--- NATIONAL WAGES ---
  total_employment : 28,580
  annual_median    : $50,860
  annual_pct10     : $36,240
  annual_pct25     : $43,680
  annual_pct75     : $66,520
  annual_pct90     : $91,940
  annual_mean      : $58,210
  hourly_median    : $24.45

--- GEOGRAPHIC DISPERSION ---
  highest_state    : District of Columbia ($93,720)
  lowest_state     : Michigan ($37,390)
  dispersion_ratio : 2.507x

--- TOP STATES BY WAGE (45 total) ---
  Health Care and Social Assistance        emp:   16,300  median: $  47,990
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:    6,270  median: $  58,230
  Educational Services                     emp:    2,580  median: $  60,360
  Other Services (except Public Administration) emp:    1,810  median: $  46,930
  Administrative and Support and Waste Management and Remediation Services emp:      850  median: $  59,830
  Finance and Insurance                    emp:      220  median: $  88,130
  Management of Companies and Enterprises  emp:      190  median: $  66,230
  Arts, Entertainment, and Recreation      emp:       50  median: $  22,210
  Real Estate and Rental and Leasing       emp:       40  median: $  62,950

--- TOP INDUSTRIES BY EMPLOYMENT (9 total) ---
  Health Care and Social Assistance        emp:   16,300  median: $  47,990
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:    6,270  median: $  58,230
  Educational Services                     emp:    2,580  median: $  60,360
  Other Services (except Public Administration) emp:    1,810  median: $  46,930
  Administrative and Support and Waste Management and Remediation Services emp:      850  median: $  59,830
  Finance and Insurance                    emp:      220  median: $  88,130
  Management of Companies and Enterprises  emp:      190  median: $  66,230
  Arts, Entertainment, and Recreation      emp:       50  median: $  22,210
  Real Estate and Rental and Leasing       emp:       40  median: $  62,950

exact_match_status : no_exact_match
matched_title      : N/A
match_score        : 0.0000
wikidata_qid       : N/A
word_count         : 0
wikipedia_url      : N/A
license            : CC BY-SA 4.0
fetched_at         : 2026-06-02T20:58:45.669749Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: The Counselor (similarity: 0.5294)
  URL: https://en.wikipedia.org/wiki/The_Counselor
  QID: Q3061599
  Extract: The Counselor is a 2013 crime thriller film directed by Ridley Scott and written by Cormac McCarthy. It stars Michael Fassbender as the eponymous Counselor as well as Penélope Cruz, Cameron Diaz, Javier Bardem, and Brad Pitt. The extremely violent and bloodthirsty activities of drug cartels are depi

  Title: School counselor (similarity: 0.4865)
  URL: https://en.wikipedia.org/wiki/School_counselor
  QID: Q2250054
  Extract: A school counselor is a certified/licensed professional that provides academic, career, college readiness, and social-emotional support for all students. There are school counselor positions within each level of schooling. By developing and following a school counseling program, school counselors ar

  Title: Licensed professional counselor associate (similarity: 0.4516)
  URL: https://en.wikipedia.org/wiki/Licensed_professional_counselor_associate
  QID: Q22906370
  Extract: A licensed professional counselor associate (LPCA) is a provisionally licensed professional counselor who has completed a master’s level counseling program, passed necessary national examinations, and is currently working toward full licensure by completing a designated amount of supervised clinical

  Title: Commission on Rehabilitation Counselor Certification (similarity: 0.3288)
  URL: https://en.wikipedia.org/wiki/Commission_on_Rehabilitation_Counselor_Certification
  QID: Q5152733
  Extract: The Commission on Rehabilitation Counselor Certification is a national certifying organization for professional rehabilitation counselors. Based in Schaumburg, IL, it is an independent, not-for-profit organization whose purpose is to establish, maintain, and monitor a national certification program 

  Title: Licensed professional counselor (similarity: 0.3462)
  URL: https://en.wikipedia.org/wiki/Licensed_professional_counselor
  QID: Q6543051
  Extract: Licensed professional counselor (LPC) is a licensure for mental health professionals in some countries.

model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : medium
confidence_notes     : Limited detailed work activity and skill data reduces precision in describing specific tasks and requirements, though wage and employment data provide solid market intelligence foundation.
inferred_at          : 2026-06-03T16:26:54.822000+00:00
tokens_input         : 2,263
tokens_output        : 3,229
cost_usd             : $0.033512
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No direct Wikipedia match exists for this broad occupational category, though related articles on school counselors and professional counselor certification provide context for the counseling profession's scope and requirements.

--- PROSE FIELDS ---

ROLE SUMMARY:
Counselors, All Other represents a diverse category of specialized counseling professionals who provide guidance, support, and intervention services across various settings and populations not covered by other specific counselor classifications. These professionals work in healthcare, government, and educational environments, serving specialized populations with targeted counseling approaches. The role encompasses emerging specialties and niche counseling areas that address specific behavioral, social, or developmental needs.

DAY IN THE LIFE:
A counselor in this category conducts individual and group counseling sessions, developing tailored intervention plans for their specific client population. They assess client needs, document progress, and coordinate with other professionals to ensure comprehensive care. Daily activities include intake assessments, crisis intervention, case management, and maintaining detailed client records. They may facilitate support groups, provide psychoeducational services, and collaborate with families or caregivers. Documentation and compliance with regulatory requirements constitute a significant portion of their responsibilities.

WHO THRIVES:
Successful professionals in this field demonstrate strong empathetic communication skills and emotional resilience to handle diverse client challenges. They possess excellent active listening abilities and can adapt their counseling approach to different populations and presenting issues. These individuals are comfortable with ambiguity and can work independently while maintaining professional boundaries. They show strong ethical reasoning and cultural sensitivity, essential for working with diverse populations across various specialized counseling contexts.

CAREER ENTRY:
Most positions require a master's degree in counseling, psychology, social work, or a related field, with many states requiring professional licensure for independent practice. Entry-level candidates typically need supervised clinical experience, often through internships or practicum placements during their graduate studies. Some specialized areas may require additional certifications or training specific to their population or intervention approach.

CAREER TRAJECTORY:
Career advancement often involves developing expertise in specific counseling specialties or populations, leading to senior counselor or program coordinator roles. Many professionals pursue additional certifications, supervisory positions, or transition into program management or private practice. Advanced career paths include clinical supervision, training and education roles, or specialization in high-demand areas like addiction, trauma, or specific population groups.

MARKET INTELLIGENCE:
According to BLS OEWS May 2025, this occupation employs 28,580 professionals with a median annual wage of $50,860, ranging from $36,240 to $91,940. Geographic wage variation is significant, with District of Columbia offering the highest wages at $93,720 compared to Michigan's $37,390, representing a 2.51x ratio. The largest employment sector is Health Care and Social Assistance with 16,300 positions, followed by government roles with 6,270 positions. The broad nature of this category reflects growing specialization in counseling fields and emerging service areas.

AUTOMATION OUTLOOK:
This role has low automation risk due to its emphasis on human connection, empathy, and complex interpersonal intervention skills that cannot be replicated by technology. While administrative tasks and documentation may become more streamlined through technology, the core counseling functions require human judgment and emotional intelligence that remain irreplaceable.

--- REASONED EDGES ---
  [skill_overlap] Mental Health Counselors (21-1014.00) — confidence:high
    reasoning: Both roles involve individual counseling, crisis intervention, and mental health assessment in similar settings.
    data: Similar employment in Health Care and Social Assistance
    data: Overlapping job titles like Behavior Specialist
  [task_similarity] Child, Family, and School Social Workers (21-1021.00) — confidence:high
    reasoning: Both roles include case management, working with children and families, and coordinating services across multiple agencies.
    data: Job titles include Case Manager, Case Worker, Children's Counselor
  [career_pathway] Educational, Guidance, and Career Counselors and Advisors (21-1012.00) — confidence:medium
    reasoning: Career development specialist roles overlap with educational counseling in career guidance functions.
    data: Job titles include Career Development Specialist, Career Manager
  [knowledge_overlap] Rehabilitation Counselors (21-1015.00) — confidence:medium
    reasoning: Both roles require specialized counseling knowledge for specific populations and intervention strategies.
    data: Similar employment in government and healthcare settings
  [wage_band] Healthcare Social Workers (21-1022.00) — confidence:medium
    reasoning: Both occupations share similar wage ranges and employment in healthcare settings.
    data: Both employed heavily in Health Care and Social Assistance sector
    data: Similar median wage levels

--- NORMALIZER SIGNALS ---
  match_keywords   : ['counselor', 'therapist', 'specialist', 'case manager', 'behavioral specialist', 'intervention specialist', 'counseling', 'guidance']
  exclude_keywords : ['teacher', 'nurse', 'physician', 'administrator', 'clerk']
  title_patterns   : ['*Counselor', 'Behavior Specialist', '*Specialist', 'Case *', '* Manager']
  common_variations: ['Adoption Counselor', 'AIDS Counselor', 'Anger Control Counselor', 'Behavior Specialist', 'Career Development Specialist', 'Case Manager', 'Case Worker', "Children's Counselor"]

total_terms    : 40
top_words      : ['counselor', 'counseling', 'counselors', 'licensed', 'professionals', 'program', 'school', 'rehabilitation', 'intervention', 'populations', 'certified', 'social', 'category', 'specialized', 'client', 'career', 'emotional', 'developing', 'associate', 'licensure']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
counselor                  17  0.03972  wikipedia            wikipedia:76%  inference:24%
counseling                 14  0.03271  inference            inference:79%  wikipedia:21%
counselors                  8  0.01869  wikipedia            wikipedia:75%  inference:25%
licensed                    7  0.01636  wikipedia            wikipedia:100%
professionals               7  0.01636  inference            inference:86%  wikipedia:14%
program                     6  0.01402  wikipedia            wikipedia:67%  inference:33%
school                      5  0.01168  wikipedia            wikipedia:80%  inference:20%
rehabilitation              5  0.01168  wikipedia            wikipedia:100%
intervention                5  0.01168  inference            inference:100%
populations                 5  0.01168  inference            inference:100%
certified                   4  0.00935  wikipedia            wikipedia:100%
social                      4  0.00935  inference            inference:75%  wikipedia:25%
category                    4  0.00935  inference            inference:100%
specialized                 4  0.00935  inference            inference:100%
client                      4  0.00935  inference            inference:100%
career                      3  0.00701  inference            inference:67%  wikipedia:33%
emotional                   3  0.00701  inference            inference:67%  wikipedia:33%
developing                  3  0.00701  inference            inference:67%  wikipedia:33%
associate                   3  0.00701  wikipedia            wikipedia:100%
licensure                   3  0.00701  wikipedia            wikipedia:67%  inference:33%
clinical                    3  0.00701  inference            inference:67%  wikipedia:33%
commission                  3  0.00701  wikipedia            wikipedia:100%
organization                3  0.00701  wikipedia            wikipedia:100%
maintaining                 3  0.00701  inference            inference:67%  wikipedia:33%
practice                    3  0.00701  inference            inference:67%  wikipedia:33%
diverse                     3  0.00701  inference            inference:100%
population                  3  0.00701  inference            inference:100%
activities                  2  0.00467  wikipedia            wikipedia:50%  inference:50%
drug                        2  0.00467  wikipedia            wikipedia:100%
students                    2  0.00467  wikipedia            wikipedia:100%
guidance                    2  0.00467  wikipedia            wikipedia:50%  inference:50%
master                      2  0.00467  wikipedia            wikipedia:50%  inference:50%
working                     2  0.00467  wikipedia            wikipedia:50%  inference:50%
supervised                  2  0.00467  wikipedia            wikipedia:50%  inference:50%
titles                      2  0.00467  wikipedia            wikipedia:100%
lpc                         2  0.00467  wikipedia            wikipedia:100%
certifying                  2  0.00467  wikipedia            wikipedia:100%
independent                 2  0.00467  wikipedia            wikipedia:50%  inference:50%
health                      2  0.00467  wikipedia            wikipedia:50%  inference:50%
services                    2  0.00467  inference            inference:100%