Training Coordination & Logistics

Chapter 2
Learning Principles and Delivery Requirements

Graduate Program in HR Management
Training Coordination & Logistics   •   Graduate

Learning Principles and Delivery Requirements

Introduction

Training coordination is often treated as an administrative function: reserving rooms, issuing invitations, preparing materials, and recording attendance. At graduate level, however, coordination is better understood as the translation of learning design into conditions that make learning possible, usable, inclusive, and transferable. A well-written learning objective does not automatically produce learning. Its achievement depends on how participants engage with content, how much information they must process, whether activities resemble workplace demands, whether the environment supports participation, and whether supervisors and systems reinforce subsequent application.

This chapter examines five foundations for converting learning objectives and instructional designs into practical delivery requirements: adult learning, experiential learning, cognitive load, inclusion and accessibility, and transfer of training. These principles are not independent checklists. They interact. For example, a realistic simulation may promote experiential learning but overwhelm novices through excessive cognitive load. A highly accessible online module may still fail to transfer if managers do not provide opportunities to apply it. The coordinator’s task is therefore one of alignment and judgment.

Learning Objectives

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

  1. Explain major principles of adult learning and their implications for training logistics.
  2. Apply experiential learning concepts when selecting activities, practice conditions, and feedback arrangements.
  3. Diagnose and manage intrinsic, extraneous, and germane cognitive load.
  4. Convert inclusion and accessibility principles into concrete delivery requirements.
  5. Design conditions that support transfer of training before, during, and after a learning event.
  6. Evaluate a proposed training plan critically, balancing pedagogical quality, operational constraints, ethics, and organizational outcomes.

1. From Learning Objectives to Delivery Requirements

A learning objective describes the intended change in knowledge, skill, judgment, or behavior. A delivery requirement specifies what must be arranged so that participants can achieve and demonstrate that change. The relationship can be expressed as a design chain:

Objective → learning activity → participant conditions → facilitator conditions → evidence of learning → transfer support

For example, the objective “conduct a structured performance-feedback conversation” implies more than a presentation. It may require a model conversation, a psychologically safe practice setting, role cards, observation criteria, trained facilitators, time for rehearsal, feedback, and a post-course opportunity to conduct an actual conversation. The objective therefore drives room configuration, group size, technology, materials, facilitator capability, scheduling, and follow-up.

A useful delivery specification answers six questions:

QuestionDelivery implication
What must participants do?Select practice, discussion, simulation, or assessment methods.
What knowledge or skill is prerequisite?Provide pre-work, diagnostic assessment, or scaffolding.
Under what conditions must performance occur?Reproduce relevant time, social, technological, or safety conditions.
What support is allowed?Decide whether job aids, prompts, notes, or coaching are permissible.
What evidence demonstrates competence?Define observable criteria and feedback procedures.
What will enable workplace application?Arrange manager support, tools, opportunities, and follow-up.

This approach prevents a common coordination error: treating all objectives as if they could be achieved through the same format. A factual objective may be supported by concise explanation and retrieval practice; a behavioral objective usually requires repeated practice with feedback; a strategic judgment objective may require cases, ambiguity, peer challenge, and reflection.

2. Adult Learning and the Learner’s Context

Adult learning theory is associated with the work of Malcolm Knowles, who described andragogy as a set of assumptions about adult learners. Adults are generally more likely than children to bring substantial experience, expect respect and relevance, value autonomy, and prefer learning that helps address real problems. These are tendencies rather than universal laws. Adults differ by culture, confidence, education, age, role, disability, and prior exposure. A skilled coordinator uses the assumptions as design questions, not stereotypes.

2.1 Relevance and problem orientation

Adults usually want to understand why training matters. The opening of a program should therefore connect the content to role expectations, organizational priorities, professional standards, or a problem participants recognize. A generic statement such as “today we will cover conflict management” is weaker than a purpose statement linked to consequences: “By the end of the session, managers will be able to de-escalate a disagreement while documenting a fair and defensible process.”

Delivery requirements include:

  • a clear explanation of purpose and expected value;
  • realistic examples from participants’ work contexts;
  • activities organized around decisions or problems rather than only topics;
  • opportunities to adapt examples to different roles;
  • transparent assessment criteria.

2.2 Experience as a resource and a risk

Participant experience can enrich discussion, generate examples, and support peer learning. It can also create misconceptions, status differences, or resistance to approaches that challenge established practice. Coordinators should therefore collect information about prior experience through a needs analysis or pre-course diagnostic. Facilitators can then acknowledge existing expertise while testing assumptions through evidence and structured comparison.

Methods such as experience mapping, critical-incident discussion, peer consultation, and case comparison make experience visible. They should be carefully facilitated: dominant participants must not monopolize discussion, and personal stories should not be treated automatically as general evidence.

2.3 Autonomy and psychological contract

Adult learners value agency. Practical mechanisms include offering choices of cases, allowing participants to set an application goal, providing optional extension resources, and explaining the rationale for activities. Autonomy does not mean absence of structure. Novices often need explicit guidance, examples, and sequenced practice before they can benefit from open-ended choice.

The psychological contract begins before the session. Accurate joining instructions, realistic workload information, confidentiality expectations, accessibility questions, and clear technology requirements communicate respect. A mismatch between promised and actual learning can damage trust and participation.

2.4 Motivation and readiness

Motivation may be intrinsic, such as professional mastery, or extrinsic, such as compliance, promotion, or performance requirements. Coordinators should not assume that compulsory attendance means low motivation, nor that voluntary attendance means high motivation. Readiness can be increased by explaining relevance, reducing avoidable administrative friction, involving managers, and ensuring that the program begins at an appropriate level.

3. Experiential Learning and Deliberate Practice

Experiential learning emphasizes learning through action, reflection, conceptual interpretation, and further experimentation. David Kolb’s model represents these processes as a cycle:

  1. Concrete experience: the learner encounters or performs something.
  2. Reflective observation: the learner examines what happened.
  3. Abstract conceptualization: the learner develops or revises an explanation.
  4. Active experimentation: the learner tests the explanation in a new situation.

The cycle is not a rigid sequence. Learners may enter at different points, and effective programs often move through the cycle several times.

A training coordinator must distinguish activity from learning. A role-play is not automatically experiential learning. It becomes educationally valuable when participants know its purpose, perform a meaningful task, receive evidence about performance, reflect on decisions, connect experience to principles, and retry or apply the learning.

3.1 Designing practice

Practice should be sufficiently authentic to evoke the decisions and constraints of the job, but sufficiently safe to permit errors. Important design variables include:

  • Fidelity: how closely the activity resembles the workplace.
  • Difficulty: the complexity and ambiguity of the task.
  • Repetition: the number of meaningful attempts.
  • Feedback: its timing, source, specificity, and credibility.
  • Spacing: distribution of practice over time rather than one massed event.
  • Variation: exposure to different cases so learners do not merely memorize one response.

Deliberate practice requires a clear performance target, focused repetition, informative feedback, and opportunities to correct performance. Simply repeating an activity without feedback may reinforce ineffective habits.

3.2 Debriefing

Debriefing converts experience into learning. A useful sequence is:

  • What happened?
  • What decisions were made, and what evidence supported them?
  • What assumptions or emotions influenced the outcome?
  • Which principles explain the result?
  • What would you do differently in a comparable situation?
  • Where will you apply this, and what support will you need?

The facilitator should separate observation from judgment. “The employee spoke for most of the conversation” is an observation; “the manager handled the conversation badly” is an interpretation. This distinction supports psychologically safe, evidence-based reflection.

3.3 Delivery requirements for experiential methods

Experiential methods require more than a room and a facilitator. The coordinator should plan role allocation, briefing and preparation time, realistic materials, observation tools, confidentiality rules, emotional safeguards, adequate time for debriefing, and an alternative participation route for learners who cannot or do not wish to perform publicly. The timetable should protect practice and debriefing from being displaced by lengthy lectures.

4. Cognitive Load and the Architecture of Instruction

Cognitive load theory explains learning partly through the limited capacity of working memory and the more durable organization of knowledge in long-term memory. It distinguishes three forms of load:

  • Intrinsic load: the inherent complexity of the material and the relationships that must be understood.
  • Extraneous load: mental effort caused by poor design, distraction, unnecessary detail, confusing instructions, or inefficient presentation.
  • Germane load: effort devoted to constructing, organizing, and refining useful knowledge structures, often called schemas.

These categories are analytically useful, although their measurement and boundaries remain debated. The practical implication is not to eliminate all mental effort. Challenging learning requires effort. The goal is to manage unnecessary demands and allocate attention to the relationships that matter.

4.1 Managing intrinsic load

Intrinsic load depends on both the material and learner expertise. A novice who must simultaneously interpret unfamiliar terminology, remember a procedure, and make a judgment faces greater effective complexity than an expert. Coordinators can manage this by:

  • sequencing from foundational elements to integrated performance;
  • using worked examples before independent problem solving;
  • providing prerequisite resources;
  • segmenting complex procedures;
  • moving gradually from highly supported to less supported practice.

4.2 Reducing extraneous load

Extraneous load often originates in delivery rather than content. Examples include slides crowded with text, inconsistent terminology, poor audio, multiple competing screens, instructions delivered only once, unnecessary movement between platforms, and activities whose purpose is unclear. Requirements should therefore include readable materials, stable technology, concise instructions, visible timing, consistent labels, and opportunities to ask questions.

Multimedia should be purposeful. Narration may complement a diagram, but reading identical text aloud can create redundancy. Decorative images, animation, or complex interaction can distract when they do not support the learning objective.

4.3 Supporting schema construction

Examples, comparison, retrieval, explanation, and feedback help learners organize knowledge. A coordinator might provide a completed example of a coaching conversation, then a partially completed case, then an independent case. As competence grows, prompts can be faded. This approach avoids both premature independence and prolonged dependence on scaffolds.

Cognitive load is also affected by fatigue, anxiety, language proficiency, unfamiliar technology, and interruptions. Breaks, predictable navigation, accessible instructions, and psychologically safe questioning are therefore learning requirements, not merely conveniences.

5. Inclusion, Accessibility, and Psychological Safety

Inclusion means designing learning so that people with different identities, abilities, experiences, languages, locations, and social positions can participate meaningfully and fairly. Accessibility concerns the removal of barriers, including physical, sensory, cognitive, technological, and procedural barriers. Inclusion is broader than legal compliance, although applicable equality, disability, employment, privacy, health and safety, and data-protection requirements must always be followed.

5.1 Universal design and reasonable adjustment

Universal Design for Learning encourages multiple means of engagement, representation, and action or expression. In practice, this may involve providing content in accessible digital formats, using captions and transcripts, describing meaningful visual information, offering written and spoken instructions, allowing different ways to contribute, and ensuring that assessment measures the intended competence rather than an irrelevant physical or linguistic demand.

Universal provision does not remove the need for individual adjustment. A learner may require an alternative activity, assistive technology, additional time, a support person, a sign-language interpreter, or a different physical arrangement. Requests should be handled confidentially and proactively, with the learner involved in identifying an effective solution.

5.2 Inclusive facilitation

The coordinator and facilitator should consider who speaks, who is interrupted, whose examples are treated as authoritative, and whether humor or case material reinforces stereotypes. Techniques include structured turn-taking, anonymous question channels, small-group roles, rotating spokespersons, inclusive language, and explicit norms for disagreement. Psychological safety does not mean avoiding challenge; it means enabling people to ask questions, acknowledge uncertainty, and report mistakes without humiliation.

5.3 Logistics checklist for inclusion

Before delivery, verify:

  • physical access, seating, lighting, acoustics, temperature, and quiet spaces;
  • captioning, transcripts, screen-reader compatibility, and keyboard navigation;
  • color contrast, font size, document structure, and alternative text;
  • dietary, religious, caring, time-zone, and scheduling needs;
  • accessible transport and emergency procedures;
  • privacy of disclosed personal information;
  • alternatives for activities involving disclosure, movement, performance, or sensitive scenarios.

Inclusion must be designed into procurement and vendor contracts. A platform that lacks captions or keyboard access can create a barrier regardless of facilitator goodwill.

6. Transfer of Training

Transfer is the extent to which learning is generalized to the job and maintained over time. A useful distinction is:

  • Near transfer: applying learning in a situation similar to training.
  • Far transfer: applying principles in a substantially different situation.
  • Positive transfer: training improves performance.
  • Negative transfer: training produces an inappropriate response in the new context.
  • Maintenance: performance persists over time.

Transfer is influenced by trainee characteristics, training design, and the work environment. It is therefore misleading to judge a program solely by participant satisfaction or immediate test scores.

6.1 Pre-training conditions

Before training, coordinators should establish the business or performance need, identify target behaviors, brief managers, confirm prerequisites, and communicate expectations. Selection matters: participants need the role authority and opportunity to use the skill. If employees are trained in a process they cannot access, transfer failure is predictable rather than a learner defect.

6.2 Training design for transfer

Training should use representative cases, realistic tools, variable examples, retrieval, feedback, and explicit discussion of application conditions. Participants should formulate implementation intentions: what they will do, when, where, and with what cue. Job aids can reduce memory demands during performance, especially for infrequent or safety-critical tasks.

6.3 Post-training environment

Managers influence transfer through goal setting, coaching, feedback, recognition, workload allocation, and psychological safety. Organizational systems must be consistent with the trained behavior. For example, training managers to conduct thoughtful interviews will not transfer if recruitment targets reward speed alone and electronic systems do not support documentation.

Follow-up can include spaced practice, booster sessions, peer learning groups, observation, feedback, reminders, and review of workplace outcomes. Evaluation should examine not only learning but also behavior and results. A common framework distinguishes reaction, learning, behavior, and results; these levels are useful, but causal claims require care because organizational outcomes have multiple influences.

7. Converting Principles into a Delivery Plan

The following design sequence integrates the chapter’s principles.

Step 1: Analyze the performance requirement

Specify the target audience, current performance, desired performance, consequences of error, workplace constraints, and opportunities to apply the skill. Consult learners, managers, subject experts, and relevant employee representatives.

Step 2: Classify the objective

Determine whether the objective is primarily knowledge, procedure, interpersonal skill, judgment, or transfer to a complex context. Select methods accordingly. Do not use a knowledge quiz as the sole evidence for an objective requiring observable behavior.

Step 3: Map the learning experience

Identify explanation, demonstration, practice, feedback, reflection, assessment, and application. Estimate realistic time for each. Protect practice and feedback from timetable compression.

Step 4: Engineer cognitive and inclusive conditions

Sequence complexity, remove avoidable distractions, prepare accessible materials, provide alternatives, test technology, and plan breaks. Consider language, confidence, disability, location, and digital access.

Step 5: Specify resources and roles

Define facilitator competencies, assistant or observer roles, room layout, group size, equipment, platform functions, participant materials, contingency arrangements, and data-handling responsibilities.

Step 6: Build transfer mechanisms

Agree on workplace assignments, manager involvement, job aids, follow-up contacts, coaching, and evaluation indicators. Schedule post-training support before the program begins.

Step 7: Pilot and improve

Pilot instructions, timing, accessibility, technology, emotional demands, and assessment criteria with representative users. Revise based on evidence rather than assumption.

8. Illustrative Case: A Hybrid Feedback Program

Background

A fictional organization, Northbridge Services, introduced a performance-management policy requiring quarterly developmental conversations. It commissioned a two-hour hybrid program for 120 supervisors. The initial proposal consisted of a 90-minute webinar, a slide deck, and a multiple-choice quiz.

Problem

The objective required supervisors to conduct a respectful, evidence-based feedback conversation, respond to defensiveness, agree on an action, and document it appropriately. The proposed design tested recognition of concepts but did not provide practice. Participants worked across time zones, several used screen readers, and managers reported that previous training had not changed behavior.

Analysis

The objective was behavioral and interpersonal, with moderate to high intrinsic complexity. A webinar alone would create limited opportunity for rehearsal. The organization also had a transfer problem: supervisors were evaluated primarily on task completion, and many lacked scheduled time for conversations. The delivery challenge was therefore pedagogical, technological, inclusive, and organizational.

Approach and solution

The revised design used a short pre-course module with accessible definitions, a diagnostic scenario, and a manager briefing. The live session began with a demonstration and a concise model. Participants then worked in triads—supervisor, employee, and observer—using two cases of increasing difficulty. Observers used a behaviorally anchored checklist covering evidence, listening, questioning, agreement, and documentation. Each participant completed two attempts and received feedback. A structured debrief connected the experience to principles of adult learning, cognitive load, and transfer.

The coordinator arranged captions, transcripts, keyboard-accessible materials, an alternative written simulation, breakout-room instructions, and a private question channel. The platform was tested with assistive technology. Participants received a one-page conversation aid rather than a dense manual.

After the session, each supervisor scheduled one workplace conversation within two weeks. Managers received a coaching prompt and were asked to discuss the outcome without requiring disclosure of confidential employee information. A month later, supervisors attended a 30-minute virtual booster session and reviewed anonymized examples.

Outcome

In this illustrative case, the organization observed stronger performance in sampled conversations and greater consistency in documentation. The results could not be attributed exclusively to the training because manager support and revised tools were introduced simultaneously. Nevertheless, the case demonstrates the key principle: delivery requirements emerge from the performance objective and the conditions of application, not from a preferred technology or a fixed event length.

Learning points

  1. Behavioral objectives require behavioral practice and evidence.
  2. Hybrid delivery must preserve interaction, not merely transmit content online.
  3. Accessibility should be specified before procurement and production.
  4. Job aids can support performance without replacing learning.
  5. Transfer depends on manager behavior, time, tools, and organizational reinforcement.

9. Challenges, Limitations, and Governance

Learning principles are guides, not mechanical guarantees. Adult learners may prefer different degrees of structure; experience can help or hinder; realistic simulations may reproduce workplace inequities; and cognitive-load recommendations depend on expertise and task complexity. Evidence for particular methods can vary by context. Coordinators should therefore use evaluation and professional judgment rather than claim that one theory universally determines the best format.

Ethical issues include informed participation, confidentiality in disclosures, respectful handling of sensitive cases, avoidance of discriminatory simulations, responsible use of learner data, and transparency about recording or analytics. AI-enabled tools may generate scenarios, feedback, summaries, or adaptive pathways, but they require human oversight. Coordinators should check accuracy, bias, accessibility, data ownership, privacy, and whether automated feedback is appropriate for a high-stakes decision. AI should support—not replace—qualified facilitation and accountable judgment.

Contemporary delivery increasingly combines asynchronous preparation, synchronous interaction, mobile job aids, virtual reality, simulations, and learning analytics. The relevant question is not whether a technology is innovative, but whether it improves alignment, access, practice, feedback, or transfer at an acceptable cost and risk.

Best-Practice Principles

  • Start with the performance and transfer requirement, not the delivery platform.
  • Match method and evidence to the type of objective.
  • Treat participant experience as a resource requiring facilitation.
  • Provide authentic practice, specific feedback, reflection, and retry opportunities.
  • Reduce avoidable cognitive load while preserving productive challenge.
  • Design accessibility and inclusion from the beginning.
  • Protect psychological safety without avoiding rigorous performance standards.
  • Involve managers and workplace systems in transfer planning.
  • Pilot the complete learner experience, including technology and adjustments.
  • Evaluate behavior and workplace conditions, not satisfaction alone.

Chapter Summary

Effective training coordination translates learning objectives into practical conditions for learning and application. Adult learning principles emphasize relevance, respect, experience, autonomy, readiness, and problem orientation, while recognizing that learners are diverse rather than uniform. Experiential learning becomes effective when action is followed by reflection, conceptual interpretation, feedback, and further experimentation. Cognitive load theory directs designers to manage task complexity, reduce avoidable distractions, and support schema construction through sequencing and scaffolding. Inclusion and accessibility require proactive design of physical, digital, social, and procedural conditions, together with individualized adjustments where necessary. Transfer of training depends on representative practice, job aids, opportunities to apply learning, manager support, compatible systems, and follow-up. The coordinator’s professional role is therefore both logistical and analytical: aligning objectives, methods, resources, participants, facilitators, technology, assessment, and the workplace environment.

Key Terms

Adult learning: Learning processes and conditions associated with mature learners, including relevance, experience, autonomy, and problem orientation.

Andragogy: A framework associated with Knowles concerning assumptions about adult learners.

Cognitive load: The mental demand placed on working memory during learning or performance.

Concrete experience: Direct participation in an event or task within experiential learning.

Debriefing: Structured examination of an activity to derive insight and improve future performance.

Extraneous load: Mental effort caused by poor instructional or environmental design.

Far transfer: Application of learning in a substantially different context.

Germane load: Mental effort devoted to organizing and integrating useful knowledge.

Inclusion: Designing participation so that diverse learners can engage meaningfully and fairly.

Intrinsic load: Complexity inherent in the material or task and its interacting elements.

Job aid: An accessible support used during work to guide performance or reduce memory demands.

Near transfer: Application of learning in a context similar to training.

Psychological safety: A climate in which people can ask questions, acknowledge uncertainty, and report errors without humiliation.

Reasonable adjustment: A change that enables an individual with a disability or other need to participate effectively.

Schema: An organized knowledge structure stored in long-term memory.

Scaffolding: Temporary support that is gradually reduced as competence develops.

Transfer of training: Generalization and maintenance of learning in workplace performance.

Universal Design for Learning: A framework encouraging multiple means of engagement, representation, and action or expression.

Review Questions

Short Answer Questions

  1. What is the difference between a learning objective and a delivery requirement?
  2. Identify the four stages commonly associated with Kolb’s experiential learning cycle.
  3. Distinguish intrinsic load from extraneous load.
  4. Why is accessibility a delivery requirement rather than merely an administrative issue?
  5. What is meant by transfer of training?

Long Answer Questions

  1. Explain how adult learning principles should influence the design and coordination of a graduate-level management program.
  2. Discuss how a facilitator can convert a role-play into a meaningful experiential learning activity.
  3. Analyze the relationship between cognitive load, scaffolding, and learner expertise.
  4. Explain how inclusive design and psychological safety affect participation and learning quality.
  5. Discuss the organizational conditions required for training transfer and maintenance.

Analytical / Application Questions

  1. A company wants to teach supervisors how to investigate workplace complaints. Propose delivery requirements based on adult learning, experiential learning, cognitive load, inclusion, and transfer principles.
  2. A virtual course receives high satisfaction scores but no observable change in workplace behavior. Diagnose at least four possible causes and recommend an evaluation and improvement plan.
  3. Critique a two-hour lecture-based course whose objective is “negotiate mutually acceptable solutions in complex employee relations cases.” Redesign its activities, resources, assessment, and follow-up arrangements.

Multiple Choice Questions with Answers

Question 1

Which delivery requirement most directly follows from a behavioral objective?

A. A longer introductory lecture

B. Opportunities for realistic practice with feedback

C. A larger slide deck

D. A satisfaction survey only

Correct Answer: B. Opportunities for realistic practice with feedback

Question 2

In experiential learning, reflective observation primarily involves which activity?

A. Memorizing terminology

B. Examining what happened and why

C. Scheduling the training room

D. Repeating a task without feedback

Correct Answer: B. Examining what happened and why

Question 3

Which example represents extraneous cognitive load?

A. The inherent complexity of a disciplinary investigation

B. The relationships required to understand a procedure

C. Confusing instructions spread across several unconnected platforms

D. Comparing two realistic cases

Correct Answer: C. Confusing instructions spread across several unconnected platforms

Question 4

Which approach best manages intrinsic load for novices?

A. Providing the most complex case first

B. Removing all meaningful challenge

C. Sequencing foundational elements before integrated practice

D. Allowing unsupervised performance immediately

Correct Answer: C. Sequencing foundational elements before integrated practice

Question 5

Which statement about adult learners is most academically defensible?

A. All adults prefer completely unstructured learning

B. Adults never benefit from direct instruction

C. Adults often value relevance, respect, experience, and autonomy

D. Adults learn identically regardless of prior experience

Correct Answer: C. Adults often value relevance, respect, experience, and autonomy

Question 6

Which practice best supports inclusive delivery?

A. Using color alone to signal important information

B. Providing captions, transcripts, and accessible digital materials

C. Requiring every learner to participate orally

D. Treating identical provision as sufficient for everyone

Correct Answer: B. Providing captions, transcripts, and accessible digital materials

Question 7

Which condition is most likely to support transfer after training?

A. No opportunity to use the skill

B. Manager coaching and a realistic workplace assignment

C. A longer attendance certificate

D. More decorative learning materials

Correct Answer: B. Manager coaching and a realistic workplace assignment

Question 8

What is the main purpose of debriefing after a simulation?

A. To replace the simulation with a lecture

B. To identify the fastest participant

C. To connect experience with principles and future action

D. To eliminate the need for feedback

Correct Answer: C. To connect experience with principles and future action

Question 9

Which is an example of far transfer?

A. Using the same practice script in the same classroom

B. Repeating a quiz immediately after instruction

C. Applying negotiation principles to a novel cross-functional dispute

D. Reading the course handbook again

Correct Answer: C. Applying negotiation principles to a novel cross-functional dispute

Question 10

Why should AI-enabled training tools receive human oversight?

A. They always require internet access

B. They may produce inaccurate, biased, inaccessible, or privacy-risking outputs

C. They cannot present any text

D. They eliminate the need for learning objectives

Correct Answer: B. They may produce inaccurate, biased, inaccessible, or privacy-risking outputs

Training Coordination & Logistics
Chapter 2 of 14