Digital Marketing Foundations and the Startup Context

Introduction and Context

Digital marketing is the planning, creation, delivery, measurement, and optimization of value propositions through digitally enabled channels and technologies. It includes, but is not limited to, websites, search engines, social networks, email, mobile applications, digital advertising, online communities, marketplaces, customer-relationship platforms, and data-analytics systems.

For startups, digital marketing is not simply a promotional function. It is closely connected to opportunity recognition, customer discovery, product design, fundraising, operations, and organizational learning. A startup often has limited capital, little brand recognition, uncertain demand, and an incomplete product. Digital channels can reduce the cost and speed of experimentation, but they also create risks: unreliable data, platform dependence, privacy violations, reputational damage, and premature scaling.

A central managerial question is therefore not “Which platform should we use?” but “Which customer problem are we solving, for whom, with what evidence, and through which coordinated activities can we create and capture value?”

Learning Objectives

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

1. Define essential digital-marketing terminology.
2. Explain the evolution of marketing from mass communication to interactive, data-enabled systems.
3. Apply the marketing concept and marketing-mix framework to startup decisions.
4. Explain integrated marketing communications and digital transformation.
5. Distinguish startup stages and identify appropriate marketing priorities at each stage.
6. Analyze product–market fit and the role of network effects.
7. Compare marketing in startups with marketing in established firms.
8. Evaluate ethical, regulatory, technological, and strategic risks in digital marketing.

1. Essential Terminology

Marketing is the activity, set of institutions, and processes for creating, communicating, delivering, and exchanging offerings that have value for customers, clients, partners, and society. This definition emphasizes value creation and exchange rather than advertising alone.

Digital marketing applies marketing principles through digital technologies and digitally mediated interactions. It includes both paid and unpaid activity, customer data, content, technology infrastructure, and measurement.

Digital channel is a route through which a firm communicates with or serves customers digitally. Examples include organic search, paid search, email, social media, mobile applications, websites, online marketplaces, and messaging platforms.

Owned media are channels controlled by the organization, such as its website, application, email list, or blog. Paid media are placements purchased from another party, such as search advertisements or sponsored social posts. Earned media are attention and advocacy obtained from customers, journalists, creators, or communities without direct payment for each exposure.

Reach is the number of distinct people exposed to a message. Impressions are the total number of exposures, including repeated exposures. Engagement refers to observable responses such as comments, shares, saves, clicks, viewing time, or replies. Engagement is not automatically equivalent to business value.

Conversion is a desired action, such as a purchase, registration, trial activation, donation, or qualified inquiry. The conversion rate is commonly represented as:

The denominator must be specified. A visitor conversion rate, click-to-purchase rate, and trial-to-paid rate measure different phenomena.

Customer acquisition cost (CAC) is the average acquisition expenditure associated with obtaining a customer during a defined period:

This measure is meaningful only when the cost boundary, period, attribution method, and customer definition are clear. Customer lifetime value (CLV or LTV) estimates the economic value of a customer relationship. For a simple subscription case with stable assumptions:

Here, gross margin is expressed as a decimal and churn is the proportion of customers lost per period. The formula assumes relatively stable revenue, margin, and churn, and does not adequately represent irregular purchases, changing margins, discounting, acquisition costs, or cohort differences. It should therefore be treated as an estimate, not an accounting fact.

Attribution is the assignment of credit for a conversion to one or more marketing interactions. Last-click attribution gives all credit to the final recorded interaction; multi-touch models distribute credit across interactions. No attribution model perfectly observes causality because customers may be influenced by unmeasured exposure, brand familiarity, word of mouth, or offline activity.

First-party data are collected directly by an organization from its customers or users. Second-party data are another organization’s first-party data shared through an agreement. Third-party data are obtained from external aggregators. Privacy regulation and browser changes have made first-party relationships increasingly important.

2. The Evolution of Digital Marketing

Marketing developed through several overlapping eras rather than a sequence in which one era completely replaced another.

Production, product, and selling orientations

In a production orientation, managers emphasize availability and efficiency, assuming customers prefer affordable and accessible products. A product orientation emphasizes technical quality and features. A selling orientation focuses on persuading customers to purchase what the firm has produced. These orientations can be effective in particular circumstances, but each risks neglecting customer needs.

The marketing concept

The marketing concept argues that organizational success depends on understanding target customers, satisfying their needs more effectively than competitors, and doing so in a way that supports organizational objectives. It requires market orientation: collecting intelligence about customers and competitors, disseminating it across the organization, and responding through coordinated action.

The concept does not mean giving customers everything they request. Customers may describe solutions rather than underlying problems, and some preferences may conflict with long-term social welfare. Strategic marketing combines customer insight with organizational capabilities, economics, ethics, and competitive judgment.

From mass media to interactive systems

Traditional mass marketing generally involved one-to-many communication through print, broadcast, outdoor media, direct mail, and physical distribution. Digital media introduced searchable information, immediate response, lower publishing barriers, personalization, continuous experimentation, and visible social interaction.

The progression can be summarized as follows:

Social media changed the customer from a largely passive receiver into a potential participant, reviewer, creator, advocate, or critic. Search engines changed how firms compete for discovered demand. Mobile devices made marketing more continuous and context-sensitive. Platforms provided efficient access to audiences but became powerful gatekeepers with changing algorithms, fees, and rules.

The contemporary environment is not simply “digital.” It is hybrid. Customers move between physical stores, apps, search engines, call centers, communities, and social conversations. Effective marketing manages the customer experience across these touchpoints.

3. Marketing Strategy: Value, Segmentation, and Positioning

A startup begins with a value hypothesis: a belief that a defined group experiences an important problem and will adopt a particular solution. Marketing strategy makes this hypothesis explicit.

Segmentation, targeting, and positioning

Segmentation divides a broad market into groups with meaningful differences in needs, behavior, resources, or response. Segmentation may be demographic, geographic, psychographic, firmographic, behavioral, needs-based, or occasion-based.

Targeting selects the segments the organization will prioritize. A startup should rarely define its target market as “everyone.” A narrow beachhead can make messaging, product design, sales, and learning more precise.

Positioning establishes the distinctive place an offering occupies in the minds of a chosen audience relative to alternatives. A useful positioning statement identifies the target customer, relevant need, category or frame of reference, distinctive benefit, and reason to believe.

For example: “For independent restaurants that struggle to fill midweek tables, TableFlow is a demand-management platform that increases predictable reservations through automated local offers, unlike generic advertising tools, because it connects offers directly to reservation availability.” This statement is a hypothesis that must be tested, not merely polished.

A customer persona can make a segment concrete, but personas should be based on evidence rather than stereotypes. Interviews, observation, behavioral data, support records, and sales conversations are generally more informative than demographic imagination alone.

4. The Marketing Mix in Digital and Startup Settings

The traditional marketing mix is commonly represented by the 4Ps: product, price, place, and promotion. Service and relationship contexts often extend this to 7Ps by adding people, process, and physical evidence.

The 4Ps should not be treated as independent levers. A premium price requires credible value signals and a consistent service experience. A freemium model requires a conversion path and an economic rationale. A social campaign cannot compensate indefinitely for poor product usability.

Digital marketing also makes the mix more measurable and adjustable. A landing page, price presentation, onboarding sequence, or message can be tested. However, experimentation requires valid comparisons, sufficient observations, and attention to delayed effects. A statistically significant click difference may have no meaningful effect on retention or profit.

5. Integrated Marketing Communications

Integrated marketing communications (IMC) coordinates communication tools and messages so that the organization presents a coherent value proposition while adapting execution to channel characteristics. IMC includes advertising, public relations, sales promotion, direct marketing, personal selling, content, influencer activity, events, customer service, and internal communication.

Integration has at least four dimensions:

1. Message integration: claims are consistent and credible.
2. Channel integration: customers can move between touchpoints without unnecessary friction.
3. Data integration: relevant consented information supports continuity.
4. Organizational integration: marketing, product, sales, and service teams act on shared priorities.

A startup might use educational content to attract search traffic, a product demonstration to support evaluation, email to assist onboarding, in-app prompts to encourage activation, and customer advocacy to generate referrals. These are not isolated campaigns; they are stages in a customer journey.

A practical journey model is:

Problem recognition → discovery → evaluation → trial → activation → retention → expansion or advocacy

The stages are not always linear. Customers may enter through a recommendation, return after a long delay, or use a product without seeing promotional content. The model is a planning aid, not a claim about universal consumer psychology.

6. Digital Transformation and Marketing Capability

Digital transformation is the organizational change through which digital technologies alter value creation, operating processes, capabilities, and relationships with stakeholders. It is broader than digitization.

• Digitization converts analogue information into digital form, such as scanning paper records.
• Digitalization uses digital tools to improve an existing process, such as online appointment booking.
• Digital transformation changes the business model or operating logic, such as a software platform replacing a transaction-based intermediary.

A mature digital marketing capability includes:

• a clear value proposition and customer strategy;
• reliable data collection and governance;
• usable content and channel systems;
• measurement linked to business outcomes;
• experimentation and learning routines;
• integration with product, sales, finance, and service;
• privacy, security, and brand-risk controls.

Technology does not create transformation by itself. A startup can possess sophisticated automation while having weak customer insight. Conversely, a small firm can be digitally capable through simple, well-governed tools and strong learning practices.

Artificial intelligence can support idea generation, audience analysis, content adaptation, customer-service triage, recommendation, forecasting, and anomaly detection. It also introduces risks of hallucinated claims, discriminatory targeting, opaque decisions, copyright conflict, data leakage, and excessive personalization. Human review, documented data sources, permission controls, testing, and escalation procedures are essential.

7. Startup Stages and Appropriate Marketing Priorities

Startup stages are analytical categories, not universal laws. Firms may move backward, skip stages, or experience several stages simultaneously across products.

Opportunity and problem discovery

The founders investigate customer problems, existing alternatives, willingness to change, and market structure. Marketing activity is primarily research: interviews, observation, problem diaries, competitor analysis, community participation, and testing of problem statements. Vanity metrics such as impressions are weak evidence at this stage.

Solution design and minimum viable product

The minimum viable product (MVP) is the smallest version of a product that permits meaningful learning about a value hypothesis. It is not necessarily a poor-quality product, nor is it always a software prototype. Marketing tests may include a landing page, concierge service, prototype demonstration, waitlist, or paid pilot.

Validation and product–market fit search

The firm seeks evidence that a defined segment repeatedly receives value and is willing to adopt or pay. Priorities include activation, retention, qualitative satisfaction, referrals, and segment-specific economics. Acquisition should be scaled cautiously because efficient acquisition of a product customers do not retain destroys value.

Early growth

Once evidence strengthens, the startup develops repeatable acquisition channels, sales processes, onboarding, customer success, brand systems, and measurement. The challenge is to preserve learning speed while increasing operational reliability.

Scale and institutionalization

The firm expands markets, products, channels, and teams. Marketing requires portfolio management, governance, forecasting, brand architecture, partner management, and increasingly formal experimentation. Scale can create bureaucracy and distance from customers; established routines must not eliminate discovery.

8. Product–Market Fit

Product–market fit (PMF) describes a condition in which a product meets an important need for a sufficiently large and accessible market, producing strong adoption and retention under viable economic conditions. It is not a single universally accepted metric or a permanent status.

Evidence of PMF may include:

• repeated use or repurchase;
• retention that is stable or improving for a defined cohort;
• organic referrals and word of mouth;
• customers choosing the product over credible alternatives;
• willingness to pay or economically valuable usage;
• shortening sales cycles or increasing conversion quality;
• strong problem-solution fit in interviews and observation.

A startup should distinguish activity from value. Downloads, followers, website traffic, and registrations may indicate interest, but retention and valuable behavior provide stronger evidence. Cohort analysis is particularly useful because aggregate averages can conceal deterioration among recent users.

A basic cohort-retention table might report the proportion of a cohort active in each subsequent period. Retention is calculated as:

The period, activity definition, cohort entry rule, and treatment of reactivations must be specified. Retention cannot be compared meaningfully across firms using different definitions.

PMF is multidimensional. A product can be loved by a small niche but have limited market size; it can have many users but weak monetization; or it can generate revenue through heavy discounts without durable demand. Managers should examine customer value, market potential, competitive defensibility, and unit economics together.

9. Network Effects and Platform Marketing

A network effect exists when the value of a product or service to a user changes as the number or characteristics of other users changes. Direct network effects occur among users of the same type, as with a communication service. Indirect or cross-side network effects occur between distinct sides of a platform, such as buyers and sellers.

Network effects are different from ordinary scale economies. Scale economies reduce average cost as output rises; network effects alter user value through participation. They are also different from viral growth. Virality describes a diffusion mechanism, whereas a network effect concerns value.

Platforms must solve a “chicken-and-egg” problem: one side may not join until the other side is present. Possible strategies include subsidizing one side, concentrating on a local or specialist niche, recruiting anchor users, using managed supply, or providing value before the network is complete.

Network effects can be positive or negative. Congestion, spam, fraud, poor content, harassment, and declining service quality can reduce value as participation grows. Thus, platform marketing must include trust and safety, identity policies, moderation, incentives, dispute resolution, and governance.

Marketing in network businesses often seeks not only customers but also liquidity, density, quality, and healthy interactions. A marketplace with many registered users but few successful matches may have impressive acquisition and weak network performance.

10. Startup Marketing Compared with Established-Firm Marketing

Startups should not imitate the media spending or organizational complexity of established competitors. Their advantage is often disciplined focus, rapid learning, founder credibility, community participation, and the ability to redesign the product around evidence. Established firms, however, can behave entrepreneurially through autonomous teams, rapid experimentation, acquisitions, and platform investment.

11. Metrics, Economics, and Decision Quality

A useful measurement system connects activities to outcomes. A simple hierarchy is:

Inputs → activities → behavioral responses → customer outcomes → financial outcomes

For example, creative expenditure and staff time produce content; content produces qualified visits; visits produce trials; trials produce retained customers; retained customers produce gross profit.

Managers should distinguish:

• leading indicators: activation, qualified visits, trial completion, response time;
• lagging indicators: revenue, contribution margin, retention, referrals;
• diagnostic measures: funnel drop-off, search terms, support reasons, cohort behavior;
• guardrail measures: complaint rates, unsubscribe rates, fraud, privacy incidents, and brand-safety events.

A common managerial comparison is between LTV and CAC. If estimated LTV is 120 monetary units and CAC is 40 monetary units, the ratio is 3:1. This may appear attractive, but the conclusion depends on whether LTV includes realistic churn, margin, refunds, service costs, and time value; whether CAC includes sales labor and creative costs; and whether the estimates come from comparable cohorts. Ratios are decision aids, not universal thresholds.

Attribution should be complemented by experimentation. Randomized holdout tests, geo-experiments, incrementality studies, and pre-registered hypotheses can help estimate causal impact. Ethical experimentation requires informed consent where applicable, avoidance of material harm, secure data handling, and clear stopping rules.

12. Ethical, Legal, and Governance Issues

Digital marketing creates responsibilities beyond compliance. Key issues include:

• Privacy: collect only necessary data, explain purposes, obtain valid consent where required, provide access and deletion mechanisms where applicable, and protect data.
• Transparency: identify advertising, sponsorship, endorsements, automated interactions, and material commercial relationships.
• Fairness: assess whether targeting, pricing, recommendation, or exclusion creates discriminatory outcomes.
• Manipulation: avoid deceptive interfaces, hidden fees, coercive countdowns, false scarcity, and difficult cancellation.
• Accessibility: design content and experiences that can be used by people with disabilities.
• Security: protect credentials, payment information, customer records, and marketing systems.
• Intellectual property: obtain rights to images, music, text, software, and user-generated content.
• Platform governance: understand changing terms, moderation rules, data access limits, and account-dependence risk.

Legal requirements vary by jurisdiction. Firms should consult applicable privacy, consumer-protection, electronic-communications, advertising, competition, accessibility, and intellectual-property rules. Compliance is a minimum standard; trustworthy marketing also considers customer autonomy, social impact, and long-term legitimacy.

13. Illustrative Case: FreshRoute’s Search for a Repeatable Market

Background

FreshRoute is a fictional startup offering a subscription service that coordinates surplus produce from urban farms for delivery to households. Its founders initially believed that environmentally conscious consumers would be the primary market.

Problem

The company spent heavily on social advertisements and accumulated website visitors and email subscribers. However, paid subscriptions were low, cancellations after the first delivery were high, and the founders could not determine whether the issue was price, product composition, delivery timing, or weak perceived value.

Analysis

The team separated the broad hypothesis into testable components. It interviewed subscribers, non-subscribers who had abandoned checkout, delivery staff, and farm partners. It mapped the journey from advertisement to second-order retention and compared cohorts by acquisition source.

The interviews revealed that environmental motivation attracted attention but did not by itself sustain subscriptions. A narrower segment—time-poor households with children who valued convenient weekly meal planning—experienced a stronger functional benefit. The original product also delivered unpredictable contents, creating planning difficulty.

Cohort analysis showed that customers who selected a predictable “family box” and received recipe suggestions had substantially better second-month retention than customers receiving a general box. The team did not treat this observation as conclusive proof; it designed a controlled test with comparable acquisition periods and clear retention definitions.

Approach and solution

FreshRoute changed its positioning from “reduce food waste” to “a convenient weekly family produce box that helps households plan three fresh meals.” It introduced a family-box option, transparent substitution rules, delivery-slot selection, and an onboarding email sequence. It reduced broad social spending and tested search content addressing meal planning, local produce, and weekly grocery convenience. Environmental benefits remained part of the value proposition but no longer carried the entire message.

The firm also measured guardrails: refund requests, delivery complaints, unsubscribes, and farm-partner satisfaction. It avoided claiming that every box prevented a precisely quantified amount of waste unless the claim could be substantiated.

Outcome

In this illustrative scenario, trial volume initially declined because the target audience was narrower. However, activation improved, second-month retention increased, and customer-support complaints fell. The company gained stronger evidence of a viable segment and postponed geographic expansion until delivery economics were validated.

Learning points

1. Attention is not product–market fit.
2. A segment defined by a meaningful job can outperform a broad values-based audience.
3. Positioning, product design, onboarding, and measurement must be integrated.
4. Narrowing acquisition can improve economics even when it reduces traffic.
5. Retention and customer value are more informative than surface-level engagement.
6. Ethical claims require evidence and careful wording.

14. Contemporary Developments and Best Practices

Several developments are reshaping startup marketing. Privacy changes are reducing dependence on unrestricted third-party tracking. Retail media and creator economies are creating new paid and partnership channels. Conversational search may alter discovery behavior. Communities and private messaging can produce high trust but are harder to measure. Generative AI is accelerating content production while increasing the importance of originality, verification, disclosure, and human judgment.

Best practice is not maximal channel presence. It is disciplined fit among customer need, product capability, channel behavior, economics, and governance. A graduate-level marketing manager should therefore:

1. Start with a falsifiable customer and value hypothesis.
2. Select a focused segment and define the job to be solved.
3. Use the marketing mix as an integrated system.
4. Coordinate communication across the customer journey.
5. Prioritize activation, retention, referrals, and contribution over vanity metrics.
6. Use cohorts and experiments rather than relying only on platform dashboards.
7. Build first-party relationships with clear permission and value exchange.
8. Maintain alternatives to critical platforms.
9. Govern AI, data, creators, and automated decisions.
10. Scale only when demand, delivery, and economics show repeatability.

Chapter Summary

Digital marketing is a strategic system for creating, communicating, delivering, and measuring value through digital technologies. Its development has moved from mass communication toward interactive, mobile, platform-based, data-enabled, and increasingly automated environments, while customer journeys remain hybrid rather than purely digital.

The marketing concept places customer needs, coordinated organizational action, and sustainable value at the center of strategy. Segmentation, targeting, positioning, and the 4Ps or 7Ps help translate this concept into decisions. Integrated marketing communications aligns messages, channels, data, and teams across the customer journey.

Startups face uncertainty about problems, customers, products, channels, and economics. Their marketing priorities should change from discovery and validation to repeatable acquisition, retention, and scale. Product–market fit is demonstrated through converging evidence such as repeated use, retention, referrals, willingness to pay, and viable economics—not through traffic or attention alone. Network effects can increase value through participation but require active governance to control congestion, fraud, and poor quality.

Compared with established firms, startups generally have fewer resources and less brand trust but can learn and adapt more quickly. Effective startup marketing combines focused experimentation, customer intimacy, integrated measurement, ethical data use, and disciplined scaling. Digital capability is ultimately organizational, not merely technological.

Key Terms

Marketing: The process of creating, communicating, delivering, and exchanging value.

Digital marketing: Marketing conducted through digital technologies and digitally mediated interactions.

Owned media: Digital channels controlled by an organization.

Paid media: Exposure purchased from an external media owner or platform.

Earned media: Unpaid attention or advocacy generated by others.

Conversion: A desired customer action.

Customer acquisition cost: Average attributable cost of obtaining a new customer.

Customer lifetime value: Estimated economic value of a customer relationship.

Attribution: Assignment of conversion credit to marketing interactions.

Marketing concept: The principle that success depends on satisfying target-market needs effectively and sustainably.

Segmentation: Division of a market into meaningful groups.

Targeting: Selection of priority market segments.

Positioning: The distinctive place an offering occupies relative to alternatives.

Integrated marketing communications: Coordinated communication across tools and touchpoints.

Digital transformation: Organizational change in value creation and operations enabled by digital technologies.

Minimum viable product: The smallest offering that supports meaningful learning about a value hypothesis.

Product–market fit: Evidence that a product meets an important need in a sufficiently viable market.

Network effect: Change in user value resulting from changes in other users or participants.

Cohort: A group of customers sharing a defined entry or behavior characteristic.

First-party data: Data collected directly by an organization from its users or customers.

Review Questions

Short Answer Questions

1. Distinguish owned, paid, and earned media.
2. Why is conversion rate interpretation dependent on the denominator?
3. Explain the difference between digitization, digitalization, and digital transformation.
4. What is product–market fit, and why is it not represented by one universal metric?
5. How does a direct network effect differ from an indirect network effect?

Long Answer Questions

1. Explain the marketing concept and apply segmentation, targeting, and positioning to a hypothetical digital startup.
2. Evaluate the 4Ps and 7Ps as frameworks for designing a digital subscription service.
3. Discuss how integrated marketing communications can coordinate discovery, trial, activation, retention, and advocacy.
4. Compare the marketing challenges and advantages of startups and established firms.
5. Explain the ethical and governance responsibilities associated with data-driven and AI-enabled marketing.

Analytical / Application Questions

1. A startup has high website traffic, many free registrations, and weak second-month retention. Diagnose why these data do not establish product–market fit and propose a measurement plan.
2. Design a beachhead-market strategy for a two-sided marketplace that has many potential buyers but few suppliers. Address incentives, liquidity, trust, and network effects.
3. A startup estimates average revenue per customer at 50 monetary units per month, gross margin at 60%, and monthly churn at 5%. Calculate the simple steady-state LTV estimate, state the assumptions, and explain why the result should not be used alone to decide marketing investment.

Multiple Choice Questions with Answers

Question 1

Which statement best describes the marketing concept?

A. Produce as much as possible and persuade customers to buy it

B. Satisfy target-customer needs more effectively while supporting organizational objectives

C. Maximize social-media engagement regardless of financial outcomes

D. Focus exclusively on product features and technical quality

Correct Answer: B. Satisfy target-customer needs more effectively while supporting organizational objectives

Question 2

Which of the following is an example of owned media?

A. A sponsored search advertisement

B. A newspaper article written independently by a journalist

C. A startup’s customer email newsletter

D. A creator’s unpaid recommendation

Correct Answer: C. A startup’s customer email newsletter

Question 3

A startup records 80 conversions from 2,000 relevant visitors. What is its conversion rate?

A. 2%

B. 4%

C. 8%

D. 25%

Correct Answer: B. 4%

Question 4

Which measure generally provides stronger evidence of product–market fit than raw website traffic?

A. Number of impressions

B. Number of social followers

C. Cohort retention and repeated valuable use

D. Number of advertisements purchased

Correct Answer: C. Cohort retention and repeated valuable use

Question 5

What is the principal purpose of integrated marketing communications?

A. To use every available channel simultaneously

B. To coordinate messages, channels, data, and organizational activity

C. To replace product development with advertising

D. To assign all communication to social-media staff

Correct Answer: B. To coordinate messages, channels, data, and organizational activity

Question 6

Which statement correctly distinguishes digital transformation from digitization?

A. Digitization changes the business model, while transformation scans documents

B. Transformation concerns organizational change in value creation, while digitization converts analogue information

C. They are identical terms with no managerial distinction

D. Transformation applies only to advertising campaigns

Correct Answer: B. Transformation concerns organizational change in value creation, while digitization converts analogue information

Question 7

A marketplace becomes more valuable to buyers as more suitable sellers join. This is primarily an example of:

A. A direct network effect

B. An indirect or cross-side network effect

C. A production orientation

D. Earned media

Correct Answer: B. An indirect or cross-side network effect

Question 8

In the simple subscription LTV formula, which assumption is required?

A. Churn is stable over the relevant period

B. All customers purchase exactly once

C. Gross margin must be zero

D. Acquisition cost is always included in revenue

Correct Answer: A. Churn is stable over the relevant period

Question 9

Which is most characteristic of startup marketing during problem discovery?

A. Maximizing geographic expansion immediately

B. Conducting customer research and testing problem hypotheses

C. Building a large brand portfolio

D. Optimizing mature media-buying routines

Correct Answer: B. Conducting customer research and testing problem hypotheses

Question 10

Why should AI-generated marketing content receive human review?

A. AI systems cannot produce any text

B. Review is needed to address accuracy, bias, privacy, disclosure, and brand risks

C. Human review guarantees higher impressions

D. Review removes the need for customer research

Correct Answer: B. Review is needed to address accuracy, bias, privacy, disclosure, and brand risks