Personnel Selction
A company administers the same cognitive ability test to current employees and compares their scores to their existing performance ratings to determine if the test should be used for future hiring. This is an example of:
A) Concurrent validity
B) Predictive validity
C) Content validity
D) Construct validity
Answer: A
Concurrent validation tests current employees at the same time performance data is collected, unlike predictive validation which tests applicants before hiring.
An organization implements a new leadership training program and measures performance before and after. Scores improve significantly. A skeptic argues that employees simply got better at their jobs over time, regardless of the training. Which threat is the skeptic raising?
A) Instrumentation threat
B) Maturation threat
C) History threat
D) Testing threat
Answer: B
Maturation threat refers to naturally occurring changes over time that could be mistaken for a treatment effect, such as employees gaining experience independently of any intervention.
A trainer developing a learning objective writes: "The trainee will understand customer service principles." What is wrong with this objective, and how should it be corrected?
A) It lacks a standards component; it should specify a minimum score on a customer satisfaction survey
B) It is missing the conditions component; the work environment and available tools must be specified
C) It is too broad in scope; it should be broken into separate objectives for each customer service principle
D) "Understand" is not a measurable behavior; it should be replaced with an observable action verb such as "demonstrate" or "apply"
Answer: D
Well-formed learning objectives require observable, specific behavioral verbs. "Understand" cannot be directly observed or measured, making the objective impossible to evaluate.
Basic Psychological Needs Theory distinguishes between need satisfaction and need frustration, treating them as distinct processes rather than opposite ends of a single continuum. Which of the following correctly illustrates this distinction?
A) Need satisfaction occurs when all three needs are met simultaneously; need frustration occurs when any one need is partially unmet, creating a compensatory motivation to oversatisfy the remaining needs
B) Need satisfaction refers to the presence of positive experiences such as autonomy support, learning feedback, and inclusion; need frustration refers to active thwarting such as micromanagement, public criticism, or exclusion — these are independent processes with distinct outcomes
C) Need satisfaction predicts engagement and performance while need frustration predicts only burnout, making them useful for diagnosing different organizational problems but not comparable in the same study
D) Need satisfaction and need frustration are conceptually distinct but empirically identical — they produce the same outcomes in opposite directions, making the distinction theoretically interesting but practically irrelevant
Answer: B
BPNT holds that need satisfaction and need frustration are not simply low vs. high on the same scale. Each has distinct antecedents and consequences — frustration does not equal low satisfaction, and the two processes independently predict different outcomes such as engagement versus burnout.
An I/O researcher finds a positive correlation between team cohesion and performance in a sample of tech employees. She concludes this relationship holds for all industries. Which validity concern is most directly threatened?
A) External validity, because the causal relationship may not hold across different settings or populations
B) Internal validity, because cohesion and performance may share a common cause
C) Statistical conclusion validity, because the sample size may be too small
D) Construct validity, because team cohesion was not adequately defined
Answer: A
External validity concerns whether findings generalize across persons, settings, treatments, and outcomes. Assuming a result from tech workers applies universally is a classic external validity overreach.
Which of the following best distinguishes disparate treatment from disparate impact in employment discrimination?
A) Disparate treatment requires statistical evidence; disparate impact requires proof of intent
B) Disparate treatment is legal if business necessity is proven; disparate impact is always illegal regardless of job relevance
C) Disparate impact only applies to written tests; disparate treatment applies to all selection methods
D) Disparate treatment involves applying different criteria to different groups; disparate impact involves neutral criteria that disproportionately disadvantage certain groups
Answer: D
Disparate treatment is intentional differential treatment; disparate impact can occur without intent through facially neutral policies with unequal outcomes.
A researcher wants to study whether mindfulness training reduces burnout in nurses. She randomly selects hospitals and then surveys all nurses within those hospitals. Which sampling strategy does this represent?
A) Stratified random sampling
B) Purposive sampling
C) Cluster sampling
D) Systematic sampling
Answer: C
Cluster sampling involves randomly selecting groups (here, hospitals) and then including all elements within those groups, rather than sampling individuals directly from the full population.
According to Anderson's ACT Model, what distinguishes an expert from a novice in terms of how knowledge is stored and applied?
A) Experts rely exclusively on declarative knowledge, while novices depend on procedural shortcuts
B) Novices outperform experts on novel tasks because they have not yet developed rigid mental schemas
C) Experts have proceduralized and automated their knowledge, while novices possess mainly declarative knowledge
D) Experts and novices differ primarily in motivation and self-efficacy, not in how knowledge is structured
Answer: C
The ACT Model describes a progression from declarative knowledge (knowing facts) through knowledge compilation to proceduralization, where skills become automated — the hallmark of expert performance.
Goal Setting Theory identifies four mechanisms through which specific, difficult goals improve performance. A sales manager sets a challenging quarterly revenue target that causes their team to shift from passive order-taking to actively developing new client relationships. Which mechanism best explains this behavioral change?
A) Persistence, because the difficult goal sustained the team's effort over the full quarter without drop-off
B) Effort mobilization, because the team worked harder overall to meet the quantitative threshold
C) Direction, because the specific goal focused attention away from passive behaviors and toward more task-relevant actions
D) Strategy generation, because the novel challenge prompted the team to develop new problem-solving approaches when existing methods were insufficient
Answer: D
When goals are challenging and the existing approach is insufficient, goal setting theory predicts that individuals will generate new strategies. The shift from order-taking to actively developing new client relationships represents strategy generation, not simply more effort or better focus.
What will happen if the New York Knicks win a championship?
A) Complete and utter anarchy
B) Mamdani crowdsurfing Madison Avenue
C) Jalen Brunson statue replacing lady liberty
D) All of the above
D) All of the above (NEW YORK OR NOWHERE)
Which of the following best explains why a selection tool can be reliable but not valid?
A) A tool cannot produce consistent scores unless it also measures the right construct
B) A tool may consistently measure something that is unrelated to job performance
C) Validity is always higher than reliability for well-designed tests
D) Reliability only applies to cognitive tests, while validity applies to personality tests
Answer: B
Reliability means consistency; validity means measuring what matters. A test can consistently measure the wrong thing.
What is the key distinction between a quasi-experiment and a true experiment?
A) True experiments are only conducted in laboratory settings, while quasi-experiments occur in the field
B) Quasi-experiments never include a comparison group, while true experiments always do
C) Quasi-experiments cannot measure dependent variables, only independent variables
D) Quasi-experiments lack random assignment, reducing the researcher's ability to rule out selection threats
Answer: D
The defining feature of a quasi-experiment is the absence of random assignment, which makes it harder to rule out selection threats and establish internal validity, even when a comparison group exists.
During a needs assessment, an I/O consultant discovers that employees already possess the KSAs required for their jobs but are still underperforming. What is the most appropriate conclusion?
A) Training is not the solution — motivational or environmental factors should be investigated instead
B) A more intensive needs assessment is required before any conclusion can be drawn
C) Training should be designed immediately to reinforce existing KSAs before they deteriorate further
D) The KSA analysis was likely flawed and should be redone with different subject matter experts
Answer: A
When KSAs are not lacking, training cannot close the performance gap. The model specifies that motivation and environmental factors must be examined when KSAs already exist but performance still suffers.
A researcher finds that an autonomy intervention significantly increased employee engagement scores but produced no measurable improvement in productivity. Drawing on the proximal–distal outcome framework from the measuring motivation lecture, what is the most likely explanation?
A) The engagement measure suffered from construct contamination, capturing job satisfaction rather than true engagement
B) Engagement is a proximal psychological state that does not automatically translate into distal behavioral outcomes without additional conditions such as resources, opportunity, and feedback
C) The intervention failed because autonomy is a job resource that only reduces burnout through the health impairment pathway, not the motivational pathway
D) Productivity is a leading indicator while engagement is a lagging one, meaning the measurement timing was reversed
Answer: B
The proximal–distal framework distinguishes psychological states (engagement, need satisfaction) from behavioral and organizational outcomes (performance, productivity). Proximal changes do not guarantee distal impact — motivation may be necessary but not sufficient for productivity gains.
An organization switches from unstructured to structured behavioral interviews. Which outcome is most directly supported by research?
A) Adverse impact is reduced because structured questions give all candidates an equal opportunity to demonstrate competence
B) Interviewer satisfaction increases because structured formats provide clearer evaluative guidelines
C) Predictive validity increases because questions are grounded in job analysis and scored consistently
D) Candidate experience improves because structured interviews reduce ambiguity about what is being assessed
Answer: C
Structured interviews improve predictive validity by standardizing job-relevant questions and scoring, reducing the influence of bias and irrelevant information.
An organization uses a selection battery where a candidate must meet minimum score thresholds on all assessments before moving forward — a single low score disqualifies them regardless of other scores. This strategy is best described as:
A) Multiple regression
B) Top-down selection
C) Banding
D) Multiple hurdles
Answer: D
Multiple hurdles requires sequential clearing of each minimum threshold; failing any one eliminates the candidate.
A study examines whether cell phone use affects braking time, and whether that effect differs by driver age. The results show that older drivers are significantly slowed by phone use, while younger drivers show almost no difference. What does this finding represent?
A) A simple main effect of age in the no-phone condition only
B) A main effect of age on braking time
C) A main effect of phone use on braking time
D) An interaction between phone use and driver age
Answer: D
An interaction occurs when the effect of one independent variable depends on the level of another. Here, the impact of phone use on braking time is different depending on driver age, which is the definition of an interaction effect.
Which of the following best describes psychological fidelity in simulated training environments, and why is it considered more critical than physical fidelity?
A) Psychological fidelity refers to how realistic the simulation looks; it matters more because trainees are more engaged by realistic environments
B) Psychological fidelity refers to the degree to which the simulation elicits the necessary KSAs; it is more critical because transfer depends on activating the right knowledge and skills, not just replicating appearances
C) Psychological fidelity measures trainee emotional reactions to the simulation; it predicts motivation to learn better than physical similarity does
D) Psychological fidelity refers to the cost-effectiveness of a simulation relative to on-the-job training; physical fidelity is more important for safety-critical jobs
Answer: B
Physical fidelity replicates the look and feel of the workplace, but psychological fidelity ensures that the training situation activates the same KSAs required on the job — making it the essential driver of transfer of training.
The JD-R model distinguishes between challenge stressors and hindrance stressors. Which of the following correctly applies this distinction to a workplace scenario?
A) Role conflict and bureaucratic red tape are challenge stressors because they require problem-solving; time pressure is a hindrance because it limits performance
B) Both types are equally detrimental — the JD-R model treats all demands as drains on employee resources that must be offset by job resources
C) Challenge stressors like heavy workload and responsibility can motivate when resources are adequate; hindrance stressors like role ambiguity and red tape block progress and tend to undermine motivation
D) Challenge stressors only affect maximal performance while hindrance stressors only affect typical performance, making them relevant in different evaluation contexts
Answer: C
The challenge–hindrance framework distinguishes demanding-but-growth-promoting stressors (challenges) from obstacles that block goal progress (hindrances). Only challenges can motivate, and only when sufficient resources and control are present.
An organization skips the organizational analysis step of needs assessment and jumps straight to designing a customer service training program. Which of the following is the most likely consequence?
A) Trainees will be insufficiently motivated because pre-training information was not communicated through proper channels
B) The task and KSA analysis will be invalid because organizational goals were not used to write task statements
C) The training may fail to align with the organization's strategic goals, transfer climate, or available resources, reducing its overall effectiveness
D) The training will lack learning objectives, making it impossible to evaluate trainee reactions at Kirkpatrick Level 1
Answer: C
Organizational analysis examines strategic direction, transfer climate, external constraints, and resource availability. Skipping it risks designing training that is misaligned with where the organization is going and the environment in which employees must apply what they learn.
Conscientiousness in the Five-Factor Model is most strongly associated with which job performance dimension?
A) Adaptive performance, because conscientious employees handle change well
B) Task performance and OCBs, because high scorers are reliable, goal-oriented, and follow through
C) Counterproductive work behaviors, because perfectionistic tendencies cause conflict
D) Organizational fit, because conscientious employees align with company culture
Answer: B
Meta-analyses consistently show Conscientiousness as the strongest Big Five predictor of both task performance and citizenship behaviors across job types.
A survey asks employees: "Do you look for main ideas as you read reports, and do you formulate follow-up questions as you process new information?" An I/O researcher flags this item as problematic. Why?
A) It uses a leading question that primes respondents toward a socially desirable answer
B) It relies on a semantic differential format that is inappropriate for behavioral measurement
C) It is a double-barreled question that asks two things at once, making responses uninterpretable
D) It is susceptible to acquiescence bias because it is phrased as a yes/no statement
Answer: C
Double-barreled questions embed two separate questions into one item. A respondent might agree with one part and disagree with the other, making any single answer impossible to interpret meaningfully.
Which of Kirkpatrick's four levels of training criteria is most directly aligned with measuring transfer of training to the job?
A) Results, because organizational outcomes are the ultimate measure of whether training transferred
B) Learning, because demonstrating knowledge acquisition during training confirms that transfer will follow
C) Reactions, because trainee satisfaction predicts whether they will apply what they learned
D) Behavior, because it directly assesses whether trainees changed their on-the-job performance following training
Answer: D
Kirkpatrick's Behavior level specifically measures whether training resulted in observable performance change on the job — the definition of transfer of training. Learning confirms acquisition; Behavior confirms application.
A new employee initially follows workplace safety protocols only to avoid being reprimanded. Over time, after understanding why the rules matter and connecting them to her personal values around protecting her team, she follows them voluntarily and wholeheartedly. According to Organismic Integration Theory, which motivational progression does this represent?
A) Introjected to identified to integrated regulation, moving from internal pressure toward full value alignment
B) External to introjected regulation only — full internalization requires intrinsic motivation, which cannot develop from an externally imposed rule
C) Intrinsic to extrinsic motivation, as the introduction of safety audits gradually replaced her internal drive with compliance behavior
D) External to identified regulation, skipping introjection because the transition was driven by cognitive reappraisal rather than social pressure
Answer: A
OIT describes internalization as a continuum from external regulation through introjected, identified, and integrated regulation. The scenario shows the employee moving from external compliance through personal value alignment toward full integration — the complete arc of internalization.
A nurse who feels overwhelmed by administrative paperwork begins delegating documentation tasks where possible, requests more patient-facing responsibilities, and starts viewing her administrative work as a necessary part of holistic patient care. According to the JD-R reframing of job crafting by Tims and Bakker, which three crafting behaviors does this represent?
A) Increasing social resources, increasing challenge demands, and cognitive crafting
B) Decreasing hindrance demands, increasing structural resources, and increasing challenge demands
C) Task crafting, relational crafting, and cognitive crafting in the Wrzesniewski and Dutton tradition
D) Decreasing hindrance demands, increasing challenge demands, and cognitive reframing of existing demands
Answer: D
In the JD-R job crafting framework, delegating administrative work represents decreasing hindrance demands, seeking more patient-facing work represents increasing challenge demands, and reframing administrative tasks as part of patient care is a cognitive reframing of existing demands — distinct from simply increasing resources.