Crisis Management & Resilience

Chapter 7
Leadership and Decision-Making Under Pressure

Post Graduate Program in Leadership
Crisis Management & Resilience   •   Post Graduate Diploma

Leadership and Decision-Making Under Pressure

Introduction

Crisis leadership is the disciplined exercise of judgment when events are fast-moving, information is incomplete, consequences are serious, and normal procedures are strained. A crisis may involve a cyberattack, industrial accident, public-health emergency, financial shock, violent incident, infrastructure failure, or reputational threat. In each case, leaders must make consequential choices before certainty is available.

The central challenge is not simply lack of information. It is the interaction of ambiguity, time pressure, emotional arousal, competing values, organizational politics, fatigue, and rapidly changing conditions. A leader who waits for complete information may lose the opportunity to act; a leader who acts impulsively may worsen the crisis. Effective crisis decision-making therefore combines speed with discipline, intuition with analysis, and authority with structured challenge.

This chapter examines recognition-primed decision-making, the OODA loop, naturalistic decision-making, scenario testing, decision logs, and methods for countering cognitive and social failure. It also considers executive paralysis, panic, fatigue, ethical judgment, technology, and the organizational conditions that make sound decisions more likely.

Learning Objectives

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

  1. Explain why decision-making under crisis conditions differs from routine managerial decision-making.
  2. Apply recognition-primed decision-making and the OODA loop appropriately.
  3. Distinguish intuition from impulsive judgment and identify when analytical methods are required.
  4. Use scenario testing, premortems, red teams, and decision logs to improve decision quality.
  5. Diagnose cognitive bias, groupthink, panic, fatigue, and executive paralysis.
  6. Lead ethically when evidence is incomplete and values are in conflict.
  7. Design practical decision protocols for organizational resilience.

1. The Nature of Crisis Decisions

Routine decisions normally occur within stable roles, predictable processes, and known performance measures. Crisis decisions differ in five important ways.

First, information is incomplete and noisy. Reports may conflict, data may be delayed, and the meaning of events may be unclear. A leader must distinguish facts, assumptions, interpretations, and rumours.

Second, time is compressed. The decision window may close before an investigation is complete. Some decisions are reversible, such as issuing an internal alert; others are difficult to reverse, such as evacuating a facility, shutting down production, or publicly naming a suspected cause.

Third, consequences are asymmetric. A delayed action may cause catastrophic harm, while a precautionary action may impose moderate cost. Conversely, an unnecessary shutdown may create substantial economic and social consequences. The leader must evaluate not only the most likely outcome but also the downside of being wrong.

Fourth, the emotional environment is intense. Fear, anger, urgency, loyalty, and blame can distort attention and communication. Leaders are both decision-makers and emotional signals for the organization.

Fifth, decisions are interdependent. A communication decision affects public trust; a technical decision affects legal exposure; a staffing decision affects operational continuity. Crisis leadership is therefore a systems problem rather than a series of isolated choices.

A useful discipline is to classify every important statement into four categories:

CategoryMeaningExample
FactDirectly observed or reliably verified informationTwo servers are offline
AssumptionA proposition treated as true for planningThe outage may spread
InterpretationMeaning assigned to available evidenceThe pattern resembles ransomware
UnknownA relevant question not yet resolvedWhether customer data was accessed

This classification prevents interpretations from being treated as facts and makes uncertainty visible.

2. A Decision Architecture for Crisis Leadership

A practical crisis decision architecture has six linked activities:

  1. Detect: identify signals and establish that an abnormal condition exists.
  2. Orient: construct a working picture of what is happening, what matters, and what may happen next.
  3. Decide: select a feasible action consistent with objectives and constraints.
  4. Act: allocate authority and resources, communicate the decision, and execute.
  5. Review: compare actual effects with expected effects.
  6. Adapt: revise the plan as new information changes the situation.

These activities are iterative rather than strictly linear. A decision should include a review point because a crisis is a moving system. A leader should specify what evidence would confirm, disconfirm, or require modification of the chosen course.

A crisis objective should be expressed in operational terms. “Handle the incident well” is too vague. “Protect life, prevent escalation, preserve essential service, and provide a verified public update within one hour” is more useful because it guides trade-offs.

2.1 Decision quality and decision outcome

Decision quality must be distinguished from outcome quality. A well-reasoned decision can produce a poor outcome because of unforeseeable events. Conversely, a reckless decision may produce a favourable result by chance. Evaluation should therefore ask:

  • What information was reasonably available at the time?
  • Were relevant alternatives considered?
  • Were critical assumptions identified?
  • Was the decision proportionate to the threat?
  • Were ethical and legal duties respected?
  • Was monitoring and adaptation arranged?

This distinction supports learning rather than hindsight blame.

3. Recognition-Primed Decision-Making

Recognition-primed decision-making (RPD), associated with research on expert decision-makers in natural settings, explains how experienced leaders often act rapidly without comparing a long list of alternatives. They recognize patterns, retrieve a plausible course of action, mentally simulate its likely consequences, and act if the option appears workable.

The RPD process commonly includes four elements:

  1. Pattern recognition: current cues resemble a known situation.
  2. Situation framing: the leader identifies what kind of problem this is.
  3. Action generation: a plausible response comes to mind.
  4. Mental simulation: the leader asks whether the action will work in the present context.

RPD is not the same as guessing. Expert intuition is built through repeated experience, rapid feedback, and learning in environments where patterns are reasonably stable. A firefighter, emergency physician, or experienced incident commander may detect a dangerous pattern before a novice can articulate it.

However, intuition is unreliable when the environment is novel, politically manipulated, highly random, or changing faster than prior experience. The appropriate question is not “Should leaders trust intuition?” but “Is this a domain in which the leader’s experience is valid and calibrated?”

A useful safeguard is the intuition-plus-check rule:

  • State the intuitive diagnosis.
  • Identify the cues supporting it.
  • Name one plausible alternative explanation.
  • Identify the earliest sign that would prove the diagnosis wrong.
  • Conduct a brief mental simulation before committing.

This preserves speed while reducing overconfidence.

4. The OODA Loop

The OODA framework—observe, orient, decide, and act—describes decision-making as a continuous cycle. It is particularly useful when opponents, hazards, or events are adapting in response to organizational actions.

Observe means collecting relevant signals, not accumulating every available datum. Sources may include sensors, frontline reports, customer complaints, staff observations, media monitoring, and expert advice.

Orient is the most intellectually demanding stage. It involves interpreting information through experience, culture, training, mental models, and current goals. Orientation determines what the leader notices and what is ignored. Two teams can observe the same event but orient differently because they use different assumptions.

Decide means selecting an action or provisional course. The decision should be sufficiently clear to execute and sufficiently flexible to revise.

Act changes the situation and creates new information. The organization then observes the effects and re-enters the loop.

The value of OODA is not merely speed. It is the ability to learn and adapt faster than the crisis develops. A rapid but poorly oriented loop can produce fast failure. Leaders should therefore shorten unnecessary delays while protecting the quality of orientation.

Practical OODA questions

StageQuestions for the crisis team
ObserveWhat is directly known? What signals are changing?
OrientWhat explanations fit? What assumptions shape our view?
DecideWhat action best protects priority objectives now?
ActWho will do what, by when, with what authority?
Re-enterWhat result should we expect, and when will we review it?

5. Naturalistic Decision-Making

Naturalistic decision-making examines how people decide in real-world conditions characterized by uncertainty, time pressure, high stakes, changing circumstances, and team interaction. It differs from classical rational-choice models, which often assume stable preferences, complete alternatives, and adequate time for comparison.

Naturalistic decision-making does not reject analysis. Instead, it asks which cognitive strategy fits the situation. Leaders may use:

  • recognition when a pattern is familiar;
  • rule-based action when procedures are reliable;
  • analytical comparison when several options are feasible and time allows;
  • improvisation when the situation is novel and resources are constrained;
  • consultation when knowledge is distributed across specialists.

The professional skill is strategy selection. Leaders should avoid applying a slow analytical process to a fast-moving life-safety threat, but they should also avoid instinctive action when a novel decision carries irreversible consequences.

One practical classification is:

SituationPreferred approach
Familiar, stable patternRecognition plus verification
Clear procedure and known hazardProtocol or checklist
Novel, high-consequence problemStructured analysis and expert challenge
Several reversible alternativesRapid comparison and experimentation
Severe uncertaintyProtective action, monitoring, and staged commitment

6. Scenario Testing and Decision Quality

Scenario testing examines how a proposed decision performs under different plausible futures. It is not prediction. Its purpose is to expose hidden assumptions and identify robust actions.

A compact scenario test can use four questions:

  1. What is the most likely development?
  2. What is the most dangerous plausible development?
  3. What is a surprising but credible development?
  4. What early indicators would distinguish these futures?

For each scenario, the team should identify actions that remain useful across multiple futures. These are often called robust or no-regret actions. Examples include protecting vulnerable people, preserving critical records, establishing a reliable communication channel, and separating essential systems from compromised systems.

Premortem analysis

In a premortem, the team assumes that the plan has failed and asks why. This technique makes it socially acceptable to express concerns before commitment. It is more productive than asking, “Does anyone see a problem?” because it directs attention toward failure mechanisms.

Red teaming

A red team is assigned to challenge the dominant plan. It should test assumptions, search for second-order effects, and identify how an adversary might exploit the response. Red teaming must be psychologically safe; otherwise it becomes symbolic disagreement rather than substantive challenge.

Expected value and its limits

Where probabilities and consequences can be estimated with reasonable confidence, expected value can support comparison. For an option with possible outcomes, the expected value is:

EV = ∑ᵢ pᵢVᵢ

Here, pi is the probability of outcome i, Vi is the value or consequence assigned to that outcome, and the summation covers all relevant outcomes. Probabilities must be non-negative and sum to 1. The values must use a consistent scale and unit, such as monetary cost or lives protected, although ethical decisions should not be reduced mechanically to money.

For example, an action has a 0.7 probability of producing a benefit valued at 80 units and a 0.3 probability of producing a loss of 40 units. Its expected value is:

EV = (0.7 × 80) + (0.3 × −40) = 56 − 12 = 44 units

This calculation is useful only if the probabilities and values are meaningful. In a novel crisis they may be highly uncertain. Leaders should then use ranges, sensitivity analysis, or qualitative robustness rather than presenting a precise number that creates false confidence.

7. Decision Logs and the Discipline of Accountability

A decision log is a contemporaneous record of significant decisions. It supports coordination, later review, legal defensibility, organizational learning, and transfer of responsibility across shifts.

A useful entry includes:

  • date and time;
  • decision owner;
  • decision required;
  • objective or duty being protected;
  • known facts;
  • assumptions and unknowns;
  • options considered;
  • chosen action and rationale;
  • risks accepted;
  • authority consulted;
  • owner for execution;
  • review time;
  • triggers for escalation or reversal.

A decision log should not become a bureaucratic obstacle. During an immediate life-safety emergency, a short verbal decision followed by rapid documentation may be appropriate. The level of documentation should match the consequence, reversibility, and legal sensitivity of the decision.

Logs also reduce hindsight bias. They show what leaders knew at the time, not what became obvious later. They should be protected from retrospective editing, while allowing corrections to be clearly marked.

8. Cognitive and Social Threats to Judgment

Confirmation bias

Confirmation bias is the tendency to seek, interpret, and remember information that supports an existing belief. Countermeasures include actively searching for disconfirming evidence, appointing a challenger, and separating evidence from interpretation.

Anchoring

Anchoring occurs when an early estimate or explanation exerts excessive influence. Leaders can counter it by generating an independent estimate before hearing the group’s number and by asking how much evidence would be required to change the initial view.

Availability bias

Recent, vivid, or emotionally powerful events may appear more probable than they are. A dramatic cyberattack, for example, may cause every outage to be interpreted as hostile action.

Normalcy bias

Normalcy bias leads people to underestimate the likelihood or significance of disruption. It is especially dangerous when early signals are ambiguous. Predefined escalation thresholds can help overcome it.

Action bias and omission bias

Action bias is the tendency to act merely to demonstrate control; omission bias is the tendency to avoid action because responsibility for a bad outcome feels threatening. Both can be reduced by stating the objective, comparing the cost of action with the cost of delay, and selecting a review point.

Groupthink

Groupthink occurs when cohesion and conformity suppress critical evaluation. Warning signs include self-censorship, illusions of unanimity, stereotyping outsiders, pressure on dissenters, and premature closure. Countermeasures include independent advice, anonymous challenge, rotating devil’s advocates, and a leader who speaks last on contested issues.

Authority gradient

Junior professionals may see a risk but hesitate to challenge a senior leader. Crisis teams should establish explicit “stop” criteria and graded assertiveness: state the concern, explain the risk, propose an action, and escalate if necessary.

9. Panic, Fatigue, and Executive Paralysis

Panic narrows attention, accelerates speech, and encourages contagious emotional reactions. Leaders should use calm, concrete communication: what is known, what is being done, what people should do now, and when the next update will occur. Calmness must not become denial or false reassurance.

Fatigue impairs attention, working memory, emotional regulation, and risk assessment. Long crises require shift rotation, protected sleep, hydration, nutrition, quiet work areas, and limits on continuous duty. A fatigued leader may believe that personal endurance demonstrates commitment, while actually increasing organizational risk.

Executive paralysis often results from fear of blame, excessive consultation, conflicting authorities, perfectionism, or unclear decision rights. It can be addressed through:

  • preassigned authority levels;
  • a distinction between reversible and irreversible decisions;
  • time-boxed analysis;
  • minimum information requirements;
  • a “decide by” time;
  • escalation rules;
  • a commitment to review rather than seek certainty.

A useful leadership statement is: “This is our best decision with the information available at 14:00. We will review it at 15:00 or sooner if trigger X occurs.” This creates action without pretending that uncertainty has disappeared.

10. Communication and Team Coordination

Decision quality depends on the quality of information moving through the team. Effective crisis communication is concise, repeated, role-specific, and honest about uncertainty.

A decision briefing can follow this structure:

  1. Situation: What is happening?
  2. Objective: What must be protected?
  3. Assessment: What do we know, assume, and not know?
  4. Decision: What will we do now?
  5. Assignments: Who acts, with what authority?
  6. Constraints: What must not happen?
  7. Review: When and how will we reassess?

Closed-loop communication requires the receiver to repeat the assignment and the sender to confirm it. This is especially important in noisy, multi-agency, or remote environments.

Leaders should also distinguish coordination from consensus. Consensus may be desirable for long-term policy, but a crisis often requires a clear decision owner. Consultation should improve the decision; it should not obscure who is accountable for making it.

11. Ethics, Governance, and Accountability

Crisis decisions frequently involve competing duties: protecting life, maintaining essential services, respecting privacy, ensuring fairness, and preserving institutional legitimacy. Ethical leadership requires more than achieving operational success.

Four principles are particularly important:

  • Proportionality: the response should not exceed what is necessary for the threat.
  • Necessity: intrusive or coercive measures should be used only when less harmful alternatives are inadequate.
  • Fairness: burdens and benefits should not be allocated arbitrarily.
  • Transparency: uncertainty and relevant reasons should be communicated, subject to legitimate security constraints.

Leaders should define who has authority to make exceptional decisions, what evidence is required, how decisions are documented, and how affected people can seek review. Privacy, employment, health and safety, financial reporting, and emergency-management obligations may all apply. Legal advice should be integrated early, but legal uncertainty must not automatically become a reason for inaction when immediate protection is required.

12. Technology and AI in Crisis Decisions

Digital dashboards, sensor networks, predictive models, collaboration platforms, and artificial intelligence can increase situational awareness. They can also amplify error. A system may be technically accurate but operationally misleading if its data are delayed, incomplete, biased, or poorly interpreted.

AI-supported decisions require attention to:

  • data provenance and quality;
  • model uncertainty and confidence limits;
  • automation bias;
  • cybersecurity and adversarial manipulation;
  • privacy and proportionality;
  • human authority to override the system;
  • auditability and record retention.

AI should generally support, rather than silently replace, accountable human judgment in high-consequence crises. Leaders should ask: What data generated this recommendation? What important information is absent? What would make the recommendation wrong? Who is responsible for acting on it?

13. Illustrative Case: The Regional Hospital Cyber Incident

Background

This fictional case illustrates crisis decision-making. At 06:40, a regional hospital detects that several workstations cannot access patient records. The information-technology team reports unusual encryption activity. The emergency department is busy, elective surgery is scheduled, and the hospital has limited downtime capacity.

Problem

The chief operating officer must decide whether to shut down network access across the hospital. A shutdown could contain the attack but disrupt clinical operations. Keeping systems online could preserve access to records but allow the compromise to spread.

Analysis

The initial interpretation is “ransomware,” but this is not yet confirmed. Facts include the loss of access on several workstations and abnormal encryption activity. Unknowns include the scope of compromise, whether patient data have been exfiltrated, and whether clinical devices are affected.

The incident commander forms a small team including clinical operations, information security, engineering, communications, legal counsel, and nursing leadership. The team identifies the primary objectives: protect patients, prevent propagation, preserve essential clinical functions, and communicate accurately.

Using scenario testing, the team considers:

  • Likely scenario: compromise remains limited to administrative workstations.
  • Dangerous scenario: clinical systems and connected devices are being affected.
  • Surprising but credible scenario: the event is an internal configuration failure rather than an attack.

A premortem reveals that delaying containment could make later recovery impossible, while an uncoordinated shutdown could endanger patients who depend on electronic medication and diagnostic information.

Approach and solution

The incident commander chooses staged containment rather than an immediate total shutdown. Affected network segments are isolated; external remote access is suspended; paper downtime procedures are activated in emergency and critical-care areas; elective admissions are paused; and clinical leaders verify the availability of essential devices. A review is scheduled for 30 minutes later, with escalation triggers including spread to clinical systems, loss of medication verification, or inability to maintain safe documentation.

The decision log records facts, assumptions, options, risks, authority, and review time. Communications state that the hospital is managing a major technology disruption, that emergency services remain open, and that updates will be provided at specified intervals. The hospital does not publicly claim a cyberattack until forensic evidence supports that conclusion.

Outcome

Investigation later confirms a malicious intrusion limited initially to administrative systems, but one connected clinical server shows early signs of compromise. Because containment was staged and downtime procedures were activated early, the hospital isolates the server without interrupting emergency surgery. Recovery takes several days, and an independent review identifies weaknesses in network segmentation, fatigue management, and executive succession.

Learning points

The case demonstrates that effective crisis leadership does not require certainty before action. The team separated facts from interpretations, used recognition of a familiar cyber pattern without treating it as proof, tested multiple futures, selected a reversible and protective first step, assigned clear authority, and created explicit review triggers. It also shows that resilience depends on preparation: downtime procedures and cross-functional relationships existed before the incident.

14. Best Practices for Leaders

A resilient decision system should include the following practices:

  1. Establish crisis objectives and decision rights before an incident.
  2. Train leaders in both rapid recognition and structured challenge.
  3. Use checklists for high-risk, recurring situations.
  4. Separate facts, assumptions, interpretations, and unknowns.
  5. Prefer reversible, protective actions when uncertainty is high.
  6. Use premortems and red teams for consequential decisions.
  7. Record significant decisions contemporaneously.
  8. Set review times and escalation triggers.
  9. Protect sleep, rotation, and psychological safety.
  10. Evaluate decisions using information available at the time.
  11. Communicate uncertainty without creating unnecessary alarm.
  12. Conduct after-action reviews that identify system causes rather than merely individual blame.

Chapter Summary

Leadership under pressure requires action before certainty, but it does not justify impulsiveness. Crisis decisions are shaped by ambiguity, compressed time, asymmetric consequences, emotion, and interdependence. Recognition-primed decision-making enables experienced leaders to identify patterns and mentally simulate workable actions. The OODA loop emphasizes continuous observation, orientation, decision, action, and adaptation. Naturalistic decision-making helps leaders select an appropriate cognitive strategy for the situation.

Scenario testing, premortems, red teams, and decision logs improve judgment by exposing assumptions, anticipating failure, and preserving accountability. Cognitive biases such as confirmation bias, anchoring, normalcy bias, action bias, and groupthink can be countered through structured challenge and explicit evidence review. Panic, fatigue, and executive paralysis are organizational risks requiring calm communication, staffing discipline, clear authority, and time-boxed review.

Ethical crisis leadership requires proportionality, necessity, fairness, transparency, and accountable governance. Technology and AI can improve awareness but must not conceal uncertainty or displace human responsibility. Ultimately, resilient leadership is the capacity to make a defensible decision, act clearly, learn rapidly, and revise course without ego when conditions change.

Key Terms

Recognition-primed decision-making: Rapid judgment based on pattern recognition, experience, and mental simulation.

OODA loop: An adaptive cycle of observe, orient, decide, and act.

Naturalistic decision-making: Study of decisions made in real-world conditions of uncertainty, time pressure, and high stakes.

Ambiguity: A condition in which available information supports multiple interpretations.

Decision log: A contemporaneous record of facts, assumptions, options, decisions, and review conditions.

Premortem: An exercise that assumes a plan has failed and identifies likely causes.

Red team: A person or group assigned to challenge a proposed plan.

Groupthink: Conformity-driven deterioration of critical evaluation in a cohesive group.

Confirmation bias: Preference for information supporting an existing belief.

Anchoring: Excessive influence of an initial estimate or explanation.

Normalcy bias: Underestimation of the probability or significance of disruption.

Action bias: Tendency to act primarily to demonstrate control or avoid appearing passive.

Executive paralysis: Failure to decide because of fear, uncertainty, perfectionism, or unclear authority.

Closed-loop communication: Communication in which instructions are repeated and confirmed.

Scenario testing: Examination of a decision across multiple plausible futures.

Robust action: An action that performs acceptably across several uncertain scenarios.

Decision trigger: A predefined condition requiring escalation, review, or reversal.

Automation bias: Uncritical reliance on a technological recommendation.

Proportionality: Matching the scale of a response to the seriousness of the threat.

After-action review: Structured examination of events to improve future performance.

Review Questions

Short Answer Questions

  1. Why is decision quality different from decision outcome quality in a crisis?
  2. Identify the four categories used to distinguish facts from uncertainty.
  3. What are the four stages of the OODA loop?
  4. What is the purpose of a premortem?
  5. Name two safeguards against groupthink.

Long Answer Questions

  1. Explain recognition-primed decision-making and evaluate its strengths and limitations in crisis leadership.
  2. Compare the OODA loop with a conventional analytical decision process.
  3. Discuss how fatigue, panic, and executive paralysis affect organizational decision-making.
  4. Explain how decision logs support accountability, learning, and legal defensibility.
  5. Analyze the ethical principles that should guide high-consequence crisis decisions.

Analytical / Application Questions

  1. A company detects a possible cyberattack but cannot determine whether customer data were accessed. Design a decision process using facts, assumptions, scenario testing, and review triggers.
  2. During a major service outage, senior executives agree quickly on a single explanation while a junior engineer raises concerns. Diagnose the social and cognitive risks and propose an intervention.
  3. Create a one-page crisis decision protocol for an organization that must make rapid, high-consequence decisions with limited information.

Multiple Choice Questions with Answers

Question 1

Which statement best describes recognition-primed decision-making?

A. It compares every possible alternative using complete information.

B. It recognizes a pattern, generates a plausible action, and mentally simulates it.

C. It postpones action until all uncertainty has been eliminated.

D. It relies exclusively on formal probability calculations.

Correct Answer: B. It recognizes a pattern, generates a plausible action, and mentally simulates it.

Question 2

In the OODA loop, which stage is primarily concerned with interpreting information through mental models and assumptions?

A. Observe

B. Orient

C. Decide

D. Act

Correct Answer: B. Orient

Question 3

What is the principal purpose of a premortem?

A. To assign blame after an incident

B. To estimate the exact probability of every outcome

C. To identify why a proposed plan might fail before implementation

D. To replace the need for a decision log

Correct Answer: C. To identify why a proposed plan might fail before implementation

Question 4

Which condition most supports the reliable use of expert intuition?

A. A stable environment with repeated experience and feedback

B. A completely novel situation with no comparable patterns

C. A politically manipulated information environment

D. A situation in which outcomes are entirely random

Correct Answer: A. A stable environment with repeated experience and feedback

Question 5

A crisis team treats an early rumour as an established fact. Which discipline would most directly correct this error?

A. Increasing meeting length

B. Separating facts, assumptions, interpretations, and unknowns

C. Removing all dissent from the team

D. Avoiding documentation until the crisis ends

Correct Answer: B. Separating facts, assumptions, interpretations, and unknowns

Question 6

Which practice is most likely to reduce groupthink?

A. Having the leader announce a preferred answer first

B. Discouraging disagreement to preserve unity

C. Assigning a credible challenger to test the dominant plan

D. Requiring unanimous agreement before discussion

Correct Answer: C. Assigning a credible challenger to test the dominant plan

Question 7

An action has a 0.7 probability of producing 80 units of benefit and a 0.3 probability of producing a 40-unit loss. What is its expected value?

A. 20 units

B. 32 units

C. 44 units

D. 56 units

Correct Answer: C. 44 units

Question 8

Which item is most appropriate for a crisis decision log?

A. Only the final decision, without its rationale

B. Facts, assumptions, options, decision owner, and review triggers

C. Personal opinions unrelated to the decision

D. A prediction written after the outcome is known

Correct Answer: B. Facts, assumptions, options, decision owner, and review triggers

Question 9

What is a major risk of automation bias during crisis management?

A. Leaders may reject every technological recommendation automatically.

B. Leaders may treat a system recommendation as correct without examining its limits.

C. Technology always makes decisions slower than humans.

D. Automated systems eliminate the need for data.

Correct Answer: B. Leaders may treat a system recommendation as correct without examining its limits.

Question 10

Which response best addresses executive paralysis?

A. Wait until complete information becomes available.

B. Transfer every decision to the most senior executive.

C. Use clear authority, time-boxed analysis, and scheduled review triggers.

D. Avoid documenting decisions to reduce accountability.

Correct Answer: C. Use clear authority, time-boxed analysis, and scheduled review triggers.

Crisis Management & Resilience
Chapter 7 of 14