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CFLM / FLM Exam study materials
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CFLM / FLM Exam practice questions

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Question 1Leadership and Management Fundamentals

A team leader explains the performance standards for a task and then asks the team members to decide how to organize the work. Which leadership style does this best illustrate?

  1. Participative leadership Correct answer.
  2. Delegating leadership
  3. Transactional leadership
  4. Autocratic leadership

Explanation

Participative leadership keeps the leader involved in setting the goal and standard while sharing decision-making about how the work is done. The defining feature is joint decision-making, not simply telling people what to do or handing over full control.

Question 2Leadership and Management Fundamentals

In situational leadership, what primarily determines the style a leader should use with a particular follower?

  1. The size of the team being supervised
  2. The leader's personal preference and tenure
  3. The organization's formal hierarchy
  4. The follower's competence and commitment for the specific task Correct answer.

Explanation

Situational approaches match leadership behavior to the follower's readiness on a given task, which combines ability and willingness. The same person may need direction on one task and autonomy on another.

Question 3Leadership and Management Fundamentals

A manager rewards a salesperson with a bonus each time a quarterly target is exceeded. Which form of power is the manager using?

  1. Legitimate power
  2. Reward power Correct answer.
  3. Referent power
  4. Coercive power

Explanation

Reward power rests on the ability to give valued outcomes such as bonuses or recognition in exchange for desired performance. It is an exchange-based influence, distinct from authority of position or personal identification.

Question 4Leadership and Management Fundamentals

Which statement best describes the difference between management and leadership?

  1. Management copes with complexity while leadership produces useful change Correct answer.
  2. Management is always performed by senior staff while leadership is performed by juniors
  3. Management requires vision while leadership requires only budgeting
  4. Management and leadership are identical functions with different job titles

Explanation

A common distinction is that management brings order and consistency through planning, budgeting, and controlling, while leadership sets direction and aligns people to produce change. The two are complementary rather than hierarchical.

Question 5Leadership and Management Fundamentals

According to Maslow's hierarchy, which need must generally be addressed before higher-level needs become motivating?

  1. Belonging
  2. Esteem
  3. Safety Correct answer.
  4. Self-actualization

Explanation

Maslow ordered needs so that physiological and safety needs form the base and are typically satisfied before belonging, esteem, and self-actualization become salient. Safety therefore precedes the higher social and growth needs.

Question 6Leadership and Management Fundamentals

In Herzberg's two-factor theory, which item is classified as a motivator rather than a hygiene factor?

  1. Salary
  2. Company policy
  3. Working conditions
  4. Recognition for achievement Correct answer.

Explanation

Herzberg separated job content factors, which motivate, from job context factors, which only prevent dissatisfaction. Recognition, achievement, and responsibility are motivators, while salary, policy, and conditions are hygiene factors.

Question 7Leadership and Management Fundamentals

What does span of control refer to in organizational design?

  1. The number of subordinates reporting directly to a manager Correct answer.
  2. The total budget a manager is authorized to commit
  3. The number of management layers between the top and the front line
  4. The range of products a business unit is permitted to sell

Explanation

Span of control is the count of direct reports assigned to a single manager. A wide span produces a flatter structure, while a narrow span adds layers of management.

Question 8Leadership and Management Fundamentals

A supervisor sets a clear goal, gives the team freedom in how to achieve it, and checks results at agreed milestones. Which practice does this describe?

  1. Theory X supervision
  2. Laissez-faire avoidance of responsibility
  3. Micromanagement
  4. Management by objectives with delegated execution Correct answer.

Explanation

Management by objectives agrees on measurable goals and then lets employees choose their methods, with review at milestones. This balances clear targets with operational autonomy.

Question 9Leadership and Management Fundamentals

A project manager is told to deliver a system in half the planned time without changing scope or adding staff. Which project constraint is being violated?

  1. The span of control
  2. The RACI matrix
  3. The triple constraint of scope, time, and cost Correct answer.
  4. The SMART criteria

Explanation

The triple constraint holds that scope, time, and cost are interdependent, so compressing time without changing scope or resources is generally infeasible. At least one constraint must be adjusted or quality will suffer.

Question 10Leadership and Management Fundamentals

A manager faces a routine, low-risk decision with clear precedent and wants speed and consistency. Which decision approach is most appropriate?

  1. Escalating to the board for a vote
  2. Programmed decision making using established rules Correct answer.
  3. Running a full Delphi forecast
  4. Appointing an external consultant to decide

Explanation

Programmed decisions apply known rules or standard procedures to recurring, well-structured problems, which yields speed and consistency. Escalation or elaborate forecasting adds cost without improving a routine choice.

Question 11Leadership and Management Fundamentals

During a team meeting, two members disagree about a technical approach. The leader restates each position fairly and helps the group find a solution both can accept. Which conflict-handling approach is being used?

  1. Collaborating Correct answer.
  2. Avoiding
  3. Accommodating
  4. Forcing

Explanation

Collaboration seeks a solution that fully satisfies both parties by openly addressing the underlying interests. Restating positions fairly and searching for mutual gain is the hallmark of this approach.

Question 12Leadership and Management Fundamentals

A team member is highly skilled but shows little interest in a new assignment. In situational leadership terms, what is the follower's readiness level and the fitting style?

  1. Variable readiness; sell or coach Correct answer.
  2. Moderate readiness; coach
  3. High readiness; delegate
  4. Low readiness; tell

Explanation

High ability paired with low willingness produces variable or moderate readiness, where the leader explains rationale and builds commitment. Directive telling is unnecessary because competence is high, and delegation is premature because motivation is low.

Question 13Leadership and Management Fundamentals

According to Vroom's expectancy theory, motivation is strongest when which combination holds?

  1. Rewards are distributed equally to all staff
  2. Effort is rewarded regardless of performance
  3. Expectancy, instrumentality, and valence are all high Correct answer.
  4. Valence is high while expectancy is zero

Explanation

Expectancy theory multiplies effort-to-performance expectancy, performance-to-outcome instrumentality, and the value of the outcome. Because the terms multiply, a near-zero value in any one collapses overall motivation.

Question 14Leadership and Management Fundamentals

A manager gives a new hire detailed instructions and close supervision, then gradually reduces direction as the hire gains skill. Which concept does this best illustrate?

  1. Servant leadership
  2. Situational leadership Correct answer.
  3. Transformational leadership
  4. Trait leadership

Explanation

Situational leadership adjusts the amount of direction and support to the follower's developing readiness. Reducing guidance as competence grows is the classic developmental sequence in this model.

Question 15Leadership and Management Fundamentals

A leader builds a compelling vision, challenges existing assumptions, and encourages staff to develop their own potential. Which leadership model is described?

  1. Autocratic leadership
  2. Transformational leadership Correct answer.
  3. Bureaucratic leadership
  4. Transactional leadership

Explanation

Transformational leadership comprises idealized influence, inspirational motivation, intellectual stimulation, and individualized consideration. Vision, challenge to assumptions, and development of followers map directly onto these components.

Question 16Leadership and Management Fundamentals

In Tuckman's model of group development, what characterizes the norming stage?

  1. Members experience unresolved conflict and competition
  2. Members test boundaries and depend on the leader for direction
  3. Members disband after completing the task
  4. Members establish shared rules and cohesion Correct answer.

Explanation

During norming, the group resolves earlier conflict and develops shared norms, roles, and cohesion. Direction-seeking belongs to forming and open conflict to storming.

Question 17Leadership and Management Fundamentals

A manager delegates a task but retains final approval authority and checks progress at defined points. Which principle does this reflect?

  1. Job rotation
  2. Delegation of authority with retained accountability Correct answer.
  3. Centralization of all decisions
  4. Complete abdication of responsibility

Explanation

Delegation transfers authority to act while the manager remains accountable for the outcome, so approval and review points are retained. Accountability cannot be delegated away even when authority is.

Question 18Leadership and Management Fundamentals

A leader builds strong personal relationships so that staff comply because they respect and identify with her. Which power base is dominant?

  1. Coercive power
  2. Referent power Correct answer.
  3. Expert power
  4. Legitimate power

Explanation

Referent power stems from personal identification, respect, and liking, so followers comply to maintain the relationship. It differs from expert power, which rests on knowledge, and legitimate power, which rests on position.

Question 19Leadership and Management Fundamentals

A performance review focuses on observable behaviors and results rather than on the employee's personality traits. Which principle does this reflect?

  1. Comparative ranking
  2. Behaviorally anchored, job-relevant appraisal Correct answer.
  3. Central-tendency appraisal
  4. Halo-effect appraisal

Explanation

Effective appraisal criteria are job-relevant, observable, and behavior-based, which reduces rater bias and supports feedback. Trait-based judgments are subjective and harder to defend or act on.

Question 20Leadership and Management Fundamentals

A team consistently misses deadlines although individual members are capable. Analysis shows unclear roles and duplicated work. Which action best addresses the root cause?

  1. Clarify roles and responsibilities with a responsibility matrix Correct answer.
  2. Replace the team leader
  3. Increase monitoring of individual output
  4. Add more members to the team

Explanation

The evidence points to structural role ambiguity and duplication, so clarifying responsibilities and decision rights addresses the cause. Adding people or pressure would not resolve unclear ownership.

Question 21Leadership and Management Fundamentals

A manager must choose between two suppliers. Both meet requirements, but one carries higher delivery risk and lower cost. Which decision approach best supports a defensible choice?

  1. Selecting the option that was used last time
  2. Choosing the cheapest option without further analysis
  3. Weighing criteria by importance and scoring each option against them Correct answer.
  4. Deferring to the most senior person in the room

Explanation

A weighted decision matrix makes explicit the criteria, their relative importance, and each option's performance, which supports a transparent trade-off between cost and risk. Unstructured shortcuts ignore the trade-off.

Question 22Leadership and Management Fundamentals

A team's motivation falls after a restructuring removes promotion opportunities but leaves pay unchanged. Using expectancy theory, which element has most directly been reduced?

  1. Expectancy
  2. Valence of effort
  3. Task identity
  4. Instrumentality Correct answer.

Explanation

Instrumentality is the belief that performance will lead to valued outcomes. Removing promotion paths weakens the performance-to-outcome link even though pay and effort beliefs are unchanged.

Question 23Leadership and Management Fundamentals

A leader wants to raise ethical standards in a team where shortcuts have become normal. Which action is most likely to change behavior durably?

  1. Publishing a code of conduct without discussing it
  2. Modeling the expected behavior and rewarding ethical choices consistently Correct answer.
  3. Punishing one employee publicly as an example
  4. Ignoring minor shortcuts to focus on results

Explanation

Culture is shaped more by what leaders consistently model and reward than by documents alone. Visible role modeling plus consistent consequences aligns stated values with actual incentives.

Question 24Leadership and Management Fundamentals

A manager's team is geographically dispersed across time zones. Which practice best supports both autonomy and coordination?

  1. Requiring synchronous approval for every decision
  2. Setting clear outcomes with agreed communication norms and decision rights Correct answer.
  3. Increasing the number of status meetings
  4. Centralizing all information with the manager

Explanation

Distributed teams coordinate best when outcomes, communication norms, and decision rights are explicit, allowing autonomy without losing alignment. Approval bottlenecks and meeting overload reduce effectiveness across time zones.

Question 25Leadership and Management Fundamentals

A high performer is promoted to lead her former peers. She now avoids giving critical feedback for fear of damaging friendships. Which issue most directly undermines her effectiveness?

  1. Insufficient technical expertise
  2. Excessive span of control
  3. Lack of a formal budget
  4. Role conflict between peer relationships and managerial accountability Correct answer.

Explanation

The new leader faces competing expectations from former peers and from the managerial role, a classic role conflict. Avoiding feedback privileges the peer relationship over the accountability the role requires.

Question 26Leadership and Management Fundamentals

According to the managerial grid model of leadership styles, a leader with high concern for people and low concern for production is best described by which style?

  1. Impoverished management
  2. Country club management Correct answer.
  3. Team management
  4. Authority-compliance management

Explanation

The managerial grid plots concern for people against concern for production. High concern for people combined with low concern for production defines country club management, where a comfortable atmosphere is prioritized over task output. Team management is high on both dimensions, so it does not fit this combination.

Question 27Leadership and Management Fundamentals

A manager says to a new analyst: 'Finish the variance report by Thursday and send it to me for sign-off; I will review the method with you on Wednesday.' Which element of SMART goal setting does the Wednesday review primarily address?

  1. A defined time-bound checkpoint Correct answer.
  2. Relevance to organizational strategy
  3. Specificity of the task description
  4. Measurable success criteria

Explanation

SMART criteria require a goal to state when progress and completion will be assessed. Scheduling a mid-point method review on Wednesday creates a time-bound checkpoint within the deadline. It does not by itself make the goal measurable, specific, or strategically relevant.

Question 28Leadership and Management Fundamentals

In the five stages of team development, during which stage does a group typically experience the highest level of interpersonal conflict about roles and leadership?

  1. Forming
  2. Adjourning
  3. Performing
  4. Storming Correct answer.

Explanation

Storming is the stage where members assert positions, test the leader's authority, and negotiate roles, producing the most open conflict. Forming is polite and exploratory, while performing is characterized by settled roles and productive work. Adjourning concerns disengagement and closure.

Question 29Leadership and Management Fundamentals

A manager must communicate a sensitive reorganization to the whole department. She wants the message delivered accurately, with immediate opportunity for questions and consistent interpretation. Which channel is most appropriate?

  1. An email sent individually to each employee
  2. A notice placed on the department intranet
  3. A face-to-face town hall meeting Correct answer.
  4. A written memo posted to the shared drive

Explanation

Channel richness theory holds that ambiguous or sensitive messages are best carried by rich channels that allow immediate two-way feedback. A face-to-face meeting provides verbal and nonverbal cues plus instant clarification. Written and electronic channels are leaner and invite inconsistent interpretation of sensitive news.

Question 30Leadership and Management Fundamentals

A leader consistently credits team members publicly for successes and takes personal responsibility when things go wrong. Which leadership behavior does this pattern most directly illustrate?

  1. Coercive compliance enforcement
  2. Attribution-based credit sharing and accountability Correct answer.
  3. Servant leadership stewardship
  4. Transactional contingent reward

Explanation

Sharing credit while absorbing blame reflects attribution management that builds trust and psychological safety. It differs from contingent reward, which exchanges rewards for performance, and from stewardship, which concerns long-term custodianship of resources. Coercive enforcement relies on fear and does not match the described behavior.

Question 31Leadership and Management Fundamentals

A manager applies the principle of unity of command when structuring a team. What outcome does this principle primarily protect against?

  1. Employees receiving conflicting instructions from multiple supervisors Correct answer.
  2. Decisions being made without adequate data
  3. Tasks being duplicated across departments
  4. Teams growing too large for effective supervision

Explanation

Unity of command holds that each employee should report to one supervisor so that instructions and accountability remain consistent. Span of control, not unity of command, addresses how many subordinates one manager can supervise. Duplication and data quality are separate design and control concerns.

Question 32Leadership and Management Fundamentals

A manager uses the nominal group technique to select a training vendor. Which step distinguishes it from ordinary brainstorming?

  1. Members openly debate each idea before voting
  2. Members write ideas independently and then rank them privately Correct answer.
  3. Members build on each other's ideas in a free-association round
  4. The manager makes the final choice without group input

Explanation

Nominal group technique deliberately separates idea generation from evaluation: members record ideas silently, then share and rank them, often by secret ballot. This structure reduces conformity pressure and dominance by vocal members. Open debate and free association belong to interacting brainstorming groups.

Question 33Leadership and Management Fundamentals

A department has a formal reporting hierarchy but employees regularly coordinate across teams through informal networks to get work done. Which concept best describes this informal coordination layer?

  1. The organization's span of control
  2. The organization's informal structure Correct answer.
  3. The organization's formal chain of command
  4. The organization's unity of command

Explanation

The informal structure consists of the relationships and communication channels that emerge spontaneously among employees, distinct from the prescribed hierarchy. The chain of command and unity of command are formal authority concepts. Span of control describes how many subordinates report to a manager.

Question 34Leadership and Management Fundamentals

A manager wants to increase the motivating potential of a job. According to the job characteristics model, which change most directly increases experienced meaningfulness of work?

  1. Combining tasks into a complete, identifiable piece of work Correct answer.
  2. Reducing the variety of tasks performed
  3. Increasing the frequency of supervisory checks
  4. Adding a second, unrelated task to fill idle time

Explanation

The job characteristics model identifies skill variety, task identity, and task significance as the core dimensions that create experienced meaningfulness. Combining tasks into a whole, identifiable unit raises task identity. Adding unrelated tasks or reducing variety does not strengthen meaningfulness, and closer supervision reduces autonomy.

Question 35Leadership and Management Fundamentals

A leader uses a coaching approach in which she asks questions, listens, and helps the employee identify their own solutions rather than prescribing answers. Which leadership theory most directly underpins this behavior?

  1. Leader-member exchange theory
  2. Path-goal theory's directive style
  3. Trait theory of leadership
  4. Situational leadership theory Correct answer.

Explanation

Situational leadership includes a coaching style in which the leader provides high direction and high support, using dialogue to develop capability. Path-goal directive style instead prescribes tasks and standards. Trait theory and leader-member exchange do not describe the questioning, supportive coaching behavior.

Question 36Leadership and Management Fundamentals

A manager must decide whether to invest in a new market. Information is incomplete, the outcome is uncertain, and the decision is strategically significant. Which approach best fits these conditions?

  1. Choosing the first option that appears feasible
  2. Escalating automatically to the board without analysis
  3. Applying a standing rule from the policy manual
  4. Using a bounded rationality approach with satisficing Correct answer.

Explanation

Under uncertainty with incomplete information, bounded rationality recognizes that managers cannot evaluate every alternative and instead search for a satisfactory option. A standing rule suits repetitive programmed decisions. Automatic escalation without analysis and choosing the first feasible option both bypass the required evaluation.

Question 37Leadership and Management Fundamentals

A manager notices that a talented employee has begun disengaging. Using the psychological contract concept, which interpretation is most accurate?

  1. The employee's job description no longer matches the pay grade
  2. The employee perceives that implicit mutual obligations have been breached Correct answer.
  3. The employee has exceeded the allowed number of absences
  4. The employee's formal employment contract has expired

Explanation

The psychological contract refers to unwritten, implicit expectations between employee and employer, such as fairness, growth, and recognition. Disengagement often signals a perceived breach of those expectations. It is not the formal contract, attendance rules, or pay-grade alignment, which are documented terms.

Question 38Leadership and Management Fundamentals

A manager wants to reduce groupthink in a senior leadership team that reaches quick consensus. Which practice is most effective?

  1. The group votes early to reveal where members stand
  2. The leader states a preferred option before discussion begins
  3. Discussion is limited to a single meeting to preserve momentum
  4. A member is assigned to challenge assumptions and present counterarguments Correct answer.

Explanation

Groupthink is reduced when a designated devil's advocate tests assumptions and surfaces alternatives. Leaders stating preferences early, early voting, and single-session discussion all increase conformity pressure and suppress dissent. Assigning a challenger role institutionalizes critical evaluation.

Question 39Leadership and Management Fundamentals

A manager is designing a control system for a creative design team. Output is difficult to measure precisely and quality depends on professional judgment. Which control approach is most appropriate?

  1. Close behavioral monitoring of keystrokes and screen time
  2. Bureaucratic control through detailed procedural rules
  3. Clan control through shared professional norms and socialization Correct answer.
  4. Strict output quotas measured in completed files

Explanation

When outputs are ambiguous and work requires professional discretion, clan control based on shared values, norms, and socialization is most suitable. Behavioral monitoring and detailed rules undermine professional judgment, and output quotas misrepresent creative quality. The choice follows from the nature of the work being controlled.

Question 40Leadership and Management Fundamentals

A team leader wants to build a culture in which employees raise problems early rather than conceal them. Which leadership action most directly supports this goal?

  1. Punishing the person who reports a defect that was already shipped
  2. Keeping performance concerns confidential from the team
  3. Setting stretch targets and reviewing only final results
  4. Responding appreciatively to bad news and focusing discussion on causes Correct answer.

Explanation

Psychological safety grows when leaders respond productively to bad news, treating problems as information for learning rather than grounds for blame. Punishing reporters and reviewing only final results increase concealment. Confidentiality about performance concerns does not address early problem reporting.

Question 41Strategic Planning and Decision Making

A facility manager is drafting the annual capital plan and must decide which projects to fund. Which action best reflects strategic, rather than purely operational, planning?

  1. Choosing projects based on which vendor offers the fastest delivery
  2. Selecting projects by the lowest immediate maintenance cost
  3. Ranking projects by how well they close gaps against long-term organizational objectives Correct answer.
  4. Approving every deferred work order submitted by the maintenance team

Explanation

Strategic planning links decisions to long-term organizational goals and measurable gaps, so prioritization should be driven by alignment with those objectives. Cost, speed, or volume of requests are operational criteria that can support but cannot replace that alignment test.

Question 42Strategic Planning and Decision Making

In a balanced-scorecard approach applied to facility management, which perspective is specifically intended to capture internal processes that deliver value to clients?

  1. Learning and growth
  2. Internal business processes Correct answer.
  3. Financial performance
  4. Customer satisfaction

Explanation

The balanced scorecard separates four perspectives, and internal business processes are the one focused on the operational activities that create and deliver value. Financial, customer, and learning-and-growth perspectives measure different dimensions and do not describe internal process performance.

Question 43Strategic Planning and Decision Making

A facility manager must choose between two plans: Plan A has a high likelihood of moderate savings, while Plan B has a low likelihood of large savings. Which decision approach explicitly weighs outcomes by their probabilities?

  1. Delphi technique
  2. Force-field analysis
  3. SWOT analysis
  4. Expected monetary value analysis Correct answer.

Explanation

Expected monetary value multiplies each outcome's value by its probability and sums the results, producing a single comparable figure for each alternative. The other tools structure qualitative thinking or consensus but do not probability-weight outcomes.

Question 44Strategic Planning and Decision Making

During strategic planning, a facility manager identifies that aging HVAC systems are a weakness and pending energy-efficiency grants are an opportunity. In SWOT terms, how is this pairing best used?

  1. As a reason to postpone all capital decisions
  2. As a standalone list of unrelated observations
  3. As the basis for strategies that use opportunities to address weaknesses Correct answer.
  4. As evidence that no external analysis is required

Explanation

SWOT becomes useful when internal and external factors are matched to generate strategies; pairing a weakness with an opportunity yields an actionable initiative such as applying for grants to replace inefficient systems. A SWOT list alone is descriptive and does not drive decisions.

Question 45Strategic Planning and Decision Making

A facility manager is setting goals for the coming year. Which goal statement is written in a way that supports later performance measurement?

  1. Improve building comfort as much as possible
  2. Continue monitoring energy use closely
  3. Focus more attention on tenant satisfaction
  4. Reduce average work-order response time to four hours by Q4 Correct answer.

Explanation

Measurable goals specify a metric, a target, and a timeframe, which enables objective evaluation of results. Vague aspirations such as improving comfort or paying more attention cannot be verified or scored.

Question 46Strategic Planning and Decision Making

Which document typically translates an organization's multi-year strategic objectives into a shorter-horizon, resourced plan for facility operations?

  1. Emergency evacuation procedure
  2. Preventive maintenance checklist
  3. Annual operating plan Correct answer.
  4. Vendor master agreement

Explanation

The annual operating plan converts strategic objectives into a one-year schedule of activities, budgets, and accountabilities. Procedures, checklists, and contracts are execution documents that sit beneath the plan.

Question 47Strategic Planning and Decision Making

A facility manager applies a decision matrix to three workspace redesign options. What is the primary purpose of weighting the evaluation criteria before scoring?

  1. To guarantee the lowest-cost option ranks first
  2. To eliminate the need for stakeholder input
  3. To ensure every option receives the same total score
  4. To reflect the relative importance of each criterion to the decision Correct answer.

Explanation

Weights encode how much each criterion matters, so a weighted score reflects organizational priorities rather than raw counts. Without weights, a minor criterion could count as heavily as a critical one.

Question 48Strategic Planning and Decision Making

In a decision-making process, which step immediately follows identifying and defining the problem?

  1. Implementing the chosen solution
  2. Documenting lessons learned
  3. Monitoring outcomes against benchmarks
  4. Generating and evaluating alternative solutions Correct answer.

Explanation

Once the problem is clearly defined, the next logical step is to develop and assess alternatives before selecting one. Implementation, monitoring, and lessons learned occur later in the sequence.

Question 49Strategic Planning and Decision Making

A facility manager must decide whether to repair or replace a 15-year-old chiller. Which analysis best supports this decision by comparing total costs across the asset's life?

  1. Life-cycle cost analysis Correct answer.
  2. Stakeholder salience analysis
  3. Root-cause analysis
  4. Space utilization analysis

Explanation

Life-cycle cost analysis sums acquisition, operating, maintenance, and disposal costs over the asset's life so alternatives can be compared on total economic impact. The other methods address space, stakeholder, or failure analysis rather than asset economics.

Question 50Strategic Planning and Decision Making

A facility team faces a decision under deep uncertainty with no reliable probability data. Which approach is most appropriate for reducing ambiguity before committing to a large investment?

  1. Running a scenario analysis across plausible futures Correct answer.
  2. Relying on a single historical forecast
  3. Deferring the decision indefinitely
  4. Assigning precise probabilities to each outcome

Explanation

When probabilities are unreliable, scenario analysis explores several plausible futures and tests how alternatives perform across them. Fabricating precise probabilities or anchoring on one forecast creates false confidence.