Art Direction & Design Thinking

Chapter 3
Advertising Strategy, Consumer Insight and the Creative Brief

Post Graduate Program in Advertising and Media
Art Direction & Design Thinking   •   Post Graduate

Advertising Strategy, Consumer Insight and the Creative Brief

Introduction

Advertising is not simply the production of attractive messages. It is a strategic activity that translates a business problem into a relevant, persuasive and executable communication response. Art direction and design thinking become more effective when they are grounded in an understanding of the market, the consumer, the brand’s competitive position and the media environment in which the message will be encountered.

A creative team therefore needs more than a product description. It needs to understand what the organisation is trying to achieve, whom it must influence, what those people currently believe and do, what change is required, and why the brand is entitled to make its promise. The creative brief is the principal document that connects these questions. A strong brief does not dictate the advertisement; it creates the strategic conditions in which an original advertisement can be developed.

This chapter integrates segmentation, targeting and positioning (STP), consumer research, behavioural models, value propositions, means–end chains, consumer-journey mapping and media context. It also examines the limitations of these models and the ethical responsibilities involved in representing consumers and influencing behaviour.

Learning objectives

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

  1. Distinguish business objectives, marketing objectives, communication objectives and creative objectives.
  2. Apply STP to advertising strategy and assess the quality of a target-audience definition.
  3. Interpret consumer insight using qualitative, quantitative and behavioural evidence.
  4. Use AIDA, hierarchy-of-effects, means–end and consumer-journey models appropriately.
  5. Formulate a differentiated value proposition and identify a credible reason to believe.
  6. Explain how media context changes creative decisions.
  7. Write and evaluate an actionable creative brief.
  8. Recognise strategic, ethical, cultural and technological limitations in advertising planning.

1. From business problem to creative problem

Advertising strategy begins with a problem, not a format. A business problem may involve declining sales, low trial, weak retention, an undifferentiated brand, a new market entry or a change in consumer behaviour. The advertising task is narrower: it identifies the communication intervention that may contribute to solving the business problem.

A useful hierarchy is:

LevelCentral questionExample
Business objectiveWhat organisational result is required?Increase profitable subscriptions
Marketing objectiveWhat market behaviour must change?Grow subscriptions among urban professionals
Communication objectiveWhat should the audience think, feel or do?Believe the service is dependable and consider switching
Creative objectiveWhat must the idea and execution accomplish?Make reliability memorable through a distinctive visual device
Executional objectiveHow must the message work in a medium?Communicate the promise within the first two seconds of a mobile video

These levels must not be collapsed. “Increase sales” is not a creative objective, and “make a funny film” is not a strategy. Communication may contribute to sales, but sales are also affected by distribution, pricing, product quality, competitors and economic conditions.

A well-formed objective specifies an audience, a desired change and, where appropriate, a time frame or measurable indicator. The objective should be ambitious but within the plausible influence of communication. For example, “make everyone prefer the brand” is neither strategically useful nor measurable. “Increase consideration of Brand X among first-time category buyers during the six-month launch period” is more actionable.

2. Situation analysis and the strategic diagnosis

Before defining a message, planners diagnose the situation. This involves examining internal evidence, market structure, competitors, category conventions, cultural conditions and consumer behaviour.

2.1 The five-question diagnosis

A practical diagnostic sequence asks:

  1. Where are we now? Examine awareness, consideration, usage, loyalty, distribution, reputation and performance.
  2. Why are we there? Identify functional barriers, emotional barriers, availability problems, competitive activity and internal weaknesses.
  3. Where could we go? Define a commercially meaningful opportunity.
  4. Whom must we influence? Select a priority audience rather than describing the entire population.
  5. What change would unlock the opportunity? State the behavioural or attitudinal shift required.

A situation analysis should separate evidence from interpretation. “Search data show rising queries for repairable products” is evidence. “Consumers are ready to abandon disposable products” is an interpretation requiring further support.

2.2 Research as disciplined inquiry

Consumer insight is not the same as a demographic fact or an interesting quotation. An insight explains a meaningful tension in people’s lives and indicates a possible strategic opportunity. It often takes the form: people want X, but Y prevents or complicates it; therefore a brand that enables Z can become relevant.

Research methods contribute different kinds of knowledge:

MethodStrengthTypical limitation
SurveysEstimates prevalence and attitudes across a sampleSelf-reports may not predict behaviour
InterviewsReveals language, meanings and personal narrativesSmall samples and interviewer effects
Focus groupsExplores social language and category normsGroup conformity and performative responses
EthnographyObserves behaviour in contextTime-intensive and interpretive
Social listeningIdentifies public conversations and emerging languageVocal users are not the whole market
Search and platform analyticsShows active information or media behaviourIntent is not always equivalent to purchase
Experiments or A/B testsEstimates causal effects under defined conditionsResults may not generalise to all contexts

Triangulation is preferable to treating any single source as truth. For instance, a survey may indicate that consumers value sustainability, while observation reveals that convenience determines actual choice. The strategic task is not to select the more flattering finding but to understand the relationship between stated values and behaviour.

3. Segmentation, targeting and positioning

3.1 Segmentation

Segmentation divides a heterogeneous market into groups with sufficiently shared needs, behaviours or responses to warrant differentiated attention. Common bases include demographic, geographic, psychographic, behavioural, needs-based and occasion-based segmentation. In contemporary planning, a person may belong to different segments depending on the consumption occasion; a single demographic label rarely explains all behaviour.

Useful segments are:

  • Identifiable: the organisation can recognise or estimate their presence.
  • Substantial: the opportunity is commercially meaningful.
  • Accessible: the organisation can reach them through distribution and media.
  • Differentiable: they respond differently to an offer or communication.
  • Actionable: the organisation can design a suitable proposition.

Segmentation should not become stereotyping. “Women aged 18–34” is a buying population, not automatically an insight. The planner must identify a relevant need, context and barrier.

3.2 Targeting

Targeting selects the segment or segments that will receive priority. Options include concentrated targeting, differentiated targeting, mass targeting and sequential or occasion-based targeting. The choice depends on resources, category structure, brand maturity, accessibility and the cost of ignoring other audiences.

A target audience statement should include both a descriptive profile and a behavioural or situational definition. Compare:

  • Weak: “Young people who like technology.”
  • Stronger: “First-job professionals who use mobile banking but hesitate to invest because financial products appear complex and risky.”

The second statement identifies a behaviour, a life stage, a barrier and an opportunity for communication.

3.3 Positioning

Positioning is the place a brand seeks to occupy in the minds of a selected audience relative to alternatives. It is not merely a slogan or a visual style. A positioning statement commonly specifies:

For [target audience], [brand] is the [frame of reference] that [benefit] because [reason to believe], unlike [relevant alternative].

For example: “For time-pressed home cooks, FreshRoute is the meal service that makes healthy weeknight cooking manageable because its ingredients arrive pre-portioned with ten-minute recipes, unlike services that require extensive preparation.”

A positioning must be desirable to the audience, deliverable by the organisation, distinctive from competitors and communicable in the selected media. Positioning is strategic; the campaign idea is an expression of that strategy.

4. Consumer behaviour models and their proper use

Models simplify complex behaviour. They are planning tools, not universal laws. Their value lies in asking useful questions and identifying missing information.

4.1 AIDA

AIDA describes four communication stages: attention, interest, desire and action. It is especially useful when planning a direct response or a message with a clear progression. A mobile advertisement may need an immediate visual interruption, a quickly understood benefit, evidence that creates desire and a low-friction call to action.

AIDA is limited because consumers do not always move linearly. Brand familiarity, habit, social influence and availability may matter more than sequential persuasion. It should therefore be used as a design heuristic rather than a prediction that every consumer passes through four fixed stages.

4.2 Hierarchy-of-effects models

Hierarchy models distinguish cognitive, affective and behavioural outcomes. A traditional sequence is learn → feel → do, although alternative sequences exist. High-involvement purchases may require information and evaluation; low-involvement purchases may be shaped by familiarity, salience and repeated availability.

The planner should ask what the campaign must change. Is the barrier lack of knowledge, weak emotional relevance, perceived risk, habit or inability to access the product? The answer affects the role of copy, imagery, demonstration, social proof and memory structures.

4.3 Means–end chains

Means–end analysis connects product attributes to consequences and ultimately to personal values:

Attribute → Functional consequence → Psychosocial consequence → Value

For a compact electric vehicle, “home charging” may lead to “fewer visits to a fuel station,” then “greater daily control,” and finally “independence.” The final value is not necessarily stated in the advertisement, but it helps the team understand why a feature may matter.

The model prevents a common error: advertising a feature without explaining its human significance. It also warns against assuming that a functional benefit has the same meaning for every audience. Different consumers may connect the same attribute to savings, status, security or environmental responsibility.

4.4 Consumer-journey mapping

A journey map represents stages and touchpoints through which a person encounters a category, brand and experience. A practical map may include:

  1. Trigger or need recognition
  2. Exploration and information seeking
  3. Evaluation of alternatives
  4. Purchase or sign-up
  5. Use or consumption
  6. Support, review and advocacy

At each stage, planners should record the consumer’s question, emotional state, barrier, touchpoint, brand opportunity and evidence of success. The journey is usually iterative rather than linear. A negative service experience may return an existing customer to evaluation; a recommendation may trigger a new journey.

A journey map should not be a decorative wall exercise. It becomes strategically useful when it reveals a neglected moment—for example, uncertainty immediately after purchase—and assigns a communication or service response to that moment.

5. Value propositions, benefits and reasons to believe

A value proposition explains why a target audience should prefer a brand. It includes the value created, the audience for whom it is relevant and the basis on which the promise can be trusted.

The distinction among feature, benefit and value is essential:

  • Feature: what the product has or does.
  • Functional benefit: what the feature enables.
  • Emotional or social benefit: how the user feels or is perceived.
  • Value: the broader human outcome that makes the benefit important.

A proposition is stronger when it is supported by a reason to believe, such as product demonstration, performance data, guarantee, expert endorsement, user evidence or a distinctive service process. However, evidence must be accurate, current and presented in a way that an ordinary audience can understand.

A creative team should also identify the proposition’s boundaries. “The fastest” requires a defined comparison, test conditions and time frame. “Eco-friendly” is too vague unless the environmental attribute and supporting evidence are clear. Strategic creativity cannot compensate for an indefensible claim.

6. The media context as a creative variable

Media are not neutral delivery pipes. Each environment influences attention, interpretation, participation and credibility. A cinema screen, a social feed, a search result, a retail shelf and an audio platform create different conditions for communication.

Important media variables include:

  • Attention: Is the audience actively seeking information or encountering it incidentally?
  • Time: How long is available before a person can skip, scroll or leave?
  • Sound and visibility: Can the message rely on audio, captions, colour or movement?
  • Context: Does the surrounding content support, compete with or contradict the message?
  • Interaction: Can the audience search, click, comment, configure or share?
  • Placement and proximity: Is the message near the point of purchase or far from action?
  • Frequency: How often can the audience encounter the message without irritation?

A platform adaptation is not simply a resized master advertisement. A vertical video may require a visual idea that works without sound; a search advertisement must match explicit intent; an outdoor execution must be legible at distance and understood quickly; branded content must respect the expectations of the host environment.

Media planning and creative development should therefore be integrated early. The creative brief should specify the communication task in the actual attention conditions, not in an imaginary universal audience state.

7. The creative brief

The creative brief is a strategic contract among client, planner, creative team, production partners and sometimes media specialists. It should be concise enough to guide decision-making and open enough to permit original solutions.

A robust brief normally contains:

  1. Background: relevant category, brand and business context.
  2. Business challenge: the organisational problem.
  3. Communication objective: the audience change required.
  4. Audience: a priority group defined by need, behaviour and context.
  5. Consumer insight: a supported tension or motivating truth.
  6. Single-minded proposition: the one central promise.
  7. Reasons to believe: evidence or support for the promise.
  8. Desired response: what the audience should think, feel or do.
  9. Tone and personality: the manner in which the brand should speak.
  10. Mandatories: legal, brand, accessibility, identity and production requirements.
  11. Media and experience context: where, when and how people encounter the work.
  12. Success measures: indicators connected to the objective.
  13. Constraints and assumptions: budget, timing, markets, language and operational limits.

The single-minded proposition is not necessarily a slogan. It is a decision filter. If a concept communicates several unrelated benefits, the audience may remember none. A proposition should be specific enough to exclude weak ideas and broad enough to permit varied executions.

7.1 A brief-quality test

A brief can be assessed through five questions:

  • Is the problem real and clearly stated?
  • Is the audience described as people in a relevant situation rather than a media statistic?
  • Is the insight supported by evidence and expressed without cliché?
  • Is the promise distinctive, valuable and credible?
  • Could two capable creative teams produce meaningfully different ideas from the brief?

The last question matters. A brief that prescribes the layout, headline and colour palette has confused strategy with execution. Conversely, a brief that says “create awareness” gives insufficient direction.

8. Worked application: illustrative case of RefillNow

The following is a fictional illustrative case.

Background

RefillNow is a reusable household-cleaning system sold through supermarkets and an online store. Customers buy a durable spray bottle and concentrated refills. The business wants to increase household penetration, but sales are concentrated among environmentally committed consumers.

Problem

Research finds that many mainstream shoppers dislike repeatedly buying large plastic bottles, yet they associate reusable systems with inconvenience, poor cleaning performance and complicated preparation. A survey shows positive environmental attitudes, but observation of shopping behaviour shows that convenience and visible proof of effectiveness dominate shelf choice.

Analysis

The broad category opportunity is not simply to make people care more about plastic. The strategic barrier is the perceived trade-off between responsible behaviour and household efficiency. The priority audience is time-pressed household managers who already purchase cleaning products and are open to reducing waste but do not want additional effort.

A means–end chain is:

Concentrated refill → fewer bulky bottles and easy storage → a more orderly, manageable home routine → competence and control.

The positioning is: “For practical household managers, RefillNow is the cleaning system that reduces packaging without complicating cleaning, because its concentrated refills are quick to mix and tested for everyday cleaning performance.”

Approach and solution

The communication objective is to change the belief that lower-waste cleaning is inconvenient. The single-minded proposition is: “Less bottle, no extra work.” Reasons to believe include a simple preparation demonstration, compact storage and verified performance claims.

The creative concept shows familiar household tasks becoming simpler as unnecessary packaging disappears. In short mobile videos, the first frame presents a crowded cupboard; the next demonstrates the refill process; the final frame shows the product and a clear action. In supermarket materials, the message is placed beside the product with a visible demonstration rather than an abstract environmental image.

The media context changes the executions. Social video uses captions and rapid visual proof because sound may be absent. In-store communication emphasises immediate comprehension and product proximity. Search copy responds to queries about reusable cleaning products and addresses convenience directly.

Outcome measures

Appropriate measures include:

  • aided and unaided awareness;
  • association between RefillNow and convenience;
  • product-page engagement and completed purchases;
  • first purchase and repeat refill rates;
  • sell-through in test stores; and
  • reduction in the proportion of target consumers who believe reusable cleaning is difficult.

Sales alone cannot establish that advertising caused the result. A stronger evaluation compares exposed and appropriately selected unexposed groups, controls for distribution and price changes where possible, and combines behavioural data with attitudinal evidence.

Learning points

The case demonstrates that an environmental theme becomes more persuasive when connected to a practical consumer tension. It also shows why research, positioning, means–end analysis and media context must precede visual execution. The creative idea is not “green imagery”; it is a dramatization of reduced waste without added effort.

9. Evaluation, measurement and experimentation

Strategic evaluation should be aligned with the communication objective. A useful distinction is between outputs, effects and outcomes:

  • Outputs: reach, impressions, completed views, placements and frequency.
  • Communication effects: awareness, comprehension, belief, association, consideration and intention.
  • Behavioural outcomes: trial, purchase, retention, referral or qualified leads.
  • Business outcomes: revenue, margin, market share or customer lifetime value.

Digital metrics can create false precision. A click is not necessarily persuasion, and an impression is not necessarily attention. Viewability, brand lift, incrementality, quality of exposure and downstream behaviour should be considered together.

Controlled experiments can improve causal inference. For example, a test region may receive the campaign while a comparable control region does not. However, regional differences, spillover exposure, seasonality and concurrent promotions may weaken the design. A/B testing is useful when the tested alternatives differ in a clearly defined variable, but repeated optimisation toward clicks can damage long-term brand effects.

The creative brief should identify success criteria before execution. Otherwise, teams may select convenient measures after the campaign and confuse activity with effectiveness.

10. Ethics, inclusion and governance

Advertising strategy involves power: it selects representations, shapes cultural meanings and influences choices. Ethical planning requires more than legal compliance.

Key responsibilities include:

  • avoiding deceptive, unsupported or materially incomplete claims;
  • representing communities without reducing them to stereotypes;
  • ensuring that targeting does not exploit vulnerability or unfairly exclude groups;
  • protecting personal data and obtaining appropriate consent;
  • distinguishing paid influence from independent editorial or user content;
  • making important qualifications visible and understandable;
  • designing accessible communication for people with sensory or cognitive disabilities; and
  • considering environmental claims, behavioural manipulation and unintended social effects.

AI tools intensify these issues. Generative systems can assist with ideation, transcription, audience clustering and variant production, but they may reproduce bias, expose confidential data, generate fabricated evidence or obscure authorship. Human professionals remain responsible for claims, cultural judgement, rights clearance, privacy and final approval. AI-generated audience insights should be treated as hypotheses requiring validation, not as consumer truth.

11. Limitations and critical perspectives

STP may imply stable, neatly bounded segments even though identities and behaviours are fluid. AIDA and hierarchy models may suggest linear progression where real journeys are recursive and socially mediated. Means–end chains can overemphasise individual motivation and understate structural constraints such as price, access or policy. Journey maps may privilege the organisation’s touchpoints and omit informal influence, platform algorithms or non-consumption.

The creative brief itself can become a bureaucratic artefact. Excessive detail may reduce originality; vague language may permit strategic drift. The solution is not to abandon structure but to distinguish non-negotiable strategic requirements from areas open to creative interpretation.

Postgraduate practitioners should therefore treat models as lenses rather than laws. They should ask whose perspective a model represents, what evidence supports it, which assumptions it makes and what it cannot explain. The strongest strategy combines disciplined analysis with interpretive sensitivity and creative risk.

12. Best-practice workflow

A practical workflow is:

  1. Clarify the business challenge and decision-maker expectations.
  2. Audit available evidence and identify knowledge gaps.
  3. Conduct or commission appropriate research.
  4. Define the market opportunity and priority audience.
  5. Articulate the positioning, value proposition and reason to believe.
  6. Map the required consumer change and relevant journey moments.
  7. Specify media conditions and experience requirements.
  8. Write a concise creative brief.
  9. Invite several strategic and creative routes before selecting one.
  10. Test comprehension, distinctiveness, relevance and credibility.
  11. Adapt the idea to media rather than merely resizing it.
  12. Measure effects against pre-agreed objectives and learn for the next cycle.

This workflow is iterative. New research may revise the audience; testing may reveal that the proposition is credible but unmemorable; media constraints may require a different expression. Strategy is not a one-time document but an organised process of learning and decision-making.

Chapter Summary

Advertising strategy connects organisational ambition with creative action. The process begins by separating business, marketing, communication and creative objectives. Situation analysis and research identify the category context, consumer behaviour, barriers and opportunities. STP provides a disciplined method for selecting a priority audience and defining a differentiated position, while value propositions and reasons to believe establish what the brand promises and why it should be trusted.

AIDA, hierarchy-of-effects, means–end chains and consumer-journey maps are useful planning frameworks, but none should be treated as a universal law of behaviour. Media environments shape attention, interpretation and action, so creative work must be designed for actual contexts. The creative brief translates the strategy into a focused, evidence-based invitation to create. Its quality depends on clarity, relevance, credibility, distinctiveness and openness to original execution.

Finally, effective advertising must be evaluated through appropriate measures and governed by ethical standards concerning truth, privacy, inclusion, accessibility, vulnerability and responsible use of AI. Strategic excellence lies in combining analytical discipline with cultural understanding and creative possibility.

Key Terms

Advertising strategy: A plan connecting business goals, audience understanding, positioning and communication activity.

AIDA: A model describing attention, interest, desire and action as possible communication stages.

Audience insight: An evidence-informed understanding of a meaningful consumer tension or motivation.

Business objective: The organisational result a campaign is intended to support.

Communication objective: The intended change in audience awareness, belief, feeling or behaviour.

Consumer journey: The sequence of needs, interactions and decisions associated with a category or brand.

Creative brief: A concise strategic document guiding creative development.

Differentiation: The basis on which a brand is meaningfully distinct from alternatives.

Hierarchy of effects: Models linking cognitive, affective and behavioural responses.

Means–end chain: A framework connecting attributes to consequences and personal values.

Positioning: The intended place of a brand in the audience’s mental frame relative to alternatives.

Reason to believe: Evidence supporting a brand promise.

Segmentation: Division of a market into groups with relevant shared characteristics or needs.

Single-minded proposition: The central promise a communication should convey.

STP: Segmentation, targeting and positioning.

Target audience: The priority group whose response is sought.

Value proposition: A statement of the value a brand offers to a defined audience.

Touchpoint: A point of contact between a person and a brand, category or organisation.

Review Questions

Short Answer Questions

  1. Distinguish a business objective from a communication objective.
  2. What makes a target-audience definition strategically useful?
  3. Define a reason to believe and give one example.
  4. State two limitations of AIDA.
  5. Why should media context be included in a creative brief?

Long Answer Questions

  1. Explain how STP informs the development of a creative strategy. Use an illustrative example.
  2. Compare AIDA, hierarchy-of-effects and consumer-journey models in terms of their assumptions and practical uses.
  3. Explain how a means–end chain can transform a product feature into a meaningful advertising proposition.
  4. Describe the essential components of an effective creative brief and explain why each matters.
  5. Discuss the ethical responsibilities involved in audience targeting, representation and AI-assisted advertising.

Analytical / Application Questions

  1. A financial app is known among students but rarely used. Diagnose whether the main barrier is awareness, trust, perceived complexity or access. Propose research methods and a communication objective.
  2. Develop an STP analysis, positioning statement and single-minded proposition for a fictional refillable personal-care brand aimed at mainstream consumers.
  3. A campaign receives high video-completion rates but no increase in consideration or purchase. Analyse at least four possible explanations and recommend a revised evaluation plan.

Multiple Choice Questions with Answers

Question 1

Which statement best distinguishes a communication objective from a business objective?

A. A communication objective specifies the desired change in audience response, while a business objective specifies an organisational result.

B. A communication objective always refers to sales, while a business objective refers to awareness.

C. A communication objective defines the media budget, while a business objective defines the slogan.

D. There is no meaningful distinction between the two.

Correct Answer: A. A communication objective specifies the desired change in audience response, while a business objective specifies an organisational result.

Question 2

Which characteristic is essential for a strategically useful market segment?

A. It must be based only on age and gender.

B. It must be actionable and meaningfully differentiated from other groups.

C. It must include the entire national population.

D. It must be defined by the creative director.

Correct Answer: B. It must be actionable and meaningfully differentiated from other groups.

Question 3

In a means–end chain, what normally follows a product attribute?

A. A media placement

B. A functional consequence

C. A legal disclaimer

D. A brand colour

Correct Answer: B. A functional consequence

Question 4

What is the principal purpose of a single-minded proposition?

A. To list every product feature in the campaign

B. To prescribe the exact layout of every advertisement

C. To identify the central promise that guides creative development

D. To replace all consumer research

Correct Answer: C. To identify the central promise that guides creative development

Question 5

Which research method is particularly suited to observing behaviour in its everyday context?

A. Ethnography

B. Aided recall survey only

C. Media scheduling

D. Logo testing only

Correct Answer: A. Ethnography

Question 6

Why should AIDA be treated as a planning heuristic rather than a universal law?

A. Consumers always ignore advertising.

B. Consumer responses may be non-linear and shaped by habit, context and social influence.

C. Attention has no relationship to communication.

D. The model applies only to internal organisational communication.

Correct Answer: B. Consumer responses may be non-linear and shaped by habit, context and social influence.

Question 7

Which item is a reason to believe for a product promise?

A. An unsupported adjective such as “amazing”

B. A verified product demonstration or credible performance evidence

C. A random change in typography

D. A broad population label

Correct Answer: B. A verified product demonstration or credible performance evidence

Question 8

A mobile video may need captions primarily because which media condition can apply?

A. The audience may encounter it without sound.

B. Mobile users cannot see images.

C. Search advertising has no audience.

D. All mobile advertisements are watched in cinemas.

Correct Answer: A. The audience may encounter it without sound.

Question 9

Which measure is most directly an attitudinal communication effect?

A. Number of media placements

B. Brand association with convenience

C. Printing cost

D. Number of production staff

Correct Answer: B. Brand association with convenience

Question 10

What is an important governance responsibility when using generative AI in advertising?

A. Accepting generated claims without verification

B. Allowing the system to determine legal compliance

C. Validating claims, protecting data and reviewing bias and representation

D. Removing all human approval from the process

Correct Answer: C. Validating claims, protecting data and reviewing bias and representation

Art Direction & Design Thinking
Chapter 3 of 15