Life, Physical, and Social Science Technicians, All Other
Context coveredThis framework covers applied animal science and agricultural research technician practice in laboratory, research station, and field extension environments, from entry-level data collection through organizational leadership of nutrition studies, producer advisory services, and animal husbandry improvement programs.
- Nutritional requirements of common livestock species — identify and record under direct supervisor guidance in a laboratory or farm-based research setting.
- Animal feed material samples — collect, label, and log into a database using established protocols on a research station.
- Scientific literature on animal nutrition and husbandry — read and summarize key findings under the direction of a senior technician.
- Spreadsheet software — enter and organize feed composition data as directed during routine data collection tasks.
- Oral instructions from research scientists — listen actively and confirm understanding before executing assigned tasks in a laboratory environment.
- Basic sanitation and housing standards for research animals — follow established procedures to maintain compliant conditions on-site.
- Preliminary research observations — document accurately in written logs using standardized templates provided by the research team.
- Office suite and presentation software — prepare draft slides or tables for team review meetings under supervisor direction.
- Common animal parasites and diseases — recognize visual indicators and report findings to supervising scientists promptly.
- Producer inquiries about animal care basics — refer to appropriate team members or resource materials, escalating as needed.
- Nutritive values of multiple feed material types — analyze and compare using established methods with reduced oversight in a research or agricultural extension setting.
- Research findings on feeding practices — communicate clearly in written reports and oral briefings to internal science teams on a routine basis.
- Animal housing and sanitation improvement protocols — implement and monitor with increasing independence across multiple animal units at a research facility.
- Database query software — retrieve, filter, and validate research records to support ongoing nutrition studies without step-by-step guidance.
- Animal production challenges presented by producers — assess using critical thinking and identify applicable recommended practices from current technical resources.
- Feeding trial data sets — apply inductive reasoning to detect emerging patterns and flag anomalies to the research lead.
- Geographic information system tools — use to map and track field study sites or producer locations within a regional agricultural program.
- Improved husbandry techniques — explain to producers and farm staff using accessible language during on-farm visits or extension workshops.
- Parasite and disease control schedules — maintain and adjust based on observed animal health indicators following standard decision trees.
- Active learning strategies — apply by reviewing updated research literature and integrating new findings into routine technical recommendations.
- Nutritional requirement studies across diverse animal species — design, execute, and interpret autonomously in compliance with research protocols at a science or extension institution.
- Research findings — synthesize and communicate in peer-reviewed-style reports, extension bulletins, and public-facing presentations without editorial oversight.
- Animal feeding, housing, and sanitation improvement plans — develop independently by integrating biological, chemical, and operational knowledge for specific production contexts.
- Complex producer problems in animal production — diagnose using deductive reasoning and recommend evidence-based solutions drawn from multiple knowledge domains.
- Non-routine disease or parasite outbreaks in research or production settings — investigate, assess risk, and coordinate corrective actions using professional judgment.
- CAD software or facility planning tools — apply to propose improved animal housing layouts that meet welfare, sanitation, and research requirements.
- Statistical and spreadsheet analysis of feed trial outcomes — perform and interpret to support actionable recommendations for producers and research stakeholders.
- Technical presentations to mixed audiences of scientists, producers, and the public — deliver with clarity, adapting content depth to audience expertise level.
- Animal nutrition and production research gaps — identify through critical review of literature and propose study designs to address them.
- Ethical and safety standards in animal research and producer consultation — uphold with integrity and cautiousness across all independent field and lab activities.
- Organizational research agendas on animal nutrition and production science — shape by setting priorities, securing resources, and aligning teams to institutional goals.
- Junior technicians and early-career scientists — mentor and develop through structured coaching, task delegation, and performance feedback in a research or extension environment.
- Cross-disciplinary findings on feeding, disease control, and housing — translate into policy recommendations and best-practice guidelines disseminated to industry stakeholders.
- Strategic partnerships with producers, universities, and government agencies — establish and lead to advance applied animal science research at a regional or national scale.
- Complex multi-site research programs spanning nutrition, sanitation, and parasite control — oversee for quality, compliance, and timely delivery across all participating teams.
- Organizational data systems and GIS platforms — govern and optimize to ensure integrity, accessibility, and utility of research records across the institution.
- High-stakes communication with scientific bodies, legislative audiences, and the public — lead by representing the organization's research expertise and translating evidence into actionable guidance.
- Emerging technologies in animal production and data management — evaluate, champion adoption of, and integrate into institutional workflows to maintain research excellence.
- Institutional knowledge management in animal science — build through documentation of methodologies, best practices, and lessons learned to ensure continuity across personnel transitions.
- Culture of intellectual curiosity, attention to detail, and achievement orientation — model and reinforce across the science team to sustain high standards in research and producer service.
AI-at-Work Competency Framework
Sources:Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab.Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab.WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab.Subscriber featureAuthoritative source data identified for 998 occupations
AI-at-Work Competency Framework
How a worker at each mastery level uses, directs, and evaluates AI tools in this occupation. Each statement cites its evidence inline; click a citation chip to verify the source.
- Literature-assisted research orientation — uses an AI assistant to retrieve and summarize published findings on animal nutritional requirements and feed values, cross-checking outputs against known sources before accepting conclusions Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab..
- Data interpretation support — delegates routine tabulation and pattern-spotting tasks in feed-trial datasets to an AI tool, then validates the outputs against raw records before reporting findings to supervisors Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab..
- Scientific writing acceleration — uses an AI assistant to draft initial sections of research reports and producer advisories, then edits for technical accuracy and professional tone Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab..
- Complex problem delegation — hands off well-scoped questions about disease-control protocols or parasite management to an AI assistant, critically evaluating the proposed practices against current field evidence before recommending them to producers Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
- Audience-tailored communication — directs an AI tool to reframe technical research findings into producer-accessible language, retaining authorship of scientific conclusions and verifying factual accuracy throughout Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab..
- Feeding-practice analysis — applies AI-generated comparative summaries of housing and sanitation improvements to prioritize which practices to pilot, while supplying occupation-specific judgment that automated tools cannot replicate Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
- Research-program knowledge synthesis — orchestrates AI-assisted literature reviews and data analyses across multiple concurrent studies on animal nutrition and disease control, integrating outputs into evidence-based recommendations that the technician defends to scientific and producer audiences Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
- Workflow augmentation design — identifies which data-collection and reporting tasks across the research unit are suitable for AI delegation, sets protocols for output validation, and trains junior technicians in responsible AI-assisted practice, leveraging the occupation's Q2 augmentation profile Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab. Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab..
Evidence pack
- AEI usage
- Task observations: 65Augment share: 6.5%Time saved: 73.4%AI autonomy: 3.65
- SAFI positioning
- Top skill: Reading ComprehensionScore: 45.5 / 100Quadrant: Q2_ai_augmentedprecision: exact
- WEF cluster
- Data Science and Analysisdata_science_and_analysis
Pathsmith Durable Skills Framework
Pathsmith Durable Skills Framework
Ten durable-skill domains mapped to four proficiency/role levels for each occupation. Each statement is aligned to the Pathsmith taxonomy, derived from trusted grounding data and mapped to occupation-specific O*NET tasks and skills.
1Communication12 statements
- Research findings summary — drafts basic written reports of laboratory or field observations using standard scientific terminology Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Data communication — conveys numerical or observational findings verbally to supervisors or team members during routine check-ins Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Scientific vocabulary — applies discipline-specific terms accurately in written logs and specimen records O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Research dissemination — composes structured written reports of study results for review by lead scientists or project managers Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Producer advisory communication — explains improved animal feeding or husbandry practices to agricultural producers using accessible, jargon-free language O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Active listening in fieldwork — gathers complete information from producers or community stakeholders by asking clarifying questions and paraphrasing responses Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Multi-audience research communication — translates technical findings into tailored presentations for scientific peers, agricultural producers, and general public audiences Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Technical writing proficiency — authors complete laboratory procedures, study protocols, and findings documents that meet institutional or publication standards Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Oral briefing delivery — presents data summaries and recommendations to interdisciplinary teams or external clients with clarity and confidence Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Scientific communication leadership — mentors junior technicians in constructing and delivering research findings across written, oral, and digital formats Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Cross-sector knowledge transfer — develops communication materials that bridge scientific research and practical application for producers, regulators, and the public simultaneously Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Publication-ready reporting — authors or co-authors technical manuscripts and extension materials that meet peer-review or public outreach standards O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
2Leadership10 statements
- Task ownership — completes assigned data collection or sample processing duties without requiring repeated direction Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Protocol adherence advocacy — flags procedural deviations to supervisors and encourages teammates to follow established safety and quality standards Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Field team coordination — organizes daily field or laboratory task schedules among small technician teams to meet project milestones Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Producer guidance initiation — independently advises animal producers on improved feeding or sanitation practices based on study findings Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Project sub-leadership — manages a defined phase of a research study, coordinating sample collection, data entry, and preliminary analysis timelines Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Stakeholder influence — leads advisory sessions with producers or community partners, motivating adoption of evidence-based animal care improvements Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Accountability modeling — sets standards for data integrity and safety compliance within the technician team through consistent personal example Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Research program stewardship — takes initiative to design improved data collection workflows and leads implementation across the project team Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Mentorship of emerging technicians — coaches newer staff in laboratory methods, field protocols, and professional conduct within the scientific environment Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Organizational improvement leadership — champions adoption of innovative practices in animal housing, sanitation, or disease control protocols at the institutional level O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
3Metacognition9 statements
- Learning self-assessment — identifies personal knowledge gaps in biology, mathematics, or instrumentation after completing initial training modules Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Protocol reflection — reviews completed data entry or sample handling steps to identify recurring errors and adjusts technique accordingly Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Study strategy adjustment — modifies personal approaches to literature review or data organization when initial methods prove inefficient for a project Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Skill gap recognition — identifies specific technical competencies needed for a new assignment and seeks targeted training or resources proactively Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Research process monitoring — evaluates the quality and completeness of one's own data collection and analysis procedures at each project phase Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Adaptive learning planning — constructs a personal development plan to close identified gaps in areas such as statistical software, animal biology, or reporting standards Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Cognitive load management — structures complex multi-variable experiments by breaking tasks into monitored sub-steps to reduce error risk Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Reflective practice modeling — documents lessons learned from completed research projects and integrates those insights into improved personal and team workflows Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Metacognitive coaching — guides junior technicians to evaluate their own thinking processes and develop self-correcting habits in data collection and analysis Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
4Critical Thinking11 statements
- Data plausibility checking — identifies obvious outliers or anomalies in nutritional assay or field observation data and flags them for review Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Assumption identification — recognizes when experimental conditions or producer-reported information may introduce bias into study findings Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Evidence evaluation — assesses the quality and relevance of scientific literature when reviewing nutritional requirements or disease control studies Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Comparative analysis — examines multiple feed formulation or husbandry options against study data to identify the most supportable recommendation Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Problem diagnosis — determines likely causes of anomalous animal health or production outcomes by systematically evaluating observable variables O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Research design critique — evaluates experimental protocols for methodological weaknesses and proposes evidence-based refinements to improve data validity Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Judgment under uncertainty — makes informed field decisions about data collection methods or sample handling when conditions deviate from protocol Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Producer recommendation reasoning — constructs well-supported advisory guidance by weighing nutritional data, cost factors, and production goals simultaneously O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Integrative scientific analysis — synthesizes findings across multiple studies, data sources, and field observations to generate novel conclusions about animal production systems Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Critical review leadership — evaluates team-generated analyses and reports for logical consistency, methodological rigor, and evidentiary sufficiency before submission Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Complex problem solving in research — resolves multi-factor challenges in feeding, disease control, or environmental conditions by applying systematic reasoning and experimental evidence O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
5Collaboration10 statements
- Team data contribution — submits accurate, timely field or laboratory data records that support the broader research team's project needs Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Interpersonal responsiveness — communicates respectfully with producers, scientists, and fellow technicians during joint fieldwork or laboratory sessions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Cross-functional coordination — collaborates with veterinarians, agricultural specialists, and data analysts to integrate findings across project components Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Shared goal alignment — adjusts personal task priorities to support team deadlines during intensive data collection or study publication phases Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Conflict navigation — addresses differing interpretations of field data among team members by referencing protocol documentation and shared evidence Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Interdisciplinary project participation — contributes domain-specific biological or technical knowledge within collaborative teams that include researchers from multiple scientific disciplines Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Producer partnership facilitation — builds productive working relationships with animal producers to gather accurate operational data and co-develop practical improvements O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Peer knowledge exchange — shares specialized techniques in sample processing or instrumentation with colleagues to elevate overall team capability Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Collaborative research leadership — coordinates multi-site or multi-stakeholder research initiatives, aligning contributions from technicians, scientists, and external partners toward unified study objectives Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Community of practice development — establishes regular knowledge-sharing forums among technicians and researchers to continuously improve collective scientific practice Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
6Character10 statements
- Data integrity commitment — records field and laboratory observations accurately without alteration or selective omission, even under time pressure Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Safety protocol respect — follows all designated chemical handling, biological containment, and animal welfare procedures as a baseline professional standard Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Ethical reporting practice — acknowledges and documents procedural errors transparently in study logs rather than concealing or minimizing them Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Confidentiality maintenance — protects proprietary producer data and unpublished research findings in accordance with institutional and regulatory guidelines Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Accountability in fieldwork — accepts responsibility for the accuracy of data collected under one's direct supervision and corrects errors proactively Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Professional integrity in advisory roles — provides producers with evidence-based recommendations free from commercial bias or personal interest conflicts Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Regulatory compliance ownership — ensures study activities consistently meet applicable animal welfare, environmental, and research ethics standards Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Respectful stakeholder engagement — interacts with producers, community members, and colleagues with consistent professionalism regardless of audience familiarity Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Ethical culture advocacy — models and promotes a culture of research integrity, transparency, and accountability across the technician team and broader project group Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Institutional trust building — establishes credibility with producers, regulators, and scientific partners through consistent demonstration of honest, principled professional conduct Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
7Creativity10 statements
- Observation novelty — notices and documents unexpected patterns in animal behavior or nutritional data that fall outside standard study parameters Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Procedure adaptation — proposes minor adjustments to sample collection methods when standard approaches encounter practical field obstacles Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Improved practice ideation — generates original suggestions for enhancing animal feeding, housing, or sanitation protocols based on field observations and study data Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Data visualization innovation — designs clear, informative charts or tables that present complex nutritional or biological findings in accessible formats Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Problem reframing — reconceptualizes an animal health or production challenge from a different scientific angle when standard explanations prove insufficient Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Research methodology innovation — develops modified experimental designs or data collection tools that improve efficiency or accuracy in field and laboratory settings Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Applied solution development — creates novel feeding regimens, parasite control strategies, or environmental enrichment approaches grounded in integrated research findings O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Extension material creation — designs original educational content for producers or public audiences that makes scientific findings engaging and practically actionable Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Program-level innovation — conceives and pilots new research programs or study frameworks that address unmet questions in animal nutrition, health, or production science Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Cross-disciplinary synthesis — integrates concepts from biology, data science, and management to generate creative solutions to complex animal production challenges Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
8Growth Mindset10 statements
- Feedback receptivity — accepts correction on data recording or laboratory technique from supervisors and implements recommended changes in subsequent work Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Challenge acceptance — volunteers for unfamiliar data collection tasks or new species studies as a means of expanding technical knowledge Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Skill development persistence — continues practicing complex instrumentation or statistical analysis methods through repeated effort after initial difficulty Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Learning from setbacks — analyzes failed experiments or flawed datasets to identify correctable factors and applies those lessons to future study design Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Active learning engagement — seeks out current literature, training workshops, or peer expertise to stay current with advances in animal science or research technology O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Continuous improvement orientation — regularly evaluates personal performance metrics and sets incremental development goals in areas such as statistical software, report writing, or field methodology Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Constructive feedback integration — incorporates reviewer or supervisor feedback on reports and protocols into measurably improved subsequent work products Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Resilience through project complexity — sustains productive effort and maintains data quality standards across lengthy or technically demanding research projects Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Growth culture modeling — creates team environments where questioning assumptions, experimenting with new methods, and learning from failure are normalized and encouraged Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Mastery pursuit leadership — pursues advanced certifications, cross-disciplinary knowledge, or research specializations that expand the team's collective capability Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
9Mindfulness10 statements
- Focused observation — maintains sustained attention during animal monitoring or sample collection activities to ensure complete and accurate data recording Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Emotional regulation baseline — manages frustration calmly when experimental conditions produce unexpected or inconclusive results Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Intentional task sequencing — consciously plans and sequences laboratory or field activities to minimize cross-contamination, data error, or procedural omission Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Attentive producer interaction — gives full presence during advisory consultations with producers, noting non-verbal cues and unspoken concerns that inform better recommendations Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Stress awareness — recognizes early signs of cognitive overload during high-volume data collection phases and applies self-regulation strategies to sustain accuracy Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Present-moment data integrity — maintains consistent attention to detail across full work shifts during intensive field sampling or laboratory processing sessions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Deliberate decision-making — pauses to assess available evidence and protocol requirements before making judgment calls in ambiguous field situations Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Interpersonal attunement — reads team dynamics and stakeholder emotional states to adjust communication tone and pacing in collaborative or advisory contexts Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Mindful leadership modeling — demonstrates and teaches intentional attention management practices to technician teams operating under high-pressure research deadlines Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Systemic awareness — maintains broad situational awareness of project-wide variables, resource constraints, and stakeholder needs while executing precise technical tasks Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
10Fortitude10 statements
- Task persistence — completes tedious or repetitive data entry and sample processing tasks with maintained accuracy and without abandoning the assignment Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Initial setback tolerance — responds to equipment failures or sample contamination events by calmly following corrective procedures rather than disengaging Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Extended field endurance — sustains physical and cognitive performance during multi-day fieldwork involving animal monitoring, specimen collection, or environmental sampling Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Ambiguity tolerance — continues systematic investigation when study results are inconclusive or contradict prior findings, rather than prematurely closing the inquiry Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Criticism resilience — receives critical feedback on research reports or technical methods constructively and redoubles effort to improve the work product Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Long-cycle project perseverance — maintains rigorous data quality and professional engagement across multi-month or multi-year research studies with delayed outcome visibility Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Adversity navigation — adapts and continues research activities effectively when funding constraints, equipment failures, or environmental disruptions compromise study conditions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Courageous communication — delivers unfavorable findings or unpopular recommendations to producers or stakeholders with professional directness grounded in evidence Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
- Resilience culture building — equips technician teams with strategies for sustaining performance through sustained research difficulty, resource scarcity, or high-stakes project pressure Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
- Persistent innovation advocacy — champions evidence-based improvements in animal production or research practice despite institutional resistance or slow adoption cycles Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Show O*NET source anchors38 anchors · skillscrosswalk.com
O*NET enrichment · skillscrosswalk.com
Suggest an O*NET correctionSource anchors that ground each statement
- Study nutritional requirements of animals and nutritive values of animal feed materials.
- Write up or orally communicate research findings to the scientific community, producers, and the public.
- Develop improved practices in feeding, housing, sanitation, or parasite and disease control of animals.
- Advise producers about improved products and techniques that could enhance their animal production efforts.
Sources: O*NET v30.2 (CC BY 4.0), SkillsCrosswalk.com, LER.me, Anthropic Economic Index, SAFI (Jadhav & Danve, 2026), WEF Skills Taxonomy 2021, Pathsmith Durable Skills Framework. © 2026 EBSCOed.