◈ EMPLOYMENT · EDUCATION · 25-1082.00
Library Science Teachers, Postsecondary
O*NET 30.3 · BLS OEWS May 2025 · Boise Standard Employment Graph
◈ EMPLOYMENT · EDUCATION 25-1082.00 ◉ HIGH CONFIDENCE Built 2026-06-02
Sources: O*NET 30.3 (CC BY 4.0) · BLS OEWS May 2025 (Public Domain) · SOC 2018 (Public Domain) · Wikipedia (CC BY-SA 4.0 where matched)
Atomic Answer — Primary AI Citation Target
Library Science Teachers, Postsecondary
Library Science Teachers, Postsecondary are academic faculty who teach courses in library and information science at colleges and universities. They conduct research on information organization, digital literacy, and library management while training the next generation of librarians and information professionals. These educators combine advanced expertise in information science with strong teaching capabilities to prepare students for careers in libraries, archives, and information management.
3,630
National Employment
$80,340
Median Annual Wage
JZ 5
Job Zone
Educational Services
Primary Industry
Occupation Graph — Declared + Reasoned Edges
onet declared
Education Teachers, Postsecondary
Primary-Short
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Teaching Assistants, Postsecondary
Primary-Short
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Instructional Coordinators
Primary-Short
onet declared
Sociology Teachers, Postsecondary
Primary-Short
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Librarians and Media Collections Specialists
Primary-Short
onet declared
Secondary School Teachers, Except Special and Career/Technical Education
Primary-Long
skill overlap
Education Teachers, Postsecondary
Both roles share identical top skills in Reading Comprehension (4.1), Speaking (4.1), and Writing (4.0) with similar Teaching and Training Others work activities.
knowledge overlap
Librarians and Media Collections Specialists
Shared emphasis on Computers and Electronics (4.2) and Customer Service (3.9) knowledge, plus similar Getting Information work activity (4.8).
riasec cluster
Instructional Coordinators
Both occupations show strong Social orientation (S:6.27) combined with Investigative interests, reflecting education and research focus.
job zone
Computer Science Teachers, Postsecondary
Both require Job Zone 5 extensive preparation with similar doctoral degree requirements and research expectations.
§ Feeder Roles
Librarians and Media Collections Specialists
Teaching Assistants, Postsecondary
Instructional Coordinators
§ Destinations
Education Administrators, Postsecondary
Research Scientists in Information Science
Digital Library Specialists
§ RIASEC Peers
Education Teachers, Postsecondary
Sociology Teachers, Postsecondary
Communications Teachers, Postsecondary
Role Intelligence — Day in the Life · Who Thrives · Automation
Day in the Life

A library science professor begins their day reviewing student research proposals and providing feedback on thesis projects exploring digital preservation or metadata standards. They teach courses on information organization, database design, or library administration, leading discussions about evolving technologies in information management. Between classes, they work on research projects examining user behavior in digital libraries or the impact of artificial intelligence on information retrieval. The afternoon involves advising students on career paths in academic libraries, public libraries, or corporate information centers. They conclude by preparing course materials for upcoming lessons on emerging technologies like linked data or digital humanities tools.

Who Thrives

Individuals with high Social and Investigative interests who enjoy both scholarly research and teaching excel in this field. They possess exceptional oral and written communication abilities, with strong skills in reading comprehension and critical thinking essential for analyzing complex information systems and pedagogical approaches. Successful library science educators demonstrate intellectual curiosity and dependability, staying current with rapidly evolving information technologies while maintaining consistent quality in their teaching. They thrive on helping students understand the intersection of technology, information organization, and human information needs, requiring both analytical thinking and interpersonal skills to guide future information professionals.

Automation Outlook

The profession faces low automation risk due to the high-level cognitive demands of teaching, research, and curriculum development that require human expertise. While information retrieval and database management technologies continue advancing, the core activities of interpreting information for others, thinking creatively about information systems, and training future professionals remain distinctly human capabilities that benefit from rather than compete with technological advancement.

Emerging Tasks
New   Serve as a mentor. 08/2019
Market Intelligence — BLS OEWS May 2025
The field employs 3,630 professionals nationally with a median annual wage of $80,340 according to BLS OEWS May 2025 data. Salaries range from $57,200 to $129,120, with significant geographic variation from Mississippi ($59,920) to California ($125,640), reflecting regional differences in cost of living and institutional funding. Nearly all employment (3,620 positions) occurs within educational services, primarily at universities with library science programs. The specialized nature and extensive education requirements create barriers to entry, contributing to wage stability and job security for qualified professionals.
$57,200
10th
$64,080
25th
$80,340
Median
$100,910
75th
$129,120
90th
Highest Paying State
California
$125,640 median
Geographic Dispersion
2.097x
highest / lowest median
Educational Services 3,620 emp $80,340
Source: BLS Occupational Employment and Wage Statistics May 2025 ↗ · Public Domain · US Government
Skills + Knowledge — O*NET 30.3 Scored Dimensions
§ Essential Skills (importance 1-5)
Reading Comprehension 4.1
Speaking 4.1
Active Listening 4.0
Writing 4.0
Critical Thinking 4.0
Active Learning 4.0
Learning Strategies 4.0
Monitoring 4.0
Mathematics 2.2
Science 2.1
§ Knowledge Domains (importance 1-5)
English Language 4.7
Education and Training 4.5
Computers and Electronics 4.2
Customer and Personal Service 3.9
Communications and Media 3.6
Sociology and Anthropology 3.5
Psychology 3.4
Administration and Management 3.2
Mathematics 3.0
Law and Government 2.9
Source: O*NET 30.3 Database ↗ · CC BY 4.0
RIASEC Interest Profile + Personality Fit — O*NET 30.3
R
Realistic
2.93
I
Investigative
5.44
TOP FIT
A
Artistic
3.27
S
Social
6.27
TOP FIT
E
Enterprising
2.16
C
Conventional
4.16
TOP FIT
§ Who Thrives
Individuals with high Social and Investigative interests who enjoy both scholarly research and teaching excel in this field. They possess exceptional oral and written communication abilities, with strong skills in reading comprehension and critical thinking essential for analyzing complex information systems and pedagogical approaches. Successful library science educators demonstrate intellectual curiosity and dependability, staying current with rapidly evolving information technologies while maintaining consistent quality in their teaching. They thrive on helping students understand the intersection of technology, information organization, and human information needs, requiring both analytical thinking and interpersonal skills to guide future information professionals.
Source: O*NET 30.3 Career Interest Types ↗ · Scale: OI Occupational Interests 1-7
Tasks + Detailed Work Activities — O*NET 30.3
Conduct research in a particular field of knowledge and present findings in professional journals, books, electronic media, or at professional conferences.
Core 57% of incumbents
Research topics in area of expertise.Write articles, books or other original
Evaluate and grade students' class work, assignments, and papers.
Core 57% of incumbents
Evaluate student work.
Keep abreast of developments in the field by reading current literature, talking with colleagues, giving presentations at conferences, and serving on committees in professional associations.
Core 57% of incumbents
Stay informed about current developmentsAttend training sessions or professionalServe on institutional or departmental c
Prepare course materials, such as syllabi, homework assignments, and handouts.
Core 57% of incumbents
Develop instructional materials.
Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction.
Core 57% of incumbents
Evaluate effectiveness of educational prDevelop instructional objectives.
Initiate, facilitate, and moderate classroom discussions.
Core 57% of incumbents
Guide class discussions.
Compile, administer, and grade examinations, or assign this work to others.
Core 57% of incumbents
Administer tests to assess educational nPrepare tests.Evaluate student work.
Maintain student attendance records, grades, and other required records.
Core 57% of incumbents
Maintain student records.
Advise students on academic and vocational curricula and on career issues.
Core 57% of incumbents
Advise students on academic or career ma
Supervise undergraduate or graduate teaching, internship, and research work.
Core 57% of incumbents
Supervise student research or internship
Source: O*NET 30.3 Task Statements + DWA Mappings ↗ · Incumbent-reported · CC BY 4.0
◈ Software Tools — O*NET 30.3 · Hot Technology + In Demand Flagged
Amazon Elastic Compute Cloud EC2
Data base user interface and query softw
HOT
Association for Computing Machinery Digital Library
Data base user interface and query softw
Blackboard Learn
Computer based training software
C++
Object or component oriented development
HOT
Collaborative editing software
Word processing software
Course management system software
Computer based training software
Database management system software
Data base management system software
Desire2Learn LMS software
Computer based training software
DOC Cop
Information retrieval or search software
EBSCO Information Services Academic Search Premier
Library software
EBSCO Information Services Library Literature and Information Science Index
Library software
EBSCO Library, Information Science, and Technology Abstracts LISTSA
Library software
EBSCO OmniFile FullText Mega
Library software
Elsevier ScienceDirect
Library software
Email software
Electronic mail software
Emerald Insight Emerald Management Xtra
Library software
Extensible markup language XML
Enterprise application integration softw
HOT
Extensible stylesheet language transformations XSLT
Web platform development software
Source: O*NET 30.3 Software Skills ↗ · CC BY 4.0
Career Pathway — Entry · Trajectory · Education
1
Entry
2
Some Prep
3
Medium
4
Considerable
5
Extensive
Extensive skill, knowledge, and experience are needed for these occupations. Many require more than five years of experience. For example, surgeons must complete four years of college and an additiona
Entry requires a doctoral degree in library science, information science, or a related field, with 65.2% of practitioners holding this credential according to education distribution data. Most begin with a Master of Library Science (MLS) degree followed by doctoral studies and often post-doctoral training. Prior experience in academic or research libraries, combined with publications in library science journals, strengthens candidacy for faculty positions.
Library science faculty typically advance from assistant to associate professor, then to full professor with tenure, based on research contributions, teaching excellence, and service to the profession. Some move into administrative roles such as dean of library schools or directors of university libraries, while others become consultants for library systems or information technology companies. The specialized nature of this field offers opportunities to lead major research initiatives in digital libraries, information policy, or emerging technologies in information management.
Doctoral Degree 65.2%
Master's Degree 24.6%
Post-Doctoral Training 8.3%
Associate's Degree (or other 2-year degree) 0.9%
Bachelor's Degree 0.9%
Source: O*NET 30.3 Education + Job Zones ↗ · CC BY 4.0
Live Job Feed — Active Postings
Live Library Science Teachers, Postsecondary job postings populate here as the crawler feeds data. The Boise Standard employment crawler indexes ATS platforms directly — Workday, iCIMS, Greenhouse, Lever, Ashby, Taleo — and normalizes every posting to the O*NET ontology.

Postings appear within hours of going live on the source ATS. No aggregator lag. Direct from source.
Browse Education Feed → Submit Open Position →
◈ SEMANTIC MANIFOLD — MULTI-SOURCE WORD FREQUENCY FINGERPRINT
Top 40 terms across five provenance layers: O*NET Tasks · O*NET Dimensions · DWAs · Wikipedia · Inference · Stop words removed · Deterministic · Constitutional Law III
tendency others equipment materials research activities principles library science includes teaching management control public objects ideas students academic needs techniques
§ Full Frequency Ranking — 40 terms
TERM COUNT FREQ BAR SOURCE ATTRIBUTION
tendency 42 0.0150
onet dimensi 100%
others 41 0.0147
onet dimensi 93% inference 5%
equipment 25 0.0090
onet dimensi 92% dwas 8%
materials 21 0.0075
onet dimensi 48% dwas 29%
research 18 0.0064
inference 44% onet tasks 22%
activities 16 0.0057
onet dimensi 56% dwas 31%
principles 16 0.0057
onet dimensi 100%
library 15 0.0054
inference 93% dwas 7%
science 14 0.0050
inference 86% onet dimensi 14%
includes 13 0.0047
onet dimensi 92% wikipedia 8%
teaching 12 0.0043
onet dimensi 42% inference 42%
management 12 0.0043
onet dimensi 58% inference 42%
control 12 0.0043
onet dimensi 100%
public 12 0.0043
wikipedia 50% onet dimensi 33%
objects 12 0.0043
onet dimensi 100%
ideas 11 0.0039
onet dimensi 100%
students 10 0.0036
onet tasks 40% dwas 30%
academic 10 0.0036
inference 40% onet tasks 30%
needs 10 0.0036
onet dimensi 80% dwas 10%
techniques 10 0.0036
onet dimensi 100%
human 10 0.0036
onet dimensi 70% inference 30%
body 10 0.0036
onet dimensi 100%
university 10 0.0036
wikipedia 80% inference 20%
student 9 0.0032
dwas 56% onet tasks 33%
events 9 0.0032
onet dimensi 89% onet tasks 11%
problems 9 0.0032
onet dimensi 100%
standards 9 0.0032
onet dimensi 89% inference 11%
resources 9 0.0032
onet dimensi 100%
quickly 9 0.0032
onet dimensi 100%
orientation 9 0.0032
onet dimensi 100%
BOISE STANDARD — FINE-TUNING RECORD · Library Science Teachers, Postsecondary
25-1082.00 · 8 QA pairs · jsonl · O*NET 30.3 + BLS OEWS
How many Library Science Teachers, Postsecondary are employed in the United States?
According to BLS OEWS May 2025, there are 3,630 Library Science Teachers, Postsecondary employed nationally in the United States.
factual BLS OEWS May 2025
What is the median annual wage for Library Science Teachers, Postsecondary?
The median annual wage is $80,340 according to BLS OEWS May 2025 data, with salaries ranging from $57,200 at the 10th percentile to $129,120 at the 90th percentile.
factual BLS OEWS May 2025
Which state offers the highest median salary for Library Science Teachers, Postsecondary?
California offers the highest median salary at $125,640 according to BLS OEWS May 2025 wage data, significantly above the national median of $80,340.
market_intel BLS OEWS May 2025
What percentage of Library Science Teachers hold a doctoral degree?
According to the occupation data, 65.2% of Library Science Teachers, Postsecondary hold a doctoral degree, making it the most common credential in the field.
market_intel Education Distribution Data
What personality types are best suited for Library Science Teachers, Postsecondary?
Individuals with high Social (6.27) and Investigative (5.44) RIASEC interests thrive in this role, enjoying both scholarly research and teaching of complex information systems to diverse learners.
career_advice RIASEC Profile Data
What are the most critical work activities for success as a Library Science Teacher?
The top work activities include Getting Information (4.8), Working with Computers (4.8), Training and Teaching Others (4.8), and Interpreting Information for Others (4.7), requiring strong technical and pedagogical skills.
career_advice Work Activities Profile
How does the salary for Library Science Teachers compare to related postsecondary teaching roles?
Library Science Teachers earn a median of $80,340, positioning them within the mid-range of postsecondary educators; this reflects their specialized doctoral credentials and research expectations.
comparative BLS OEWS May 2025
What technical software competencies are most valuable for Library Science Teachers in 2025?
Course management systems (Blackboard Learn, Desire2Learn), database management software, and collaborative editing platforms are most critical, reflecting modern digital library and information science pedagogy.
comparative Software Tools Profile
◈ Boise Standard Employment Graph · 25-1082.00 · minted 2026-06-02T16:18:30Z · Sources: O*NET 30.3 (CC BY 4.0) · BLS OEWS May 2025 (Public Domain) · BS: https://boisestandard.org/employment/25-1082-library_science_teachers_postsecondary
Boise Standard — Employment Intelligence
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Provenance Window — Full Source Record · 25-1082.00 · Library Science Teachers, Postsecondary 7 source blocks · click to expand
O*NET Identity onetonline.org ↗ · O*NET 30.3 · CC BY 4.0 · retrieved 2026-06-02
[('onet_soc_code', '25-1082.00'), ('soc_code', '25-1082'), ('title', 'Library Science Teachers, Postsecondary'), ('vertical', 'education'), ('job_zone', '5'), ('job_zone_name', 'Job Zone Five: Extensive Preparation Needed'), ('job_zone_exp', 'Extensive skill, knowledge, and experience are needed for these occupations. Many require more than five years of experi'), ('description', 'Teach courses in library science. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.'), ('bundle_version', '1'), ('built_at', '2026-06-02T16:18:30Z')]
O*NET Task Statements (25 tasks, 1 emerging) O*NET 30.3 Task Statements · Incumbent-reported · CC BY 4.0
[Core] [57% incumbents] Conduct research in a particular field of knowledge and present findings in professional journals, books, electronic media, or at professional conferences.
  DWAs: Research topics in area of expertise. | Write articles, books or other original materials in area of expertise.

[Core] [57% incumbents] Evaluate and grade students' class work, assignments, and papers.
  DWAs: Evaluate student work.

[Core] [57% incumbents] Keep abreast of developments in the field by reading current literature, talking with colleagues, giving presentations at conferences, and serving on committees in professional associations.
  DWAs: Stay informed about current developments in field of specialization. | Attend training sessions or professional meetings to develop or maintain professional knowledge. | Serve on institutional or departmental committees.

[Core] [57% incumbents] Prepare course materials, such as syllabi, homework assignments, and handouts.
  DWAs: Develop instructional materials.

[Core] [57% incumbents] Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction.
  DWAs: Evaluate effectiveness of educational programs. | Develop instructional objectives.

[Core] [57% incumbents] Initiate, facilitate, and moderate classroom discussions.
  DWAs: Guide class discussions.

[Core] [57% incumbents] Compile, administer, and grade examinations, or assign this work to others.
  DWAs: Administer tests to assess educational needs or progress. | Prepare tests. | Evaluate student work.

[Core] [57% incumbents] Maintain student attendance records, grades, and other required records.
  DWAs: Maintain student records.

[Core] [57% incumbents] Advise students on academic and vocational curricula and on career issues.
  DWAs: Advise students on academic or career matters.

[Core] [57% incumbents] Supervise undergraduate or graduate teaching, internship, and research work.
  DWAs: Supervise student research or internship work.

[Core] [57% incumbents] Collaborate with colleagues to address teaching and research issues.
  DWAs: Research topics in area of expertise.

[Core] [57% incumbents] Compile bibliographies of specialized materials for outside reading assignments.
  DWAs: Compile specialized bibliographies or lists of materials.

[Core] [57% incumbents] Edit manuscripts for professional journals.
  DWAs: Edit documents.

[Core] [57% incumbents] Serve on academic or administrative committees that deal with institutional policies, departmental matters, and academic issues.
  DWAs: Serve on institutional or departmental committees.

[Core] [57% incumbents] Maintain regularly scheduled office hours to advise and assist students.
  DWAs: Advise students on academic or career matters.

[Core] [57% incumbents] Write grant proposals to procure external research funding.
  DWAs: Write grant proposals.

[Core] [57% incumbents] Participate in student recruitment, registration, and placement activities.
  DWAs: Promote educational institutions or programs. | Perform student enrollment or registration activities.

[Core] [57% incumbents] Participate in campus and community events.
  DWAs: Plan community programs or activities for the general public.

[Core] [56% incumbents] Prepare and deliver lectures to undergraduate or graduate students on topics such as collection development, archival methods, and indexing and abstracting.
  DWAs: Teach humanities courses at the college level.

[Core] [56% incumbents] Select and obtain materials and supplies, such as textbooks.
  DWAs: Select educational materials or equipment. | Order instructional or library materials or equipment.

[Core] [56% incumbents] Develop and teach online courses.
  DWAs: Create technology-based learning materials. | Teach online courses.

[Core] [56% incumbents] Perform administrative duties, such as serving as department head.
  DWAs: Direct department activities.

[Supplemental] [56% incumbents] Act as advisers to student organizations.
  DWAs: Advise students on academic or career matters.

[Supplemental] [56% incumbents] Provide professional consulting services to government or industry.
  DWAs: Advise educators on curricula, instructional methods, or policies.

[Supplemental] [55% incumbents] Select and invite guest speakers to speak to classes.
  DWAs: Plan experiential learning activities. | Plan educational activities.

[EMERGING:New] Serve as a mentor.
O*NET Scored Dimensions — Skills, Knowledge, Abilities, Work Activities O*NET 30.3 · CC BY 4.0 · domain_source: Incumbent/Analyst/Machine Learning
--- SKILLS ---
  Reading Comprehension (imp:4.12 lvl:5.00) — Understanding written sentences and paragraphs in work-related documents.
  Speaking (imp:4.12 lvl:4.75) — Talking to others to convey information effectively.
  Active Listening (imp:4.00 lvl:4.62) — Giving full attention to what other people are saying, taking time to understand
  Writing (imp:4.00 lvl:4.75) — Communicating effectively in writing as appropriate for the needs of the audienc
  Critical Thinking (imp:4.00 lvl:4.12) — Using logic and reasoning to identify the strengths and weaknesses of alternativ
  Active Learning (imp:4.00 lvl:4.38) — Understanding the implications of new information for both current and future pr
  Learning Strategies (imp:4.00 lvl:4.38) — Selecting and using training/instructional methods and procedures appropriate fo
  Monitoring (imp:4.00 lvl:4.12) — Monitoring/Assessing performance of yourself, other individuals, or organization
  Mathematics (imp:2.25 lvl:2.25) — Using mathematics to solve problems.
  Science (imp:2.12 lvl:2.12) — Using scientific rules and methods to solve problems.

--- KNOWLEDGE ---
  English Language (imp:4.66 lvl:6.24) — Knowledge of the structure and content of the English language including the mea
  Education and Training (imp:4.54 lvl:6.37) — Knowledge of principles and methods for curriculum and training design, teaching
  Computers and Electronics (imp:4.15 lvl:4.96) — Knowledge of circuit boards, processors, chips, electronic equipment, and comput
  Customer and Personal Service (imp:3.88 lvl:4.79) — Knowledge of principles and processes for providing customer and personal servic
  Communications and Media (imp:3.60 lvl:4.28) — Knowledge of media production, communication, and dissemination techniques and m
  Sociology and Anthropology (imp:3.45 lvl:4.88) — Knowledge of group behavior and dynamics, societal trends and influences, human 
  Psychology (imp:3.35 lvl:3.96) — Knowledge of human behavior and performance; individual differences in ability, 
  Administration and Management (imp:3.22 lvl:3.46) — Knowledge of business and management principles involved in strategic planning, 
  Mathematics (imp:2.96 lvl:3.79) — Knowledge of arithmetic, algebra, geometry, calculus, statistics, and their appl
  Law and Government (imp:2.90 lvl:3.03) — Knowledge of laws, legal codes, court procedures, precedents, government regulat
  Telecommunications (imp:2.72 lvl:2.85) — Knowledge of transmission, broadcasting, switching, control, and operation of te
  Personnel and Human Resources (imp:2.68 lvl:3.52) — Knowledge of principles and procedures for personnel recruitment, selection, tra
  Administrative (imp:2.58 lvl:3.33) — Knowledge of administrative and office procedures and systems such as word proce
  Philosophy and Theology (imp:2.50 lvl:3.49) — Knowledge of different philosophical systems and religions. This includes their 
  History and Archeology (imp:2.42 lvl:3.45) — Knowledge of historical events and their causes, indicators, and effects on civi
  Public Safety and Security (imp:2.30 lvl:2.15) — Knowledge of relevant equipment, policies, procedures, and strategies to promote
  Geography (imp:2.05 lvl:2.89) — Knowledge of principles and methods for describing the features of land, sea, an
  Therapy and Counseling (imp:2.01 lvl:2.21) — Knowledge of principles, methods, and procedures for diagnosis, treatment, and r
  Sales and Marketing (imp:1.84 lvl:2.01) — Knowledge of principles and methods for showing, promoting, and selling products
  Engineering and Technology (imp:1.82 lvl:1.34) — Knowledge of the practical application of engineering science and technology. Th
  Design (imp:1.72 lvl:1.63) — Knowledge of design techniques, tools, and principles involved in production of 
  Economics and Accounting (imp:1.69 lvl:1.01) — Knowledge of economic and accounting principles and practices, the financial mar
  Production and Processing (imp:1.63 lvl:1.11) — Knowledge of raw materials, production processes, quality control, costs, and ot
  Foreign Language (imp:1.56) — Knowledge of the structure and content of a foreign (non-English) language inclu
  Fine Arts (imp:1.51 lvl:1.35) — Knowledge of the theory and techniques required to compose, produce, and perform
  Physics (imp:1.30) — Knowledge and prediction of physical principles, laws, their interrelationships,
  Building and Construction (imp:1.24 lvl:0.72) — Knowledge of materials, methods, and the tools involved in the construction or r
  Mechanical (imp:1.23 lvl:0.73) — Knowledge of machines and tools, including their designs, uses, repair, and main
  Transportation (imp:1.22) — Knowledge of principles and methods for moving people or goods by air, rail, sea
  Chemistry (imp:1.16) — Knowledge of the chemical composition, structure, and properties of substances a
  Medicine and Dentistry (imp:1.15) — Knowledge of the information and techniques needed to diagnose and treat human i
  Biology (imp:1.02) — Knowledge of plant and animal organisms, their tissues, cells, functions, interd
  Food Production (imp:1.00) — Knowledge of techniques and equipment for planting, growing, and harvesting food

--- ABILITIES ---
  Oral Comprehension (imp:4.25 lvl:5.00) — The ability to listen to and understand information and ideas presented through 
  Written Comprehension (imp:4.25 lvl:5.00) — The ability to read and understand information and ideas presented in writing.
  Oral Expression (imp:4.25 lvl:4.88) — The ability to communicate information and ideas in speaking so others will unde
  Written Expression (imp:4.00 lvl:4.88) — The ability to communicate information and ideas in writing so others will under
  Speech Clarity (imp:4.00 lvl:4.75) — The ability to speak clearly so others can understand you.
  Deductive Reasoning (imp:3.88 lvl:4.12) — The ability to apply general rules to specific problems to produce answers that 
  Inductive Reasoning (imp:3.88 lvl:4.00) — The ability to combine pieces of information to form general rules or conclusion
  Near Vision (imp:3.88 lvl:4.00) — The ability to see details at close range (within a few feet of the observer).
  Speech Recognition (imp:3.50 lvl:3.62) — The ability to identify and understand the speech of another person.
  Problem Sensitivity (imp:3.38 lvl:3.62) — The ability to tell when something is wrong or is likely to go wrong. It does no
  Information Ordering (imp:3.12 lvl:3.88) — The ability to arrange things or actions in a certain order or pattern according
  Category Flexibility (imp:3.12 lvl:3.62) — The ability to generate or use different sets of rules for combining or grouping
  Fluency of Ideas (imp:2.88 lvl:3.12) — The ability to come up with a number of ideas about a topic (the number of ideas
  Originality (imp:2.88 lvl:3.00) — The ability to come up with unusual or clever ideas about a given topic or situa
  Memorization (imp:2.88 lvl:2.88) — The ability to remember information such as words, numbers, pictures, and proced
  Selective Attention (imp:2.88 lvl:2.88) — The ability to concentrate on a task over a period of time without being distrac
  Far Vision (imp:2.88 lvl:3.00) — The ability to see details at a distance.
  Flexibility of Closure (imp:2.75 lvl:2.88) — The ability to identify or detect a known pattern (a figure, object, word, or so
  Time Sharing (imp:2.75 lvl:2.38) — The ability to shift back and forth between two or more activities or sources of
  Mathematical Reasoning (imp:2.25 lvl:2.38) — The ability to choose the right mathematical methods or formulas to solve a prob
  Speed of Closure (imp:2.25 lvl:2.25) — The ability to quickly make sense of, combine, and organize information into mea
  Perceptual Speed (imp:2.25 lvl:2.25) — The ability to quickly and accurately compare similarities and differences among
  Number Facility (imp:2.12 lvl:2.25) — The ability to add, subtract, multiply, or divide quickly and correctly.
  Visualization (imp:2.12 lvl:2.00) — The ability to imagine how something will look after it is moved around or when 
  Trunk Strength (imp:1.88 lvl:1.38) — The ability to use your abdominal and lower back muscles to support part of the 
  Visual Color Discrimination (imp:1.88 lvl:0.88) — The ability to match or detect differences between colors, including shades of c
  Auditory Attention (imp:1.88 lvl:1.00) — The ability to focus on a single source of sound in the presence of other distra
  Finger Dexterity (imp:1.75 lvl:0.88) — The ability to make precisely coordinated movements of the fingers of one or bot
  Hearing Sensitivity (imp:1.75 lvl:0.75) — The ability to detect or tell the differences between sounds that vary in pitch 
  Depth Perception (imp:1.62 lvl:0.62) — The ability to judge which of several objects is closer or farther away from you
  Dynamic Strength (imp:1.38 lvl:0.38) — The ability to exert muscle force repeatedly or continuously over time. This inv
  Wrist-Finger Speed (imp:1.25 lvl:0.38) — The ability to make fast, simple, repeated movements of the fingers, hands, and 
  Spatial Orientation (imp:1.00) — The ability to know your location in relation to the environment or to know wher
  Arm-Hand Steadiness (imp:1.00) — The ability to keep your hand and arm steady while moving your arm or while hold
  Manual Dexterity (imp:1.00) — The ability to quickly move your hand, your hand together with your arm, or your
  Control Precision (imp:1.00) — The ability to quickly and repeatedly adjust the controls of a machine or a vehi
  Multilimb Coordination (imp:1.00) — The ability to coordinate two or more limbs (for example, two arms, two legs, or
  Response Orientation (imp:1.00) — The ability to choose quickly between two or more movements in response to two o
  Rate Control (imp:1.00) — The ability to time your movements or the movement of a piece of equipment in an
  Reaction Time (imp:1.00) — The ability to quickly respond (with the hand, finger, or foot) to a signal (sou
  Speed of Limb Movement (imp:1.00) — The ability to quickly move the arms and legs.
  Static Strength (imp:1.00) — The ability to exert maximum muscle force to lift, push, pull, or carry objects.
  Explosive Strength (imp:1.00) — The ability to use short bursts of muscle force to propel oneself (as in jumping
  Stamina (imp:1.00) — The ability to exert yourself physically over long periods of time without getti
  Extent Flexibility (imp:1.00) — The ability to bend, stretch, twist, or reach with your body, arms, and/or legs.
  Dynamic Flexibility (imp:1.00) — The ability to quickly and repeatedly bend, stretch, twist, or reach out with yo
  Gross Body Coordination (imp:1.00) — The ability to coordinate the movement of your arms, legs, and torso together wh
  Gross Body Equilibrium (imp:1.00) — The ability to keep or regain your body balance or stay upright when in an unsta
  Night Vision (imp:1.00) — The ability to see under low-light conditions.
  Peripheral Vision (imp:1.00) — The ability to see objects or movement of objects to one's side when the eyes ar
  Glare Sensitivity (imp:1.00) — The ability to see objects in the presence of a glare or bright lighting.
  Sound Localization (imp:1.00) — The ability to tell the direction from which a sound originated.

--- WORK ACTIVITIES ---
  Getting Information (imp:4.85 lvl:6.27) — Observing, receiving, and otherwise obtaining information from all relevant sour
  Working with Computers (imp:4.80 lvl:4.11) — Using computers and computer systems (including hardware and software) to progra
  Training and Teaching Others (imp:4.79 lvl:6.40) — Identifying the educational needs of others, developing formal educational or tr
  Interpreting the Meaning of Information for Others (imp:4.66 lvl:5.47) — Translating or explaining what information means and how it can be used.
  Updating and Using Relevant Knowledge (imp:4.59 lvl:6.20) — Keeping up-to-date technically and applying new knowledge to your job.
  Analyzing Data or Information (imp:4.49 lvl:5.41) — Identifying the underlying principles, reasons, or facts of information by break
  Thinking Creatively (imp:4.39 lvl:5.96) — Developing, designing, or creating new applications, ideas, relationships, syste
  Processing Information (imp:4.37 lvl:5.77) — Compiling, coding, categorizing, calculating, tabulating, auditing, or verifying
  Making Decisions and Solving Problems (imp:4.19 lvl:5.39) — Analyzing information and evaluating results to choose the best solution and sol
  Identifying Objects, Actions, and Events (imp:4.18 lvl:5.40) — Identifying information by categorizing, estimating, recognizing differences or 
  Judging the Qualities of Objects, Services, or People (imp:4.14 lvl:4.60) — Assessing the value, importance, or quality of things or people.
  Developing Objectives and Strategies (imp:4.05 lvl:4.89) — Establishing long-range objectives and specifying the strategies and actions to 
  Organizing, Planning, and Prioritizing Work (imp:4.04 lvl:5.16) — Developing specific goals and plans to prioritize, organize, and accomplish your
  Coaching and Developing Others (imp:3.97 lvl:5.16) — Identifying the developmental needs of others and coaching, mentoring, or otherw
  Communicating with Supervisors, Peers, or Subordinates (imp:3.84 lvl:5.38) — Providing information to supervisors, co-workers, and subordinates by telephone,
  Establishing and Maintaining Interpersonal Relationships (imp:3.81 lvl:4.78) — Developing constructive and cooperative working relationships with others, and m
  Communicating with People Outside the Organization (imp:3.80 lvl:4.97) — Communicating with people outside the organization, representing the organizatio
  Documenting/Recording Information (imp:3.79 lvl:3.53) — Entering, transcribing, recording, storing, or maintaining information in writte
  Providing Consultation and Advice to Others (imp:3.68 lvl:5.22) — Providing guidance and expert advice to management or other groups on technical,
  Evaluating Information to Determine Compliance with Standards (imp:3.24 lvl:3.56) — Using relevant information and individual judgment to determine whether events o
  Coordinating the Work and Activities of Others (imp:3.22 lvl:3.57) — Getting members of a group to work together to accomplish tasks.
  Estimating the Quantifiable Characteristics of Products, Events, or Information (imp:3.20 lvl:3.04) — Estimating sizes, distances, and quantities; or determining time, costs, resourc
  Developing and Building Teams (imp:3.14 lvl:3.22) — Encouraging and building mutual trust, respect, and cooperation among team membe
  Performing Administrative Activities (imp:3.12 lvl:3.11) — Performing day-to-day administrative tasks such as maintaining information files
  Guiding, Directing, and Motivating Subordinates (imp:3.00 lvl:3.00) — Providing guidance and direction to subordinates, including setting performance 
  Performing for or Working Directly with the Public (imp:2.86 lvl:3.00) — Performing for people or dealing directly with the public. This includes serving
  Monitoring Processes, Materials, or Surroundings (imp:2.77 lvl:3.25) — Monitoring and reviewing information from materials, events, or the environment,
  Scheduling Work and Activities (imp:2.76 lvl:2.74) — Scheduling events, programs, and activities, as well as the work of others.
  Resolving Conflicts and Negotiating with Others (imp:2.46 lvl:2.58) — Handling complaints, settling disputes, and resolving grievances and conflicts, 
  Staffing Organizational Units (imp:2.29 lvl:2.19) — Recruiting, interviewing, selecting, hiring, and promoting employees in an organ
  Selling or Influencing Others (imp:2.27 lvl:2.67) — Convincing others to buy merchandise/goods or to otherwise change their minds or
  Assisting and Caring for Others (imp:2.25 lvl:2.31) — Providing personal assistance, medical attention, emotional support, or other pe
  Monitoring and Controlling Resources (imp:2.20 lvl:2.14) — Monitoring and controlling resources and overseeing the spending of money.
  Inspecting Equipment, Structures, or Materials (imp:1.90 lvl:1.50) — Inspecting equipment, structures, or materials to identify the cause of errors o
  Controlling Machines and Processes (imp:1.77 lvl:1.16) — Using either control mechanisms or direct physical activity to operate machines 
  Repairing and Maintaining Electronic Equipment (imp:1.58) — Servicing, repairing, calibrating, regulating, fine-tuning, or testing machines,
  Performing General Physical Activities (imp:1.42) — Performing general physical activities includes doing activities that require co
  Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment (imp:1.41) — Providing documentation, detailed instructions, drawings, or specifications to t
  Operating Vehicles, Mechanized Devices, or Equipment (imp:1.38) — Running, maneuvering, navigating, or driving vehicles or mechanized equipment, s
  Repairing and Maintaining Mechanical Equipment (imp:1.38) — Servicing, repairing, adjusting, and testing machines, devices, moving parts, an
  Handling and Moving Objects (imp:1.35) — Using hands and arms in handling, installing, positioning, and moving materials,

--- WORK STYLES ---
  Dependability (imp:4.00) — A tendency to be reliable, responsible, and consistent in meeting work-related o
  Intellectual Curiosity (imp:3.00) — A tendency to seek out and acquire new work-related knowledge and obtain a deep 
  Intellectual Curiosity (imp:2.72) — A tendency to seek out and acquire new work-related knowledge and obtain a deep 
  Dependability (imp:2.30) — A tendency to be reliable, responsible, and consistent in meeting work-related o
  Social Orientation (imp:2.24) — A tendency to seek out, enjoy, and be energized by social interaction at work.
  Cooperation (imp:2.03) — A tendency to be pleasant, helpful, and willing to assist others at work.
  Cooperation (imp:2.00) — A tendency to be pleasant, helpful, and willing to assist others at work.
  Integrity (imp:1.99) — A tendency to be honest and ethical at work.
  Achievement Orientation (imp:1.98) — A tendency to establish and maintain personally challenging work-related goals, 
  Attention to Detail (imp:1.97) — A tendency to be detail-oriented, organized, and thorough in completing work.
  Empathy (imp:1.68) — A tendency to show concern for others and be sensitive to others' needs and feel
  Perseverance (imp:1.61) — A tendency to exhibit determination and resolve to perform or complete tasks in 
  Initiative (imp:1.59) — A tendency to be proactive and take on extra responsibilities and tasks that may
  Innovation (imp:1.58) — A tendency to be inventive, to be imaginative, and to adopt new perspectives on 
  Adaptability (imp:1.48) — A tendency to be open to and comfortable with change, new experiences, or ideas 
  Tolerance for Ambiguity (imp:1.33) — A tendency to be comfortable with ambiguity and uncertainty at work.
  Self-Confidence (imp:1.32) — A tendency to believe in one's work-related capabilities and ability to control 
  Sincerity (imp:1.31) — A tendency to be genuine and sincere in interactions with others at work, withou
  Leadership Orientation (imp:1.26) — A tendency to lead, take charge, offer opinions, and provide direction at work.
  Self-Control (imp:1.14) — A tendency to remain calm and composed and to manage emotions effectively in res
  Stress Tolerance (imp:1.07) — A tendency to cope and function effectively in stressful situations at work.
  Optimism (imp:1.01) — A tendency to exhibit a positive attitude and positive emotions at work, even un
  Social Orientation (imp:1.00) — A tendency to seek out, enjoy, and be energized by social interaction at work.
  Humility (imp:0.90) — A tendency to be modest and humble when interacting with others at work.
  Cautiousness (imp:0.74) — A tendency to be careful, deliberate, and risk-avoidant when making work-related
  Innovation () — A tendency to be inventive, to be imaginative, and to adopt new perspectives on 
  Achievement Orientation () — A tendency to establish and maintain personally challenging work-related goals, 
  Tolerance for Ambiguity () — A tendency to be comfortable with ambiguity and uncertainty at work.
  Initiative () — A tendency to be proactive and take on extra responsibilities and tasks that may
  Adaptability () — A tendency to be open to and comfortable with change, new experiences, or ideas 
  Self-Confidence () — A tendency to believe in one's work-related capabilities and ability to control 
  Perseverance () — A tendency to exhibit determination and resolve to perform or complete tasks in 
  Leadership Orientation () — A tendency to lead, take charge, offer opinions, and provide direction at work.
  Humility () — A tendency to be modest and humble when interacting with others at work.
  Sincerity () — A tendency to be genuine and sincere in interactions with others at work, withou
  Empathy () — A tendency to show concern for others and be sensitive to others' needs and feel
  Optimism () — A tendency to exhibit a positive attitude and positive emotions at work, even un
  Cautiousness () — A tendency to be careful, deliberate, and risk-avoidant when making work-related
  Attention to Detail () — A tendency to be detail-oriented, organized, and thorough in completing work.
  Integrity () — A tendency to be honest and ethical at work.
  Stress Tolerance () — A tendency to cope and function effectively in stressful situations at work.
  Self-Control () — A tendency to remain calm and composed and to manage emotions effectively in res

--- TRANSFERABLE SKILLS ---
  Instructing (imp:4.25 lvl:4.12) — Teaching others how to do something.
  Complex Problem Solving (imp:3.62 lvl:3.75) — Identifying complex problems and reviewing related information to develop and ev
  Social Perceptiveness (imp:3.25 lvl:3.62) — Being aware of others' reactions and understanding why they react as they do.
  Judgment and Decision Making (imp:3.25 lvl:3.75) — Considering the relative costs and benefits of potential actions to choose the m
  Coordination (imp:3.12 lvl:3.25) — Adjusting actions in relation to others' actions.
  Systems Analysis (imp:3.12 lvl:3.38) — Determining how a system should work and how changes in conditions, operations, 
  Systems Evaluation (imp:3.12 lvl:3.38) — Identifying measures or indicators of system performance and the actions needed 
  Service Orientation (imp:3.00 lvl:2.88) — Actively looking for ways to help people.
  Time Management (imp:3.00 lvl:3.50) — Managing one's own time and the time of others.
  Management of Personnel Resources (imp:2.88 lvl:2.88) — Motivating, developing, and directing people as they work, identifying the best 
  Persuasion (imp:2.75 lvl:2.75) — Persuading others to change their minds or behavior.
  Negotiation (imp:2.62 lvl:2.62) — Bringing others together and trying to reconcile differences.
  Operations Analysis (imp:2.00 lvl:1.62) — Analyzing needs and product requirements to create a design.
  Technology Design (imp:1.75 lvl:0.75) — Generating or adapting equipment and technology to serve user needs.
  Programming (imp:1.75 lvl:0.75) — Writing computer programs for various purposes.
  Management of Financial Resources (imp:1.75 lvl:1.25) — Determining how money will be spent to get the work done, and accounting for the
  Management of Material Resources (imp:1.75 lvl:1.38) — Obtaining and seeing to the appropriate use of equipment, facilities, and materi
  Quality Control Analysis (imp:1.62 lvl:0.75) — Conducting tests and inspections of products, services, or processes to evaluate
  Operations Monitoring (imp:1.50 lvl:0.50) — Watching gauges, dials, or other indicators to make sure a machine is working pr
  Equipment Selection (imp:1.00) — Determining the kind of tools and equipment needed to do a job.
  Installation (imp:1.00) — Installing equipment, machines, wiring, or programs to meet specifications.
  Operation and Control (imp:1.00) — Controlling operations of equipment or systems.
  Equipment Maintenance (imp:1.00) — Performing routine maintenance on equipment and determining when and what kind o
  Troubleshooting (imp:1.00) — Determining causes of operating errors and deciding what to do about it.
  Repairing (imp:1.00) — Repairing machines or systems using the needed tools.
BLS OEWS May 2025 — 3,630 employed nationally bls.gov/oes ↗ · Public Domain · US Government · retrieved 2026-06-02
--- NATIONAL WAGES ---
  total_employment : 3,630
  annual_median    : $80,340
  annual_pct10     : $57,200
  annual_pct25     : $64,080
  annual_pct75     : $100,910
  annual_pct90     : $129,120
  annual_mean      : $88,110
  hourly_median    : N/A

--- GEOGRAPHIC DISPERSION ---
  highest_state    : California ($125,640)
  lowest_state     : Mississippi ($59,920)
  dispersion_ratio : 2.097x

--- TOP STATES BY WAGE (29 total) ---
  Educational Services                     emp:    3,620  median: $  80,340

--- TOP INDUSTRIES BY EMPLOYMENT (1 total) ---
  Educational Services                     emp:    3,620  median: $  80,340
Wikipedia — no exact match (0 words) N/A ↗ · CC BY-SA 4.0
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         : 2026-06-02T21:08:34.213971Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: Education in China (similarity: 0.3158)
  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: Kutztown University (similarity: 0.2069)
  URL: https://en.wikipedia.org/wiki/Kutztown_University
  QID: Q1340908
  Extract: Kutztown University of Pennsylvania, commonly known as Kutztown University (KU), is a public university in Kutztown, Pennsylvania. It is part of the Pennsylvania State System of Higher Education (PASSHE) and is accredited by the Middle States Commission on Higher Education.

  Title: University of Pennsylvania (similarity: 0.2769)
  URL: https://en.wikipedia.org/wiki/University_of_Pennsylvania
  QID: Q49117
  Extract: The University of Pennsylvania is a private Ivy League research university in Philadelphia, Pennsylvania, United States. One of nine colonial colleges, it was chartered in 1755 through the efforts of founder and first president Benjamin Franklin, who had advocated for an educational institution that

  Title: Arizona State University (similarity: 0.3492)
  URL: https://en.wikipedia.org/wiki/Arizona_State_University
  QID: Q670897
  Extract: Arizona State University is a public research university in Tempe, Arizona, United States. Founded in 1885 as Territorial Normal School by the 13th Arizona Territorial Legislature, the university is one of the largest public universities by enrollment in the United States. It was one of about 180 "n

  Title: Education in Kentucky (similarity: 0.2333)
  URL: https://en.wikipedia.org/wiki/Education_in_Kentucky
  QID: Q1739076
  Extract: Education in Kentucky includes elementary school, middle school, high school, and post-secondary institutions. Most Kentucky schools and colleges are accredited through the Southern Association of Colleges and Schools (SACS).
Claude Inference — claude-sonnet-4-20250514 · confidence:high · $0.0442 inferred_at: 2026-06-03T17:09:48 UTC · Boise Standard inference pipeline v1.0
model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : high
confidence_notes     : Strong data completeness across skills, knowledge, work activities, and wage information. The specialized nature of library science education provides clear occupation boundaries and distinct requirements.
inferred_at          : 2026-06-03T17:09:48.431174+00:00
tokens_input         : 4,416
tokens_output        : 4,096
cost_usd             : $0.044211
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No direct Wikipedia match exists for this specialized academic role. The closest matches relate to general university contexts rather than library science education specifically.

--- PROSE FIELDS ---

ROLE SUMMARY:
Library Science Teachers, Postsecondary are academic faculty who teach courses in library and information science at colleges and universities. They conduct research on information organization, digital literacy, and library management while training the next generation of librarians and information professionals. These educators combine advanced expertise in information science with strong teaching capabilities to prepare students for careers in libraries, archives, and information management.

DAY IN THE LIFE:
A library science professor begins their day reviewing student research proposals and providing feedback on thesis projects exploring digital preservation or metadata standards. They teach courses on information organization, database design, or library administration, leading discussions about evolving technologies in information management. Between classes, they work on research projects examining user behavior in digital libraries or the impact of artificial intelligence on information retrieval. The afternoon involves advising students on career paths in academic libraries, public libraries, or corporate information centers. They conclude by preparing course materials for upcoming lessons on emerging technologies like linked data or digital humanities tools.

WHO THRIVES:
Individuals with high Social and Investigative interests who enjoy both scholarly research and teaching excel in this field. They possess exceptional oral and written communication abilities, with strong skills in reading comprehension and critical thinking essential for analyzing complex information systems and pedagogical approaches. Successful library science educators demonstrate intellectual curiosity and dependability, staying current with rapidly evolving information technologies while maintaining consistent quality in their teaching. They thrive on helping students understand the intersection of technology, information organization, and human information needs, requiring both analytical thinking and interpersonal skills to guide future information professionals.

CAREER ENTRY:
Entry requires a doctoral degree in library science, information science, or a related field, with 65.2% of practitioners holding this credential according to education distribution data. Most begin with a Master of Library Science (MLS) degree followed by doctoral studies and often post-doctoral training. Prior experience in academic or research libraries, combined with publications in library science journals, strengthens candidacy for faculty positions.

CAREER TRAJECTORY:
Library science faculty typically advance from assistant to associate professor, then to full professor with tenure, based on research contributions, teaching excellence, and service to the profession. Some move into administrative roles such as dean of library schools or directors of university libraries, while others become consultants for library systems or information technology companies. The specialized nature of this field offers opportunities to lead major research initiatives in digital libraries, information policy, or emerging technologies in information management.

MARKET INTELLIGENCE:
The field employs 3,630 professionals nationally with a median annual wage of $80,340 according to BLS OEWS May 2025 data. Salaries range from $57,200 to $129,120, with significant geographic variation from Mississippi ($59,920) to California ($125,640), reflecting regional differences in cost of living and institutional funding. Nearly all employment (3,620 positions) occurs within educational services, primarily at universities with library science programs. The specialized nature and extensive education requirements create barriers to entry, contributing to wage stability and job security for qualified professionals.

AUTOMATION OUTLOOK:
The profession faces low automation risk due to the high-level cognitive demands of teaching, research, and curriculum development that require human expertise. While information retrieval and database management technologies continue advancing, the core activities of interpreting information for others, thinking creatively about information systems, and training future professionals remain distinctly human capabilities that benefit from rather than compete with technological advancement.

--- REASONED EDGES ---
  [skill_overlap] Education Teachers, Postsecondary (25-1081.00) — confidence:high
    reasoning: Both roles share identical top skills in Reading Comprehension (4.1), Speaking (4.1), and Writing (4.0) with similar Teaching and Training Others work activities.
    data: Reading Comprehension (4.1)
    data: Speaking (4.1)
    data: Training and Teaching Others (4.8)
  [knowledge_overlap] Librarians and Media Collections Specialists (25-4022.00) — confidence:high
    reasoning: Shared emphasis on Computers and Electronics (4.2) and Customer Service (3.9) knowledge, plus similar Getting Information work activity (4.8).
    data: Computers and Electronics (4.2)
    data: Customer and Personal Service (3.9)
    data: Getting Information (4.8)
  [riasec_cluster] Instructional Coordinators (25-9031.00) — confidence:medium
    reasoning: Both occupations show strong Social orientation (S:6.27) combined with Investigative interests, reflecting education and research focus.
    data: RIASEC Social (6.27)
    data: Education and Training knowledge (4.5)
  [job_zone] Computer Science Teachers, Postsecondary (25-1021.00) — confidence:high
    reasoning: Both require Job Zone 5 extensive preparation with similar doctoral degree requirements and research expectations.
    data: Job Zone 5
    data: Doctoral Degree (65.2%)
    data: Research work activities
  [transferable_skill] Secondary School Teachers, Except Special and Career/Technical Education (25-2031.00) — confidence:medium
    reasoning: Shared core teaching transferable skills including Instructing (4.2) and Social Perceptiveness (3.2) with similar communication abilities.
    data: Instructing (4.2)
    data: Social Perceptiveness (3.2)
    data: Oral Expression (4.2)

--- NORMALIZER SIGNALS ---
  match_keywords   : ['library science teacher', 'information science professor', 'library education', 'library school faculty', 'MLIS instructor', 'library technology teacher', 'information studies', 'library professor']
  exclude_keywords : ['school librarian', 'public librarian', 'research librarian', 'library assistant', 'library clerk']
  title_patterns   : ['Library Science Professor', 'Information Science Teacher', 'Library Education Faculty', 'MLIS Program Director', 'Library Studies Instructor']
  common_variations: ['library science faculty', 'information science educator', 'library education professor', 'MLIS instructor', 'library school teacher', 'information studies faculty', 'library technology instructor', 'library science lecturer']
Semantic Manifold — 40 terms · 5 provenance layers employment_word_extractor.py · sources: onet_tasks | onet_dimensions | dwas | wikipedia | inference · Constitutional Law III
total_terms    : 40
top_words      : ['tendency', 'others', 'equipment', 'materials', 'research', 'activities', 'principles', 'library', 'science', 'includes', 'teaching', 'management', 'control', 'public', 'objects', 'ideas', 'students', 'academic', 'needs', 'techniques']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
tendency                   42  0.01504  onet_dimensions      onet_dimensions:100%
others                     41  0.01469  onet_dimensions      onet_dimensions:93%  inference:5%  onet_tasks:2%
equipment                  25  0.00895  onet_dimensions      onet_dimensions:92%  dwas:8%
materials                  21  0.00752  onet_dimensions      onet_dimensions:48%  dwas:29%  onet_tasks:19%
research                   18  0.00645  inference            inference:44%  onet_tasks:22%  dwas:17%
activities                 16  0.00573  onet_dimensions      onet_dimensions:56%  dwas:31%  onet_tasks:6%
principles                 16  0.00573  onet_dimensions      onet_dimensions:100%
library                    15  0.00537  inference            inference:93%  dwas:7%
science                    14  0.00501  inference            inference:86%  onet_dimensions:14%
includes                   13  0.00466  onet_dimensions      onet_dimensions:92%  wikipedia:8%
teaching                   12  0.00430  onet_dimensions      onet_dimensions:42%  inference:42%  onet_tasks:17%
management                 12  0.00430  onet_dimensions      onet_dimensions:58%  inference:42%
control                    12  0.00430  onet_dimensions      onet_dimensions:100%
public                     12  0.00430  wikipedia            wikipedia:50%  onet_dimensions:33%  dwas:8%
objects                    12  0.00430  onet_dimensions      onet_dimensions:100%
ideas                      11  0.00394  onet_dimensions      onet_dimensions:100%
students                   10  0.00358  onet_tasks           onet_tasks:40%  dwas:30%  inference:30%
academic                   10  0.00358  inference            inference:40%  onet_tasks:30%  dwas:30%
needs                      10  0.00358  onet_dimensions      onet_dimensions:80%  dwas:10%  inference:10%
techniques                 10  0.00358  onet_dimensions      onet_dimensions:100%
human                      10  0.00358  onet_dimensions      onet_dimensions:70%  inference:30%
body                       10  0.00358  onet_dimensions      onet_dimensions:100%
university                 10  0.00358  wikipedia            wikipedia:80%  inference:20%
student                     9  0.00322  dwas                 dwas:56%  onet_tasks:33%  inference:11%
events                      9  0.00322  onet_dimensions      onet_dimensions:89%  onet_tasks:11%
problems                    9  0.00322  onet_dimensions      onet_dimensions:100%
standards                   9  0.00322  onet_dimensions      onet_dimensions:89%  inference:11%
resources                   9  0.00322  onet_dimensions      onet_dimensions:100%
quickly                     9  0.00322  onet_dimensions      onet_dimensions:100%
orientation                 9  0.00322  onet_dimensions      onet_dimensions:100%
educational                 9  0.00322  dwas                 dwas:56%  onet_dimensions:22%  wikipedia:11%
services                    8  0.00286  onet_dimensions      onet_dimensions:75%  onet_tasks:12%  inference:12%
understand                  8  0.00286  onet_dimensions      onet_dimensions:88%  inference:12%
procedures                  8  0.00286  onet_dimensions      onet_dimensions:100%
monitoring                  8  0.00286  onet_dimensions      onet_dimensions:100%
rules                       8  0.00286  onet_dimensions      onet_dimensions:100%
providing                   8  0.00286  onet_dimensions      onet_dimensions:88%  inference:12%
production                  8  0.00286  onet_dimensions      onet_dimensions:100%
actions                     8  0.00286  onet_dimensions      onet_dimensions:100%
performing                  8  0.00286  onet_dimensions      onet_dimensions:100%
◈ Boise Standard Employment Graph · 25-1082.00 · built 2026-06-02 · Sources declared above are authoritative originals. This page synthesizes but does not replace them. Every claim traceable. Full provenance. Constitutional Law I.
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