--- NATIONAL WAGES ---
  total_employment : 37,100
  annual_median    : $101,110
  annual_pct10     : $66,120
  annual_pct25     : $80,860
  annual_pct75     : $129,960
  annual_pct90     : $160,300
  annual_mean      : $107,690
  hourly_median    : $48.61

--- GEOGRAPHIC DISPERSION ---
  highest_state    : Virginia ($140,670)
  lowest_state     : Maine ($73,920)
  dispersion_ratio : 1.903x

--- TOP STATES BY WAGE (50 total) ---
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:   23,750  median: $ 103,310
  Professional, Scientific, and Technical Services emp:    5,390  median: $ 107,130
  Educational Services                     emp:    5,000  median: $  85,000
  Health Care and Social Assistance        emp:    1,090  median: $  75,340
  Management of Companies and Enterprises  emp:      780  median: $ 179,730
  Other Services (except Public Administration) emp:      670  median: $  86,010
  Administrative and Support and Waste Management and Remediation Services emp:      250  median: $  62,170
  Wholesale Trade                          emp:       60  median: $  77,710
  Manufacturing                            emp:       40  median: $  77,380
  Information                              emp:       40  median: $ 157,960

--- TOP INDUSTRIES BY EMPLOYMENT (10 total) ---
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:   23,750  median: $ 103,310
  Professional, Scientific, and Technical Services emp:    5,390  median: $ 107,130
  Educational Services                     emp:    5,000  median: $  85,000
  Health Care and Social Assistance        emp:    1,090  median: $  75,340
  Management of Companies and Enterprises  emp:      780  median: $ 179,730
  Other Services (except Public Administration) emp:      670  median: $  86,010
  Administrative and Support and Waste Management and Remediation Services emp:      250  median: $  62,170
  Wholesale Trade                          emp:       60  median: $  77,710
  Manufacturing                            emp:       40  median: $  77,380
  Information                              emp:       40  median: $ 157,960

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         : 2026-06-02T20:53:21.635219Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: Missing scientists conspiracy theory (similarity: 0.4762)
  URL: https://en.wikipedia.org/wiki/Missing_scientists_conspiracy_theory
  QID: Q139761208
  Extract: 

In 2026, a conspiracy theory emerged alleging that the deaths or disappearances of several people, some described online as scientists tied to classified or sensitive research, were connected to secret knowledge about UFOs, advanced energy projects, materials science, or related subjects. Speculat

  Title: History of Social Security in the United States (similarity: 0.4000)
  URL: https://en.wikipedia.org/wiki/History_of_Social_Security_in_the_United_States
  QID: Q5866542
  Extract: A limited form of the Social Security program began as a measure to implement "social insurance" during the Great Depression of the 1930s, when poverty rates among senior citizens exceeded 50 percent.

  Title: Workers' Party of Belgium (similarity: 0.3288)
  URL: https://en.wikipedia.org/wiki/Workers'_Party_of_Belgium
  QID: Q925616
  Extract: The Workers' Party of Belgium (PTB-PVDA) is a Marxist and socialist political party in Belgium. It is the only Belgian party represented in parliament that is a fully national party, representing both Flanders and Wallonia. Having historically been a small party, the PTB-PVDA has gained momentum sin

  Title: Workers' compensation (similarity: 0.2899)
  URL: https://en.wikipedia.org/wiki/Workers'_compensation
  QID: Q1184466
  Extract: Workers' compensation or workers' comp is a form of insurance providing wage replacement and medical benefits to employees injured in the course of employment in exchange for mandatory relinquishment of the employee's right to sue their employer for the tort of negligence.

  Title: Worker policing (similarity: 0.2540)
  URL: https://en.wikipedia.org/wiki/Worker_policing
  QID: Q8034690
  Extract: Worker policing is a behavior seen in colonies of social hymenopterans whereby worker females eat or remove eggs that have been laid by other workers rather than those laid by a queen. Worker policing ensures that the offspring of the queen will predominate in the group. In certain species of bees, 

model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : medium
confidence_notes     : Confidence is medium due to the catch-all nature of this category with minimal O*NET activity data, but wage and employment data from BLS provides solid foundation for market intelligence.
inferred_at          : 2026-06-03T16:03:48.741615+00:00
tokens_input         : 2,268
tokens_output        : 2,926
cost_usd             : $0.032047
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No direct Wikipedia match found, with the closest semantic match being an unrelated conspiracy theory article. This reflects the broad, catch-all nature of this occupational category.

--- PROSE FIELDS ---

ROLE SUMMARY:
Social Scientists and Related Workers, All Other encompasses specialized social science professionals not classified elsewhere, including behavioral scientists, computational linguists, demographers, and forensic psychologists. These professionals apply scientific methods to study human behavior, societal patterns, and social phenomena across diverse domains. They conduct research, analyze data, and provide expert insights for government agencies, research institutions, and private organizations.

DAY IN THE LIFE:
A professional in this category might spend their morning analyzing demographic data patterns for a government agency, followed by designing experimental protocols to test behavioral hypotheses. They could conduct interviews or focus groups to gather qualitative data, then spend time coding and analyzing responses using statistical software. The afternoon might involve preparing research reports, presenting findings to stakeholders, or collaborating with interdisciplinary teams. Much of their work involves synthesizing complex social data into actionable insights for policy makers or organizational leaders.

WHO THRIVES:
Individuals who excel in this field typically possess strong analytical and critical thinking abilities, with a natural curiosity about human behavior and social systems. They tend to be methodical researchers who can work independently while also collaborating effectively with diverse teams. Successful professionals often have investigative personalities combined with social awareness, allowing them to design meaningful studies and interpret results within broader social contexts. They must be comfortable with ambiguity and complexity, as social phenomena rarely have simple explanations.

CAREER ENTRY:
Entry into these specialized social science roles typically requires a master's degree in a relevant social science discipline, with many positions preferring doctoral qualifications. Candidates often gain experience through research assistantships, internships with government agencies, or entry-level analyst positions. Strong quantitative and qualitative research skills, proficiency with statistical software, and familiarity with research methodologies are essential foundations.

CAREER TRAJECTORY:
Career progression often leads to senior research scientist roles, department leadership positions, or specialized consulting opportunities. Many professionals advance to become principal investigators on major research projects, policy advisors for government agencies, or directors of research organizations. Some transition into academic positions or establish independent consulting practices focusing on their area of expertise.

MARKET INTELLIGENCE:
According to BLS OEWS May 2025 data, the field employs 37,100 professionals with a median annual wage of $101,110, ranging from $66,120 to $160,300. Geographic variation is significant, with Virginia offering the highest wages at $140,670 compared to Maine's $73,920, reflecting a 1.90x differential. The largest employer is government at all levels with 23,750 positions, followed by professional services (5,390) and educational services (5,000). This distribution suggests steady demand across public and private sectors, with government agencies being the primary job market.

AUTOMATION OUTLOOK:
The specialized nature of social science research involving complex human behavior analysis provides some protection against automation. While data collection and basic statistical analysis may become increasingly automated, the interpretation of social phenomena and design of meaningful research requires human insight and contextual understanding.

--- REASONED EDGES ---
  [skill_overlap] Clinical, Counseling, and School Psychologists (19-3031) — confidence:high
    reasoning: Both roles involve psychological assessment and understanding human behavior patterns.
    data: Job titles include Developmental Psychologist, Experimental Psychologist, Forensic Psychologist, Health Psychologist
  [knowledge_overlap] Urban and Regional Planners (19-3051) — confidence:medium
    reasoning: Demographers in this category share population analysis expertise with urban planners.
    data: Job title includes Demographer
  [career_pathway] Political Science Teachers, Postsecondary (25-1065) — confidence:medium
    reasoning: Educational services employs 5,000 professionals, suggesting academic career transitions.
    data: Educational Services industry employment: 5,000
  [task_similarity] Medical Scientists, Except Epidemiologists (19-1042) — confidence:medium
    reasoning: Both conduct scientific research and analysis in specialized domains.
    data: Government employment of 23,750 suggests research-focused roles
  [transferable_skill] Computer and Information Research Scientists (15-1221) — confidence:high
    reasoning: Computational Linguists bridge social science with computational methods.
    data: Job title includes Computational Linguist

--- NORMALIZER SIGNALS ---
  match_keywords   : ['social scientist', 'behavioral scientist', 'demographer', 'forensic psychologist', 'computational linguist', 'ethnologist', 'human factors scientist', 'intelligence specialist']
  exclude_keywords : ['therapist', 'counselor', 'clinical psychologist', 'teacher', 'professor']
  title_patterns   : ['Social Scientists, All Other', 'Behavioral Scientist', 'Research Specialist', 'Intelligence Analyst', 'Human Factors']
  common_variations: ['social science researcher', 'behavioral researcher', 'demographic analyst', 'forensic behavioral analyst', 'intelligence research analyst', 'human factors specialist', 'social science consultant', 'behavioral data scientist']

total_terms    : 40
top_words      : ['social', 'research', 'party', 'government', 'science', 'behavior', 'professionals', 'specialized', 'human', 'agencies', 'scientists', 'left', 'policing', 'queen', 'phenomena', 'statistical', 'conspiracy', 'theory', 'several', 'classified']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
social                     16  0.03478  inference            inference:75%  wikipedia:25%
research                   12  0.02609  inference            inference:92%  wikipedia:8%
party                       6  0.01304  wikipedia            wikipedia:100%
government                  6  0.01304  inference            inference:100%
science                     5  0.01087  inference            inference:80%  wikipedia:20%
behavior                    5  0.01087  inference            inference:60%  wikipedia:40%
professionals               5  0.01087  inference            inference:100%
specialized                 4  0.00870  inference            inference:100%
human                       4  0.00870  inference            inference:100%
agencies                    4  0.00870  inference            inference:100%
scientists                  3  0.00652  inference            inference:67%  wikipedia:33%
left                        3  0.00652  wikipedia            wikipedia:100%
policing                    3  0.00652  wikipedia            wikipedia:100%
queen                       3  0.00652  wikipedia            wikipedia:100%
phenomena                   3  0.00652  inference            inference:100%
statistical                 3  0.00652  inference            inference:100%
conspiracy                  2  0.00435  wikipedia            wikipedia:50%  inference:50%
theory                      2  0.00435  wikipedia            wikipedia:50%  inference:50%
several                     2  0.00435  wikipedia            wikipedia:100%
classified                  2  0.00435  wikipedia            wikipedia:50%  inference:50%
projects                    2  0.00435  wikipedia            wikipedia:50%  inference:50%
media                       2  0.00435  wikipedia            wikipedia:100%
began                       2  0.00435  wikipedia            wikipedia:100%
involve                     2  0.00435  wikipedia            wikipedia:50%  inference:50%
unrelated                   2  0.00435  wikipedia            wikipedia:50%  inference:50%
natural                     2  0.00435  wikipedia            wikipedia:50%  inference:50%
reports                     2  0.00435  wikipedia            wikipedia:50%  inference:50%
insurance                   2  0.00435  wikipedia            wikipedia:100%
senior                      2  0.00435  wikipedia            wikipedia:50%  inference:50%
belgium                     2  0.00435  wikipedia            wikipedia:100%
ptb                         2  0.00435  wikipedia            wikipedia:100%
pvda                        2  0.00435  wikipedia            wikipedia:100%
socialist                   2  0.00435  wikipedia            wikipedia:100%
political                   2  0.00435  wikipedia            wikipedia:100%
wallonia                    2  0.00435  wikipedia            wikipedia:100%
group                       2  0.00435  wikipedia            wikipedia:100%
wage                        2  0.00435  wikipedia            wikipedia:50%  inference:50%
laid                        2  0.00435  wikipedia            wikipedia:100%
behavioral                  2  0.00435  inference            inference:100%
patterns                    2  0.00435  inference            inference:100%