Executive Presence & Persuasion

Chapter 8
Persuasive Messages, Storytelling, and Data Communication

Post Graduate Program in Leadership
Executive Presence & Persuasion   •   Post Graduate Diploma

Persuasive Messages, Storytelling, and Data Communication

Introduction

Executive presence is demonstrated not only through confidence and composure, but through the ability to make complex ideas understandable, credible, and actionable. Leaders persuade when they connect evidence to meaning, meaning to consequences, and consequences to a clear decision or behaviour. This chapter examines how executives can structure persuasive messages, develop business cases, use narrative intelligently, communicate data responsibly, and conclude with effective calls to action.

Persuasion in professional settings is not manipulation. It is a disciplined process of helping legitimate audiences understand an issue, evaluate alternatives, and choose an appropriate course of action. Effective persuasion combines three forms of appeal: ethos, the credibility and integrity of the communicator; logos, the quality of reasoning and evidence; and pathos, the emotional and human significance of the issue. Excessive reliance on any one element creates weakness. A purely emotional message may appear manipulative, a purely analytical message may fail to engage, and a message based only on authority may collapse when challenged.

The executive communicator must also recognise that audiences differ. A board may require strategic implications and risk-adjusted returns; employees may need clarity about purpose, impact, and implementation; investors may focus on growth, governance, and uncertainty; technical specialists may expect methodological precision. The central argument may remain constant, but the framing, evidence, vocabulary, and level of detail should be adapted.

Learning Objectives

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

  1. Construct persuasive executive messages using claims, evidence, reasoning, and implications.
  2. Prepare concise executive briefs and presentations for different stakeholders.
  3. Use storytelling and metaphor without distorting evidence or oversimplifying complexity.
  4. Design business cases that integrate benefits, costs, risks, assumptions, and implementation requirements.
  5. Select and explain visualisations that accurately communicate patterns in data.
  6. Identify misleading statistics, inappropriate comparisons, omitted context, and narrative distortion.
  7. Develop ethical and specific calls to action.
  8. Evaluate how artificial intelligence and digital tools affect persuasive communication.

1. The Architecture of a Persuasive Message

A persuasive message can be understood as a chain:

Situation → Problem or opportunity → Evidence → Interpretation → Recommendation → Action

The chain is useful because it prevents a common executive communication failure: presenting information without making its significance clear. Data does not automatically create a decision. The communicator must explain what the evidence means, why it matters, what alternatives exist, and what should happen next.

1.1 Claims, evidence, warrants, and implications

A strong argument contains four linked elements:

  • Claim: the conclusion or proposition being advanced.
  • Evidence: facts, analysis, observations, research, or examples supporting the claim.
  • Warrant: the reasoning that explains why the evidence supports the claim.
  • Implication: the consequence for the audience if the claim is accepted or rejected.

For example:

Claim: The organisation should introduce a structured leadership-coaching programme.
Evidence: Internal promotion data show that managers who complete the existing pilot have lower first-year turnover in their teams than comparable managers.
Warrant: If the pilot relationship is sufficiently robust and alternative explanations are considered, coaching may improve managerial effectiveness and retention.
Implication: The organisation should expand the programme, while measuring outcomes through a controlled evaluation rather than assuming that correlation proves causation.

The example is persuasive because it does not treat an observed association as conclusive proof. It makes the reasoning visible and identifies an appropriate qualification.

1.2 The executive message pyramid

An executive audience usually benefits from a top-down structure. Begin with the conclusion, then provide the most decision-relevant reasons, followed by supporting evidence and detail. This differs from an exploratory academic essay, which may build gradually toward a conclusion.

A practical message pyramid has four levels:

  1. Decision statement: What should be decided or done?
  2. Three or fewer reasons: Why is this the best course of action?
  3. Evidence: What facts, analysis, or experience support each reason?
  4. Appendix detail: What assumptions, methods, definitions, and sensitivity analyses allow scrutiny?

The “rule of three” is not a law of cognition, but three major reasons are often sufficiently memorable without creating unnecessary complexity. The number should be reduced when the issue is simple and expanded only when the decision genuinely requires more dimensions.

1.3 Message design through audience analysis

Before drafting, the communicator should answer five questions:

QuestionPurpose
What does the audience already know?Prevents repetition and inappropriate technical detail.
What does the audience value or fear?Identifies relevant benefits, risks, and motivations.
What decision authority does the audience possess?Aligns the request with actual power.
What objections are likely?Allows evidence-based responses.
What action should follow?Gives the message a practical endpoint.

Audience adaptation is not pandering. It is a requirement of responsible communication because meaning depends partly on context. The same recommendation may need to be expressed as a strategic option to a board, an operating plan to managers, and a personal impact statement to employees.

2. Executive Briefs and Presentations

An executive brief is a decision document, not a compressed report. It should make the decision, rationale, risks, and requested action visible quickly.

A useful brief structure is:

  1. Decision required: the exact approval, choice, or direction requested.
  2. Executive recommendation: the proposed course of action in one paragraph.
  3. Strategic rationale: alignment with organisational goals.
  4. Evidence and business case: relevant benefits, costs, and assumptions.
  5. Options considered: including the status quo.
  6. Risks and mitigations: material uncertainties and responses.
  7. Implementation pathway: milestones, ownership, and resources.
  8. Decision deadline: why timing matters.

The status quo should be treated as an option because doing nothing also has consequences. Omitting it can make a recommendation appear stronger than it is.

2.1 Presentation sequencing

A persuasive presentation normally progresses through five movements:

  • Orient: establish the issue and why the audience should care.
  • Diagnose: explain the current condition and its causes.
  • Propose: present the recommended response and alternatives.
  • Substantiate: provide evidence, financial logic, risks, and implementation detail.
  • Mobilise: state the decision and immediate next steps.

Slides should support the speaker’s reasoning rather than reproduce a report. A slide title should communicate a conclusion, such as “Customer attrition is concentrated in the first ninety days,” rather than merely “Customer Attrition.” The body should contain the minimum evidence required to support that conclusion, with definitions and sources available for verification.

2.2 Handling objections

Objections should be treated as information about perceived risk, not as personal opposition. A robust response distinguishes among:

  • factual disagreement;
  • different assumptions;
  • competing priorities;
  • implementation concerns; and
  • value or ethical disagreement.

A useful response pattern is acknowledge, clarify, respond, and test. First acknowledge the concern accurately. Clarify what would have to be true for the concern to be decisive. Respond with evidence or a modification to the proposal. Finally, test whether the response addresses the actual objection.

3. Storytelling as Sense-Making

Stories help audiences understand change over time, human consequences, causality, and choice. They are especially useful when leaders need to connect strategy with lived experience. However, storytelling is not evidence by itself. A vivid anecdote may illustrate a problem but cannot establish its prevalence, financial scale, or causal explanation.

3.1 Narrative structure

A professional narrative commonly includes:

  1. Context: where and when the situation occurs.
  2. Character or stakeholder: whose interests are involved.
  3. Tension: the problem, conflict, uncertainty, or opportunity.
  4. Choice: the decision that must be made.
  5. Consequence: what follows from the decision.
  6. Meaning: the lesson or strategic implication.

A leadership story should not merely celebrate the leader. It should clarify a decision, reveal a system, or make an abstract value concrete. Stories about customers, employees, or communities should preserve dignity and avoid turning people into rhetorical props.

3.2 Story and evidence should operate together

The most reliable pattern is story → data → interpretation → action. For example, a customer’s experience may reveal a service failure; aggregate data can establish how widespread the failure is; process analysis can explain why it occurs; and the recommendation can address both the individual experience and the system producing it.

The reverse pattern can also work: begin with a significant trend, then introduce a representative case that gives the trend human meaning. The case must be identified accurately. If it is unusual, it should not be presented as typical.

3.3 Metaphor and analogy

Metaphors reduce cognitive load by linking an unfamiliar concept to a familiar one. Describing a transformation programme as a “bridge” can suggest stages, supports, and a destination. Yet metaphors also conceal assumptions. A bridge implies a stable destination and a defined crossing; these may not exist in a volatile market. Metaphors should therefore be extended only as far as they remain accurate.

Effective metaphors should be:

  • relevant to the audience;
  • simple enough to understand;
  • consistent throughout the message;
  • non-stigmatising and culturally appropriate; and
  • tested for unintended implications.

4. Business Cases and Calls to Action

A business case converts an attractive idea into a decision that can be evaluated. It should integrate strategic fit, value creation, affordability, execution capability, and risk.

4.1 Components of a business case

A complete business case normally includes:

  • the problem and its cost or strategic consequence;
  • objectives and success measures;
  • options, including the status quo;
  • expected benefits and who receives them;
  • costs and resource requirements;
  • risks, dependencies, and assumptions;
  • implementation plan and governance;
  • evaluation design; and
  • recommendation and decision request.

Benefits should be separated into financial and non-financial categories. Financial benefits may include revenue, cost reduction, avoided loss, or improved asset utilisation. Non-financial benefits may include safety, compliance, capability, trust, service quality, or resilience. A non-financial benefit should not be forced into a monetary estimate merely to make the case appear rigorous.

4.2 Basic financial reasoning

When benefits and costs occur at different times, simple totals can mislead. A discounted cash-flow model expresses future cash flows in present-value terms:

PV = Σ[t=0 to n] CFt ÷ (1 + r)t

Here, PV is present value; CFt is the net cash flow in period t; r is the discount rate per period; and n is the final period. The formula assumes cash flows are measured consistently, the discount rate is appropriate to their risk and timing, and the timing convention is clear. It is not a guarantee of value: forecasts, discount rates, taxes, inflation treatment, and terminal assumptions can materially change the result.

For a simplified business case, suppose a project costs $100,000 immediately and is expected to generate $60,000 at the end of each of the next two years. At a discount rate of 10% per year:

PV = −100,000 + 60,000 ÷ 1.10 + 60,000 ÷ 1.102

The present value is approximately:

PV = −100,000 + 54,545 + 49,587 = 4,132

The positive result suggests value under the stated assumptions. It does not prove that the project should proceed. Decision-makers should examine sensitivity to lower benefits, higher costs, delay, and alternative uses of capital.

A call to action should specify who must do what, by when, using which resources, and what decision or evidence will follow. “Let us support innovation” is inspirational but weak. “Approve a six-month pilot in two regions by 30 June, allocate $80,000, and review retention and service outcomes monthly” is actionable and testable.

5. Data Communication and Visualisation

Data communication is the translation of analysis into understanding without sacrificing accuracy. The communicator must make choices about definitions, aggregation, scale, comparison, uncertainty, and visual form.

5.1 Start with the analytical question

A chart should answer a question. Common questions include:

  • How has a measure changed over time?
  • How do groups differ?
  • What is the distribution of values?
  • Which categories contribute most to a total?
  • Is there an association between two variables?
  • Where are exceptions or outliers?

The choice of chart follows the question. Line charts are generally suitable for ordered time series; bar charts support comparisons among categories; scatterplots show associations between two quantitative variables; histograms show distributions; and maps show spatial patterns when location is substantively important.

5.2 Proportion, percentage points, and percentage change

A frequent source of executive misunderstanding is confusing percentage points with percentage change. If a customer satisfaction rate rises from 40% to 50%, the increase is 10 percentage points. The relative percentage increase is:

Percentage change = (New value − Old value) ÷ Old value × 100%

Thus:

(50 − 40) ÷ 40 × 100% = 25%

Both statements are correct, but they answer different questions. The first describes the difference between two percentage rates; the second describes the relative increase from the original rate.

Rates should include a denominator and time period. “There were 200 incidents” is less informative than “There were 200 incidents per 10,000 transactions during the first quarter,” provided the denominator is appropriate and consistently measured.

5.3 Choosing honest visual scales

Bar charts should normally begin at zero when bar length represents magnitude. Truncating the axis can exaggerate differences. Line charts may use a non-zero baseline when the purpose is to show small changes, but the scale must be visible and explained. Three-dimensional effects, decorative pictograms, excessive colours, and dual axes often increase visual impression while reducing interpretability.

A visualisation should identify:

  • the measure and unit;
  • the population or sample;
  • time period;
  • source and collection method;
  • missing data treatment;
  • relevant comparison group; and
  • uncertainty where it matters.

5.4 Association, causation, and uncertainty

An association between two variables does not by itself establish that one causes the other. Alternative explanations include reverse causality, confounding variables, selection effects, measurement error, and coincidence.

When estimates are based on samples, uncertainty should be communicated where decision stakes justify it. For a sample proportion p̂, a commonly used approximate standard error is:

SE(p̂) = √[p̂(1 − p̂) ÷ n]

Here, n is the sample size. The approximation is most defensible when observations are reasonably independent and the sample design supports the inference. A confidence interval also requires an appropriate critical value and method; it should not be presented as a guarantee that a fixed percentage of future observations will lie within the interval.

The key managerial point is not to burden every chart with technical notation. It is to avoid presenting an unstable estimate as if it were precise. Small samples, non-response, changing definitions, and selective reporting can create false confidence.

6. Misleading Statistics and Narrative Distortion

Persuasive communication becomes unethical when it creates a materially false impression, even if every isolated number is technically true. Common problems include:

  • Cherry-picking: selecting only favourable periods, groups, or measures.
  • Denominator neglect: reporting counts without the population at risk.
  • Relative-risk exaggeration: reporting a large relative increase from a very small base without the absolute difference.
  • Suppressed uncertainty: presenting forecasts or estimates as facts.
  • Unfair comparisons: comparing groups with different definitions, exposure, or time periods.
  • Axis distortion: using scales that magnify or minimise differences.
  • Survivorship bias: analysing only cases that remain visible while excluding failures or exits.
  • Simpson’s paradox: an aggregate trend reversing or disappearing when data are divided into meaningful subgroups.
  • Narrative overreach: claiming that one anecdote explains a complex system.
  • Causal inflation: using language such as “caused” when the evidence supports only association.

A responsible communicator uses a challenge test before publication:

  1. What would a reasonable sceptic ask?
  2. What denominator, baseline, or comparison is missing?
  3. Could another explanation account for the pattern?
  4. Which assumptions materially affect the conclusion?
  5. Would the message remain fair if presented by an opposing stakeholder?
  6. What evidence would change the recommendation?

This final question is particularly important. A claim that cannot be revised by evidence is advocacy or ideology rather than analytical persuasion.

7. An Integrated Method for Executive Persuasion

The following method combines argument, story, evidence, and action.

Step 1: Define the decision

Write the decision as a verb: approve, prioritise, discontinue, invest, pilot, redesign, or investigate. Avoid beginning with a topic such as “digital transformation,” which does not specify what is required.

Step 2: Identify the audience and resistance

Map decision rights, incentives, concerns, and likely objections. Distinguish a request for information from a request for approval.

Step 3: Develop the governing idea

Express the message in one sentence that includes the recommendation and its principal rationale. This sentence should survive even if all supporting detail is removed.

Step 4: Assemble an evidence portfolio

Use multiple evidence types where appropriate: quantitative analysis, customer or employee experience, operational observation, external research, financial modelling, and scenario analysis. Assess the quality, relevance, timeliness, and limitations of each source.

Step 5: Select the narrative frame

Choose whether the message should begin with a problem, opportunity, stakeholder experience, trend, risk, or future scenario. Do not select a dramatic story merely because it is memorable.

Step 6: Visualise the critical pattern

Remove visual elements that do not support the decision. Label directly where possible, use consistent definitions, and disclose important uncertainty.

Step 7: Address alternatives and risks

Show why the recommendation is preferable to realistic alternatives. State what could go wrong and how the organisation will detect and manage it.

Step 8: Specify the action and feedback loop

State the decision, owner, timing, resources, milestones, and measures. Include a review point so that action generates learning rather than becoming an irreversible commitment.

Illustrative Case: Communicating a Service-Reliability Investment

Background

The fictional Northbridge Health Network operates appointment-booking services across three regions. Senior leaders are considering an investment in a new scheduling platform. The chief technology officer wants approval for a full replacement, while finance leaders are concerned about cost and implementation risk.

Problem

The initial presentation claims that “booking failures have doubled” and includes a dramatic story about a patient who could not secure an appointment. The board is unconvinced. The presentation does not define failure, identify the denominator, distinguish regions, or compare the proposed platform with process improvements.

Analysis

The leadership team reconstructs the evidence. A booking failure is defined as a transaction that does not produce a confirmed appointment within ten minutes. The rate increased from 2.0% to 3.0% over twelve months. This is a 1 percentage-point increase and a 50% relative increase, but the difference varies by region. Region A experienced most of the deterioration after a software integration change, while Regions B and C remained stable.

The team also discovers that the patient story is genuine but atypical. It is retained as an illustration, not as proof of prevalence. A process analysis identifies three contributors: integration defects, insufficient peak-period capacity, and confusing user instructions.

Approach and solution

Instead of recommending immediate full replacement, the executive brief proposes a staged intervention:

  1. repair the integration defect in Region A;
  2. improve peak-period capacity;
  3. test revised user instructions;
  4. run a six-month platform pilot in one region; and
  5. compare failure rates, cost per booking, patient complaints, and staff workload with a matched region.

The recommendation is supported by a dashboard showing rates per 10,000 booking attempts, monthly trends, regional comparisons, confidence intervals for the pilot estimates, and explicit definitions. The narrative begins with the patient experience, then moves to system-level evidence and the staged decision.

Outcome

In this illustrative case, the board approves the staged plan rather than the full replacement. After three months, the integration repair reduces failures in Region A, while the pilot produces mixed results. Because the decision included evaluation criteria, leaders can continue, modify, or stop the investment based on evidence.

Learning points

The case demonstrates that persuasive communication is not the same as presenting the most dramatic argument. The strongest message:

  • defines the measure;
  • distinguishes relative change from percentage-point change;
  • separates an illustrative story from representative evidence;
  • considers alternatives;
  • links investment to measurable outcomes; and
  • creates a feedback mechanism for revising the decision.

Ethical, Governance, and Technology Considerations

Persuasive communication involves power. Leaders may influence budgets, careers, public trust, and access to services. Ethical standards therefore require accuracy, material disclosure, respect for affected people, and proportionality between evidence and claim.

Organisations should establish governance for important executive communications. Useful controls include source registers, version-controlled definitions, independent review of high-stakes statistics, documented assumptions, approval of public claims, and retention of analytical code or reproducible calculations where feasible.

Artificial intelligence can help draft alternatives, summarise documents, generate presentation structures, and identify unanswered questions. It can also invent sources, reproduce bias, flatten uncertainty, and produce plausible but unsupported narratives. AI-generated analysis should therefore be treated as a draft. Human reviewers must verify sources, calculations, definitions, confidentiality requirements, and the appropriateness of the recommendation. Sensitive data should not be entered into tools without authorisation and suitable data-protection controls.

Contemporary communication increasingly occurs through dashboards, short videos, virtual meetings, and social platforms. The medium changes attention patterns but not the underlying obligations of truthfulness and clarity. A concise format is not a licence to remove essential context.

Best Practices for Professional Application

  • Lead with the decision, not the history of the project.
  • Use one governing idea and a small number of supporting reasons.
  • Make assumptions visible.
  • Use stories to illuminate systems, not replace evidence.
  • Report absolute differences as well as relative changes.
  • Include denominators, time periods, and comparison groups.
  • Match visual form to the analytical question.
  • Distinguish association from causation.
  • Treat the status quo as an option.
  • State risks and conditions under which the recommendation should change.
  • Make the call to action specific, owned, timed, and measurable.
  • Preserve a respectful tone when discussing people and stakeholders.
  • Test important claims through independent review.

Chapter Summary

Persuasive executive communication connects a clear claim to relevant evidence, transparent reasoning, practical implications, and a specific action. Executive briefs and presentations should lead with the decision, provide a small number of reasons, and place supporting detail where it can be examined. Storytelling adds meaning and human relevance, but anecdotes must not be mistaken for representative evidence. Metaphors can simplify complexity, although they should be tested for hidden assumptions and unintended consequences.

A credible business case integrates strategic fit, benefits, costs, risks, alternatives, implementation, and evaluation. Quantitative communication requires careful attention to denominators, percentage points, percentage change, visual scales, uncertainty, and the distinction between association and causation. Ethical persuasion avoids cherry-picking, narrative distortion, false precision, and unsupported causal claims. AI and digital tools can improve efficiency but require human verification, governance, and protection of confidential information. The mature executive communicator persuades without sacrificing accuracy, fairness, or the possibility of learning.

Key Terms

Ethos: Persuasive force derived from credibility, character, and trustworthiness.

Logos: Persuasive force derived from reasoning and evidence.

Pathos: Persuasive force derived from emotion and human significance.

Claim: The conclusion or proposition advanced by a message.

Evidence: Information used to support or evaluate a claim.

Warrant: The reasoning that connects evidence to a claim.

Executive brief: A concise document designed to support a decision.

Business case: Structured analysis of an option’s value, cost, risk, and feasibility.

Call to action: A specific request for behaviour, approval, or decision.

Narrative: A structured account connecting events, people, choices, and consequences.

Metaphor: A comparison that explains one concept through another.

Denominator: The reference population or exposure used to interpret a count or rate.

Percentage point: The arithmetic difference between two percentage rates.

Percentage change: Relative change calculated against the original value.

Association: A statistical relationship between variables.

Causation: A relationship in which one factor contributes to producing an outcome.

Confounding: Distortion caused by a third factor related to variables under study.

Survivorship bias: Error caused by analysing only cases that remain visible or successful.

Sensitivity analysis: Examination of how results change when assumptions vary.

Governance: Processes that ensure accountability, oversight, accuracy, and responsible decision-making.

Review Questions

Short Answer Questions

  1. What are the four elements of a claim–evidence–warrant–implication structure?
  2. Why should the status quo be included as an option in a business case?
  3. Distinguish percentage points from percentage change.
  4. Give two risks of using an anecdote as evidence.
  5. What information should a specific call to action contain?

Long Answer Questions

  1. Explain how ethos, logos, and pathos can be combined in an executive presentation without compromising ethical standards.
  2. Describe a suitable structure for an executive brief and explain the purpose of each section.
  3. Discuss how storytelling can improve strategic communication while also creating risks of narrative distortion.
  4. Explain the main principles for selecting and designing visualisations for executive audiences.
  5. Evaluate the role of assumptions, sensitivity analysis, and implementation risk in a business case.

Analytical / Application Questions

  1. A report states that customer complaints rose by 80%, from 1% of transactions to 1.8%. Explain how you would communicate this change accurately and identify what additional information is needed.
  2. Design a persuasive message asking a board to approve a six-month leadership-development pilot. Specify the claim, evidence, warrant, risks, evaluation measures, and call to action.
  3. An executive presentation uses a single dramatic customer story and a truncated bar chart to justify a major technology investment. Critique the presentation and propose a more ethical evidence-and-narrative structure.

Multiple Choice Questions with Answers

Question 1

Which element explains why evidence supports a particular claim?

A. Claim

B. Warrant

C. Implication

D. Anecdote

Correct Answer: B. Warrant

Question 2

A satisfaction rate increases from 40% to 50%. What is the relative percentage change?

A. 10%

B. 20%

C. 25%

D. 50%

Correct Answer: C. 25%

Question 3

Which chart is generally most appropriate for showing change in a measure over time?

A. Line chart

B. Pie chart

C. Pictogram

D. Three-dimensional surface chart

Correct Answer: A. Line chart

Question 4

Why should an anecdote not normally be treated as proof of prevalence?

A. Anecdotes cannot contain facts

B. Anecdotes may illustrate an experience without showing how common it is

C. Anecdotes are always fictional

D. Anecdotes cannot be used in presentations

Correct Answer: B. Anecdotes may illustrate an experience without showing how common it is

Question 5

What is denominator neglect?

A. Using too many categories in a chart

B. Reporting a count without the relevant population or exposure

C. Discounting future cash flows

D. Removing an outlier from a dataset

Correct Answer: B. Reporting a count without the relevant population or exposure

Question 6

Which statement best describes the status quo in a business case?

A. It is excluded because it is not an investment

B. It is treated as an option with its own consequences

C. It is assumed to have no risk

D. It is always the financially cheapest option

Correct Answer: B. It is treated as an option with its own consequences

Question 7

What does a positive present value in a simplified discounted cash-flow calculation indicate?

A. The project is guaranteed to succeed

B. The project has value under the stated assumptions

C. All risks have been eliminated

D. The discount rate is irrelevant

Correct Answer: B. The project has value under the stated assumptions

Question 8

Which practice most directly reduces the risk of causal inflation?

A. Using more emotional language

B. Distinguishing association from causation

C. Removing comparison groups

D. Using a truncated axis

Correct Answer: B. Distinguishing association from causation

Question 9

What is the principal purpose of a call to action?

A. To add decorative language

B. To specify the required behaviour, owner, timing, and next step

C. To replace the evidence section

D. To avoid discussing risks

Correct Answer: B. To specify the required behaviour, owner, timing, and next step

Question 10

Which is an example of survivorship bias?

A. Comparing two clearly defined regions

B. Analysing only successful start-ups while ignoring those that failed

C. Showing a confidence interval

D. Reporting a rate with its denominator

Correct Answer: B. Analysing only successful start-ups while ignoring those that failed

Executive Presence & Persuasion
Chapter 8 of 14