--- NATIONAL WAGES ---
  total_employment : 16,580
  annual_median    : $72,990
  annual_pct10     : $40,670
  annual_pct25     : $55,910
  annual_pct75     : $102,990
  annual_pct90     : $164,420
  annual_mean      : $88,390
  hourly_median    : N/A

--- GEOGRAPHIC DISPERSION ---
  highest_state    : California ($132,920)
  lowest_state     : Arkansas ($37,490)
  dispersion_ratio : 3.545x

--- TOP STATES BY WAGE (41 total) ---
  Educational Services                     emp:   16,580  median: $  72,990

--- TOP INDUSTRIES BY EMPLOYMENT (1 total) ---
  Educational Services                     emp:   16,580  median: $  72,990

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         : 2026-06-02T21:07:39.203498Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: Education in China (similarity: 0.2059)
  URL: https://en.wikipedia.org/wiki/Education_in_China
  QID: Q757827
  Extract: Education in the People's Republic of China is primarily managed by the state-run public education system, which falls under the Ministry of Education. By law, education in the People's Republic of China is led by the Chinese Communist Party (CCP) and adheres to its ideology. All citizens must atten

  Title: National Council of Teachers of English (similarity: 0.4045)
  URL: https://en.wikipedia.org/wiki/National_Council_of_Teachers_of_English
  QID: Q6971937
  Extract: The National Council of Teachers of English (NCTE) is a United States professional organization dedicated to "improving the teaching and learning of English and the language arts at all levels of education. Since 1911, NCTE has provided a forum for the profession, an array of opportunities for teach

  Title: Ivy Street School (similarity: 0.2388)
  URL: https://en.wikipedia.org/wiki/Ivy_Street_School
  QID: Q18152567
  Extract: The Ivy Street School is a school that offers multiple programs aimed at providing the skills and healing for neurodivergent youth to thrive. Through its educational, residential, and community-based programs, Ivy Street supports adolescents and young adults with disabilities by strengthening healin

  Title: College of arts and sciences (similarity: 0.2821)
  URL: https://en.wikipedia.org/wiki/College_of_arts_and_sciences
  QID: Q5146645
  Extract: A college of arts and sciences is most commonly an individual institution or academic division within a university that focuses on instruction of the liberal arts and pure sciences, although they frequently include programs and faculty in fine arts, social sciences, and other disciplines such as hum

  Title: Lithuania (similarity: 0.0678)
  URL: https://en.wikipedia.org/wiki/Lithuania
  QID: Q37
  Extract: Lithuania, officially the Republic of Lithuania, is a country in the Baltic region of Europe. It is one of three Baltic states and lies on the eastern shore of the Baltic Sea, bordered by Latvia to the north, Belarus to the east and south, Poland to the south, and the Russian semi-exclave of Kalinin

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 available for this broad 'all other' category, requiring inference from job titles and general postsecondary teaching patterns. Wage and employment data from BLS provides solid foundation for market intelligence.
inferred_at          : 2026-06-03T17:05:59.871752+00:00
tokens_input         : 2,172
tokens_output        : 3,154
cost_usd             : $0.034858
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No exact Wikipedia match found for this broad occupational category. The closest semantic match was National Council of Teachers of English, which represents professional educators but focuses specifically on English rather than social sciences.

--- PROSE FIELDS ---

ROLE SUMMARY:
Social Sciences Teachers, Postsecondary, All Other encompasses specialized postsecondary educators teaching interdisciplinary social science subjects not classified under traditional departments. These educators teach diverse fields including city planning, family consumer science, labor relations, military science, and liberal arts at colleges and universities. With median annual wages of $72,990 according to BLS OEWS May 2025, this role serves approximately 16,580 professionals across educational institutions.

DAY IN THE LIFE:
These educators develop and deliver curriculum for specialized social science courses, ranging from city planning methodology to family consumer science applications. They conduct lectures, seminars, and laboratory sessions while adapting content to meet diverse student learning needs across interdisciplinary programs. Daily responsibilities include grading assignments, providing student consultations, and staying current with evolving methodologies in their specialized fields. They collaborate with colleagues across departments to integrate social science perspectives into broader academic programs. Research activities often focus on applied social science topics relevant to their teaching specializations, with findings incorporated into classroom instruction.

WHO THRIVES:
Successful professionals demonstrate strong intellectual curiosity and adaptability to teach across diverse social science domains. They possess excellent communication skills to explain complex interdisciplinary concepts to students from varied academic backgrounds. These educators thrive on continuous learning, as they must stay current with multiple evolving fields rather than focusing on a single traditional discipline. Strong organizational abilities help them manage diverse course preparations and research projects simultaneously. They typically enjoy mentoring students and appreciate the flexibility to explore connections between different social science areas.

CAREER ENTRY:
Entry typically requires a doctoral degree in a social science field or related interdisciplinary area, though master's degree holders may qualify for community college or adjunct positions. Teaching experience through graduate assistantships or community college instruction provides essential classroom management skills. Many professionals enter with specialized expertise in emerging interdisciplinary fields that don't fit traditional departmental structures. Previous professional experience in applied social science settings often enhances teaching credibility and real-world application abilities.

CAREER TRAJECTORY:
Career advancement leads to tenure-track positions, department coordination roles, or administrative positions overseeing interdisciplinary programs. Many professionals develop expertise in curriculum development for emerging social science fields, leading to consulting opportunities with other institutions. Some transition into applied research roles or policy positions leveraging their broad interdisciplinary knowledge. Senior professionals often become specialists in academic program development, helping institutions create new interdisciplinary social science offerings that respond to evolving student and employer needs.

MARKET INTELLIGENCE:
With 16,580 employed professionals nationwide, this field represents a specialized niche within postsecondary education according to BLS OEWS May 2025 data. Geographic wage variation is substantial, ranging from $37,490 in Arkansas to $132,920 in California, reflecting regional differences in higher education funding and cost of living. Employment is concentrated almost exclusively in educational services, indicating limited private sector opportunities. The median annual wage of $72,990 positions these educators competitively within the broader postsecondary teaching landscape. Demand likely correlates with institutional emphasis on interdisciplinary programs and emerging social science applications.

AUTOMATION OUTLOOK:
These roles demonstrate strong resistance to automation due to the complex interpersonal and analytical nature of interdisciplinary teaching. The need to synthesize knowledge across multiple social science domains and adapt to diverse student needs requires human judgment and creativity. However, educational technology tools may enhance course delivery and administrative efficiency, particularly for hybrid or online learning formats.

--- REASONED EDGES ---
  [task_similarity] Area, Ethnic, and Cultural Studies Teachers, Postsecondary (25-1062) — confidence:high
    reasoning: Both roles involve teaching specialized social science subjects outside traditional departmental boundaries with similar interdisciplinary approaches.
    data: Both teach specialized social science subjects
    data: Similar job zone requirements
    data: Educational services industry concentration
  [skill_overlap] Economics Teachers, Postsecondary (25-1063) — confidence:medium
    reasoning: Economics teachers share core postsecondary teaching competencies and social science analytical frameworks with this role.
    data: Social science teaching background
    data: Similar wage ranges
    data: Educational services employment
  [knowledge_overlap] Geography Teachers, Postsecondary (25-1064) — confidence:medium
    reasoning: Geography teachers work with spatial and social analysis concepts that overlap with city planning and regional studies components of this role.
    data: City planning teacher job title
    data: Social science knowledge base
    data: Similar educational requirements
  [riasec_cluster] Sociology Teachers, Postsecondary (25-1067) — confidence:high
    reasoning: Both roles share social science teaching orientation with emphasis on human behavior and social systems understanding.
    data: Social science focus
    data: Similar teaching methodologies
    data: Educational services concentration
  [career_pathway] Education Teachers, Postsecondary (25-1081) — confidence:medium
    reasoning: Family consumer science and educational methodology overlap provides potential career transition pathway between these roles.
    data: Family consumer science teacher title
    data: Educational methodology knowledge
    data: Similar institutional settings

--- NORMALIZER SIGNALS ---
  match_keywords   : ['social science teacher', 'postsecondary educator', 'college instructor', 'university professor', 'liberal arts teacher', 'interdisciplinary faculty', 'social science professor', 'academic instructor']
  exclude_keywords : ['K-12 teacher', 'elementary teacher', 'high school teacher', 'private tutor', 'corporate trainer']
  title_patterns   : ['Social Science*Teacher', '*Science*Professor', 'College Teacher', '*Studies Teacher', 'Liberal Arts*']
  common_variations: ['social sciences instructor', 'postsecondary social science faculty', 'college social science teacher', 'university social science professor', 'interdisciplinary social science educator', 'social science lecturer', 'liberal arts instructor', 'humanities and social science teacher']

total_terms    : 40
top_words      : ['social', 'science', 'interdisciplinary', 'teaching', 'programs', 'english', 'arts', 'sciences', 'educators', 'professionals', 'learning', 'specialized', 'diverse', 'teachers', 'educational', 'community', 'academic', 'postsecondary', 'student', 'republic']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
social                     15  0.02688  inference            inference:93%  wikipedia:7%
science                    15  0.02688  inference            inference:100%
interdisciplinary          10  0.01792  inference            inference:100%
teaching                    9  0.01613  inference            inference:67%  wikipedia:33%
programs                    7  0.01255  inference            inference:57%  wikipedia:43%
english                     6  0.01075  wikipedia            wikipedia:67%  inference:33%
arts                        6  0.01075  wikipedia            wikipedia:83%  inference:17%
sciences                    6  0.01075  wikipedia            wikipedia:67%  inference:33%
educators                   6  0.01075  inference            inference:100%
professionals               6  0.01075  inference            inference:100%
learning                    5  0.00896  inference            inference:60%  wikipedia:40%
specialized                 5  0.00896  inference            inference:100%
diverse                     5  0.00896  inference            inference:100%
teachers                    4  0.00717  wikipedia            wikipedia:50%  inference:50%
educational                 4  0.00717  inference            inference:75%  wikipedia:25%
community                   4  0.00717  wikipedia            wikipedia:50%  inference:50%
academic                    4  0.00717  inference            inference:75%  wikipedia:25%
postsecondary               4  0.00717  inference            inference:100%
student                     4  0.00717  inference            inference:100%
republic                    3  0.00538  wikipedia            wikipedia:100%
school                      3  0.00538  wikipedia            wikipedia:100%
council                     3  0.00538  wikipedia            wikipedia:67%  inference:33%
ncte                        3  0.00538  wikipedia            wikipedia:100%
language                    3  0.00538  wikipedia            wikipedia:100%
opportunities               3  0.00538  inference            inference:67%  wikipedia:33%
development                 3  0.00538  inference            inference:67%  wikipedia:33%
multiple                    3  0.00538  inference            inference:67%  wikipedia:33%
college                     3  0.00538  inference            inference:67%  wikipedia:33%
instruction                 3  0.00538  inference            inference:67%  wikipedia:33%
include                     3  0.00538  wikipedia            wikipedia:67%  inference:33%
lithuania                   3  0.00538  wikipedia            wikipedia:100%
baltic                      3  0.00538  wikipedia            wikipedia:100%
city                        3  0.00538  inference            inference:67%  wikipedia:33%
traditional                 3  0.00538  inference            inference:100%
institutions                3  0.00538  inference            inference:100%
needs                       3  0.00538  inference            inference:100%
evolving                    3  0.00538  inference            inference:100%
research                    3  0.00538  inference            inference:100%
applied                     3  0.00538  inference            inference:100%
strong                      3  0.00538  inference            inference:100%