer behavior. For example, remote work may influence demand for collaboration tools, but the exact opportunity depends on occupation, geography, organizational policy, and willingness to pay. Technological forcesTechnological forces include research and development, digital infrastructure, automation, artificial intelligence, cybersecurity, patents, connectivity, and declining costs of computation or storage. Technology can create new products and also undermine established business models. The strategic question is not simply whether a technology is advanced. It is whether the technology solves a meaningful customer problem at an acceptable cost and can be integrated into a viable operating model. Entrepreneurs should assess maturity, reliability, interoperability, data requirements, intellectual-property rights, and implementation capability. Artificial intelligence may improve forecasting, personalization, customer service, and process automation. However, its use raises concerns involving privacy, bias, explainability, copyright, cybersecurity, and accountability. Human oversight remains important where automated decisions affect employment, credit, health, safety, or access to essential services. Environmental and ecological forcesEnvironmental forces include climate change, resource scarcity, biodiversity loss, pollution, energy availability, waste, and physical climate risks. These forces can affect both costs and demand. Extreme weather may interrupt supply chains, while environmental awareness may increase demand for repair, reuse, renewable energy, or lower-impact products. A credible environmental opportunity requires more than environmentally positive language. Entrepreneurs should examine the full life cycle of inputs, production, use, and disposal. Claims such as “sustainable” should be supported by measurable evidence and should not conceal significant negative impacts elsewhere in the value chain. Legal and regulatory forcesLegal forces include company law, employment law, consumer protection, competition law, tax, product standards, data protection, intellectual property, health and safety, and sector-specific licensing. Regulation may constrain a business, but it may also create entry barriers, establish customer trust, or generate demand for compliance solutions. Entrepreneurs should distinguish enacted rules from proposals, guidance, and political statements. They should also identify jurisdictional differences and the practical costs of compliance. Legal analysis should be conducted with qualified professionals when the consequences are material. From PESTEL factors to strategic implicationsA strong PESTEL analysis moves through four stages: | Stage | Question |
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| Observation | What is changing? | | Mechanism | How does the change affect customers, costs, resources, or competitors? | | Strategic implication | Is the effect an opportunity, threat, or both? | | Action | What should the venture monitor, test, avoid, or invest in? |
For example, a proposed data-protection law is only an observation. The mechanism may be increased consent and storage requirements. The implication may be higher operating costs for a small app but increased demand for privacy-compliance software. The action could be a legal review, privacy-by-design architecture, and a pilot with a regulated customer. 3. Scenario Analysis and Environmental UncertaintyForecasts often assume that the future will resemble the past. Scenario analysis instead develops several internally consistent descriptions of possible futures. It is particularly useful when uncertainty is high and decisions are difficult to reverse. A scenario is not a prediction or a list of random possibilities. It combines selected driving forces into a coherent account of how the environment may evolve. A practical method is: - Establish the focal question, such as “Should the venture enter this market within two years?”
- Identify external driving forces.
- Rank forces by importance and uncertainty.
- Select two especially important and independent uncertainties.
- Construct contrasting scenarios.
- Test the proposed strategy in each scenario.
- Identify robust actions and early-warning indicators.
A venture might construct scenarios around energy prices and regulatory strictness. One scenario could involve low energy prices and weak regulation; another could involve high energy prices and strict regulation. The value lies in testing whether the proposed business remains viable, not in assigning false precision to uncertain probabilities. A useful distinction is between predetermined trends, such as an aging population already supported by demographic evidence, and critical uncertainties, such as the speed of regulatory approval or adoption of a new technology. Strategies should exploit trends while preparing for uncertainties. Scenario analysis has limitations. Scenarios can reflect the biases of their authors, overlook low-probability disruptions, or encourage excessive storytelling. They should therefore be connected to measurable indicators, customer experiments, and periodic review. 4. Industry Life CycleAn industry life cycle describes how an industry commonly develops through introduction, growth, maturity, and decline. Real industries do not always follow this sequence, and technological disruption can restart or transform a cycle. | Stage | Typical characteristics | Strategic emphasis |
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| Introduction | Uncertain demand, experimentation, few standards, high education costs | Validate the problem, educate customers, secure complementary assets | | Growth | Rapid demand expansion, new entrants, improving infrastructure | Scale operations, build brand and distribution, defend differentiation | | Maturity | Slower growth, standardization, price pressure, consolidation | Improve productivity, segment customers, retain loyalty | | Decline or transformation | Shrinking demand or substitution, excess capacity | Harvest, reposition, specialize, or innovate into a new market |
Industry life-cycle analysis should be applied carefully. A mature core industry may contain fast-growing niches. A declining product category may support profitable specialist businesses. Entrepreneurs should assess not only industry sales but also customer problems, replacement cycles, margins, and technological trajectories. A common error is to equate industry growth with venture success. Growth can attract powerful competitors and raise customer acquisition costs. Conversely, a slow-growth market may offer attractive opportunities where customer needs are underserved and competition is weak. 5. Porter’s Five ForcesPorter’s Five Forces framework evaluates the competitive forces that influence industry profitability and value capture. The five forces are rivalry among existing competitors, threat of new entrants, bargaining power of suppliers, bargaining power of buyers, and threat of substitutes. Rivalry among existing competitorsRivalry tends to be stronger when many competitors are similar in size, industry growth is slow, products are difficult to differentiate, switching costs are low, and fixed costs are high. Rivalry may appear through price reductions, advertising, innovation, service improvements, or exclusive contracts. Threat of new entrantsNew entrants are more likely when startup costs are low, distribution is accessible, regulation is limited, and customers can switch easily. Entry barriers include economies of scale, brand loyalty, network effects, patents, accumulated data, access to scarce locations, switching costs, and regulatory approvals. Barriers can protect incumbents but may also make entry expensive for entrepreneurs. Bargaining power of suppliersSuppliers have greater power when they are concentrated, inputs are differentiated, switching is costly, or the venture is a small and dependent buyer. Supplier power can be reduced through multiple suppliers, standardization, long-term agreements, vertical integration, or redesigning the product. Bargaining power of buyersBuyers have greater power when they are concentrated, well informed, price sensitive, and able to switch or integrate backward. In business-to-business markets, a small number of large customers can create significant revenue risk. Entrepreneurs should avoid confusing customer interest with willingness to pay. Threat of substitutesA substitute performs a similar customer function through a different solution. A video-conferencing service may substitute for business travel; repair may substitute for replacement; a free spreadsheet may substitute for paid software. Substitutes constrain prices even when direct competitors are few. The framework is most useful when the industry boundary is clearly defined. A narrow definition can make substitutes invisible, while an excessively broad definition can produce meaningless analysis. Digital platforms also require attention to complementors, ecosystem governance, and network effects, which are not fully captured by the original five forces. 6. Strategic Groups and Competitor AnalysisA strategic group is a set of firms within an industry that follow similar strategies, such as competing on price, geographic coverage, quality, distribution channel, or product breadth. Strategic-group mapping can reveal relatively crowded positions and less contested spaces. To construct a map: - Select two strategically meaningful dimensions, such as price and service breadth.
- Plot major competitors consistently.
- Represent market share or scale where useful.
- Identify empty spaces, mobility barriers, and likely competitive moves.
An empty space is not automatically an opportunity. It may be unattractive because customers do not value it, costs are too high, or regulation prevents viable entry. Competitor analysis should examine: - Target customers and value proposition
- Revenue model and pricing
- Cost structure and capabilities
- Distribution and partnerships
- Brand and reputation
- Technology, patents, and data assets
- Financial resources and likely reactions
- Strategic intent and recent behavior
Public information is useful, but it is incomplete and may be deliberately misleading. Entrepreneurs should triangulate competitor claims with customer interviews, observed behavior, supplier information, job postings, product use, filings, and credible industry research. Ethical analysis excludes hacking, deception, misuse of confidential information, and unlawful collection of personal data. A competitor profile should distinguish resources from capabilities. A competitor may possess funding or data but lack the organizational ability to deploy them effectively. It should also distinguish current strength from likely future action. A small entrant may be weak today but strategically important if it has rapid learning, strong partners, or a scalable model. 7. Market Sizing and Demand EstimationMarket sizing translates an opportunity into an estimate of potential demand and revenue. It supports resource allocation, investor communication, capacity planning, and revenue forecasting. Market size is not the same as industry size: it depends on the defined customer, geography, use case, time period, and price basis. TAM, SAM, and SOM- Total Addressable Market (TAM): maximum potential demand if the venture could serve all relevant customers.
- Serviceable Available Market (SAM): portion of TAM that fits the venture’s geography, capabilities, product, and channel.
- Serviceable Obtainable Market (SOM): realistic share that the venture can capture within a stated period.
A simple revenue estimate is: Market revenue = Number of potential customers × Adoption rate × Annual revenue per customer The variables must refer to the same period and customer segment. Adoption rate is a proportion between 0 and 1, and annual revenue per customer should reflect expected price, purchasing frequency, discounts, and churn where relevant. Worked example: bottom-up market sizingAn educational software venture targets 12,000 independent colleges in a defined region. Research suggests that 40% have the relevant administrative problem, 25% of those are reachable through the venture’s sales channel, and the annual contract value is $2,000. The SAM estimate is: 12,000 × 0.40 × 0.25 × $2,000 = $2,400,000. If the venture believes it can win 8% of this reachable market within three years, the SOM revenue estimate is: $2,400,000 × 0.08 = $192,000 per year. This is an estimate, not a fact. Its quality depends on the evidence for the population, problem prevalence, channel reach, price, and competitive response. A sensitivity analysis should vary key assumptions. For example, if reachable customers range from 20% to 35% and annual contract value from $1,500 to $2,500, the estimate changes substantially. Top-down and value-based approachesA top-down estimate begins with a credible industry or government figure and narrows it using segment and geographic proportions. It is efficient but can conceal weak assumptions. A bottom-up estimate builds from observable units, such as customers, transactions, locations, or production capacity. It is often more persuasive when assumptions are supported by primary research. A value-based estimate starts with the economic value created for customers and asks what portion may reasonably be captured through pricing. It is useful for differentiated solutions but must be validated through willingness-to-pay research and actual purchasing behavior. Market sizing should distinguish stock from flow. The number of installed devices is a stock; annual new purchases are a flow. Confusing them can dramatically overstate demand. It should also distinguish revenue from profit and potential demand from effective demand, which accounts for affordability, awareness, access, and willingness to buy. 8. Integrating the Frameworks into Entrepreneurial DecisionsThe frameworks work best as a connected analytical system: - PESTEL identifies broad changes.
- Scenario analysis tests how uncertain changes may combine.
- Industry life-cycle analysis indicates the stage and likely evolution of demand and competition.
- Five Forces evaluates value capture and structural pressure.
- Strategic-group and competitor analysis identifies positions and likely reactions.
- Market sizing tests whether the opportunity is large enough and reachable.
- Customer experiments test whether the assumed problem and willingness to pay are real.
The result should be a set of explicit assumptions. For example: “Within two years, 30% of target firms will require this compliance capability; customers will pay at least $150 per month; two distributors will provide access to 40% of the reachable segment; and regulatory approval will take less than nine months.” Each assumption should have an evidence source, confidence level, and validation plan. Entrepreneurial strategy is often about managing irreversible and reversible commitments. A low-cost pilot, interview, or landing-page test may be reversible. Building a factory, signing an exclusive contract, or entering a heavily regulated country may be difficult to reverse. External analysis should therefore guide staged investment and real-world learning rather than encourage premature certainty. 9. Illustrative Case: ReFill MobilityBackgroundReFill Mobility is a fictional early-stage venture proposing reusable battery-swapping stations for electric delivery bicycles used by urban couriers. Stations would be installed near logistics hubs, and customers would pay a monthly subscription plus a fee for each swap. ProblemThe founders believe delivery riders lose productive time charging batteries. However, the venture faces uncertain demand, high equipment costs, safety regulation, established charging alternatives, and dependence on battery suppliers and logistics companies. AnalysisA PESTEL review identifies supportive urban-emissions policies, rising delivery activity, improving battery technology, possible electrical-safety requirements, and concerns about battery disposal. Economically, high interest rates increase the cost of installing stations. Socially, riders may value speed but distrust subscriptions if income is irregular. Scenario analysis produces two key scenarios. In the first, cities rapidly restrict combustion vehicles and provide charging incentives. In the second, regulation is slower and battery range improves enough to reduce the need for swapping. The venture must therefore avoid assuming that favorable climate policy automatically guarantees demand. Five Forces analysis indicates substantial supplier power because certified batteries are available from few manufacturers. Buyer power is also significant because large delivery platforms can negotiate prices or build their own systems. Substitutes include overnight charging, spare batteries, and longer-range bicycles. Entry barriers are moderate: hardware investment and safety certification create obstacles, but a well-funded platform could enter. The founders map strategic groups using price and service coverage. Existing firms cluster around expensive fleet contracts, while informal repair providers offer low-cost but inconsistent service. ReFill considers a focused position serving medium-sized courier cooperatives that are too small for major fleet contracts but large enough to value reliability. A bottom-up estimate identifies 3,000 reachable riders, an expected subscription of $35 per month, and an initial adoption assumption of 12%. Estimated annual revenue is: 3,000 × 0.12 × $35 × 12 = $151,200. The founders recognize that this is not a forecast of guaranteed revenue. They test the assumptions through a paid pilot with 50 riders, negotiate supply terms with two battery manufacturers, consult safety regulators, and measure swaps per rider, downtime, retention, maintenance cost, and willingness to pay. Approach and outcomeThe pilot shows that riders value reduced downtime, but usage is concentrated in a few locations and maintenance costs exceed the original estimate. The venture changes its model from broad station deployment to a smaller number of high-utilization logistics hubs. It also introduces a pay-as-you-go option and designs battery tracking into the system. Learning pointsThe case illustrates five principles. First, macro-level support does not eliminate industry-level pressure. Second, market size depends on reachable, paying customers rather than a large headline population. Third, competitor analysis must include substitutes and potential entrants. Fourth, scenario analysis can reveal strategic risks before capital is committed. Finally, experiments should test the assumptions that most threaten viability. 10. Limitations, Ethics, and Best PracticesExternal and industry frameworks simplify reality. PESTEL categories overlap, Five Forces may understate cooperation and ecosystems, strategic maps depend on chosen dimensions, and market estimates can create spurious precision. Historical data may be unavailable or irrelevant during technological discontinuity. Analysts should state assumptions, distinguish evidence from interpretation, and present ranges rather than unsupported point estimates. Ethically responsible analysis protects confidential information, respects privacy, avoids discriminatory segmentation, and represents uncertainty honestly. Market research involving people should use informed consent where appropriate and should not manipulate vulnerable participants. Environmental claims should be evidence-based. Regulatory compliance should be treated as a minimum standard, not as a substitute for responsible conduct. Best practices include: - Define the market boundary before collecting data.
- Use multiple credible sources and triangulate claims.
- Separate facts, assumptions, scenarios, and conclusions.
- Analyze both direct competitors and substitutes.
- Include likely competitor responses.
- Use sensitivity analysis for uncertain market estimates.
- Monitor leading indicators, not only historical outcomes.
- Convert analysis into experiments, milestones, and decision rules.
- Revisit the analysis when technology, regulation, or customer behavior changes.
Chapter SummaryExternal-environment analysis helps entrepreneurs understand forces beyond the venture’s immediate control. PESTEL organizes political, economic, social, technological, environmental, and legal influences, but its value depends on tracing each factor to a mechanism and strategic implication. Scenario analysis addresses uncertainty by testing strategies against coherent alternative futures. Industry life-cycle analysis explains how demand, standards, rivalry, and strategic priorities may change over time. Porter’s Five Forces examines rivalry, new entrants, suppliers, buyers, and substitutes as determinants of competitive pressure and value capture. Strategic-group mapping and competitor analysis reveal positions, capabilities, likely reactions, and gaps. Market sizing using TAM, SAM, SOM, and bottom-up methods converts an opportunity into explicit, testable assumptions. These tools should be integrated rather than used mechanically. Good entrepreneurial analysis is evidence-based, ethically conducted, sensitive to uncertainty, and connected to experiments and staged commitments. Key TermsPESTEL analysis: A framework for examining political, economic, social, technological, environmental, and legal forces. Macro environment: Broad external conditions affecting many organizations or industries. Industry environment: Competitive conditions within a defined market. Scenario analysis: Development and testing of coherent alternative future environments. Predetermined trend: A relatively foreseeable development supported by evidence. Critical uncertainty: A highly important external factor whose future direction is unclear. Industry life cycle: The pattern of introduction, growth, maturity, and decline or transformation. Rivalry: Competition among existing firms in an industry. Entry barrier: A condition that makes entry into an industry difficult or costly. Substitute: A different solution that satisfies a similar customer need. Buyer power: The ability of customers to influence price, quality, or terms. Supplier power: The ability of suppliers to influence input price, quality, or availability. Strategic group: Firms in an industry pursuing similar strategic positions. Competitor analysis: Systematic evaluation of rivals’ strategies, resources, capabilities, and likely actions. TAM: Total Addressable Market; the maximum potential market demand. SAM: Serviceable Available Market; the portion fitting the venture’s product and reach. SOM: Serviceable Obtainable Market; the realistic share the venture can capture. Bottom-up market sizing: Estimating market value from observable customers, transactions, or units. Sensitivity analysis: Testing how results change when assumptions vary. Value capture: The portion of created economic value retained by the venture. Review QuestionsShort Answer Questions- What is the difference between macro-environment analysis and industry analysis?
- Name the six dimensions of PESTEL.
- What is the purpose of scenario analysis?
- Define a substitute in Porter’s Five Forces framework.
- Distinguish TAM, SAM, and SOM.
Long Answer Questions- Explain how economic and technological forces can jointly affect an entrepreneurial venture.
- Describe the five forces and discuss how they influence industry attractiveness.
- Compare top-down and bottom-up market-sizing methods, including their strengths and weaknesses.
- Explain how industry life-cycle stage should influence entrepreneurial strategy.
- Discuss the ethical limitations of competitor analysis and environmental scanning.
Analytical / Application Questions- Select a proposed venture and conduct a PESTEL analysis. For each major factor, identify the mechanism, strategic implication, and recommended action.
- A venture has 5,000 potential customers, an expected adoption rate of 15%, and annual revenue per customer of $800. Calculate its estimated annual market revenue, then identify three assumptions that should be tested.
- Construct two scenarios for a venture whose success depends on regulation and technology adoption. Explain which actions would be robust across both scenarios and identify early-warning indicators.
Multiple Choice Questions with AnswersQuestion 1Which statement best describes the purpose of PESTEL analysis? A. To calculate a venture’s exact probability of success B. To organize and interpret broad external forces affecting a venture C. To rank employees according to performance D. To determine accounting profit without market data Correct Answer: B. To organize and interpret broad external forces affecting a venture Question 2Which of the following is a critical uncertainty rather than a predetermined trend? A. A legally enacted reporting deadline B. A population age distribution already measured by official statistics C. The speed at which a proposed technology will be adopted D. A signed long-term supply contract Correct Answer: C. The speed at which a proposed technology will be adopted Question 3Which force is especially strong when a small number of customers purchase most of an industry’s output? A. Buyer power B. Threat of substitutes C. Supplier power D. Threat of new entrants Correct Answer: A. Buyer power Question 4A firm serving a similar customer need through a different solution is a: A. Strategic group B. Substitute C. Supplier D. Complementor Correct Answer: B. Substitute Question 5Which market-sizing measure represents the realistic share a venture expects to capture within a stated period? A. TAM B. SAM C. SOM D. Industry stock Correct Answer: C. SOM Question 6A market has 10,000 potential customers, a 20% adoption rate, and annual revenue of $500 per customer. What is the estimated annual revenue? A. $100,000 B. $500,000 C. $1,000,000 D. $2,500,000 Correct Answer: C. $1,000,000 Question 7Which characteristic generally increases rivalry among existing competitors? A. High product differentiation and rapid industry growth B. Few competitors with strong customer loyalty C. Slow growth and low switching costs D. Strong legal protection for every incumbent Correct Answer: C. Slow growth and low switching costs Question 8What is the main purpose of strategic-group mapping? A. To identify firms with similar strategic positions and possible competitive spaces B. To replace all customer research with visual presentation C. To calculate inflation-adjusted revenue D. To prove that an empty market position is profitable Correct Answer: A. To identify firms with similar strategic positions and possible competitive spaces Question 9Why should a market-sizing estimate include sensitivity analysis? A. To eliminate all uncertainty from the estimate B. To show how changes in key assumptions affect the result C. To ensure that the largest possible market is reported D. To avoid defining the target customer Correct Answer: B. To show how changes in key assumptions affect the result Question 10Which is an ethically appropriate practice in competitor analysis? A. Obtaining confidential data through deception B. Hacking a competitor’s systems to verify claims C. Triangulating public information with lawful customer and market research D. Publishing unverified accusations about a competitor Correct Answer: C. Triangulating public information with lawful customer and market research
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