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The generativity vs. stagnation stage occurs in middle adulthood (ages ~40–65). Generativity involves contributing to society through work, parenting, mentoring, or community engagement. Failure to achieve this leads to stagnation, self-absorption, and lack of purpose. Adolescence is identity vs. role confusion. Young adulthood is intimacy vs. isolation. Late adulthood is integrity vs. despair. Counselors use Erikson’s framework to contextualize developmental challenges and support clients in achieving meaningful life tasks.

The termination stage involves reflection on growth, sadness about separation, and preparing to apply skills outside group. Forming (A) involves orientation, storming (B) involves conflict, and norming (D) involves cohesion. Effective termination ensures closure and long-term application of group gains.

Early in group counseling, leaders establish group norms—shared expectations that guide member behavior. Confidentiality, respect, and participation norms create a safe environment for disclosure and trust-building. Option A refers to conflict management during storming. Option C involves practice through role enactment. Option D concerns the final stage of group development. Establishing norms early prevents misunderstandings, reduces risk, and enhances group cohesion. Counselors reinforce norms consistently to maintain a supportive group climate.

External validity refers to generalizability of results across populations, settings, and contexts. Option B describes reliability. Option C refers to internal validity. Option D describes random assignment, which supports internal validity. High external validity ensures that counseling research findings are applicable to real-world practice with diverse clients.

The Career Maturity Inventory was developed in alignment with Donald Super’s Life-Span, Life-Space Theory, which emphasizes career development across life stages and roles. Option A (Holland) focuses on person–environment fit. Option C (Krumboltz) emphasizes learning and happenstance. Option D (Work Adjustment) highlights person–work environment congruence. Super’s model recognizes that career decision-making evolves with self-concept and developmental readiness. The Career Maturity Inventory measures readiness for making career choices, supporting counselors in guiding clients through age-appropriate tasks.