From personnel-selection
Use when building validity evidence by linking selection-procedure content to the work domain — demonstrating that the procedure samples important work behaviors, activities, and/or worker KSAOs defined by an analysis of work. Covers defining the content domain, SME qualifications and linkage judgments, sampling the domain, fidelity/specificity, competency-model foundations, and evaluating content evidence. Triggers: "content validity", "content-based strategy", "work sample", "job knowledge test", "link test content to the job", "SME linkage ratings", "no criterion data available".
How this skill is triggered — by the user, by Claude, or both
Slash command
/personnel-selection:content-based-validationThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
Evidence that **the content of a selection procedure is a representative sample of important work
Evidence that the content of a selection procedure is a representative sample of important work behaviors, activities, and/or worker KSAOs defined by an analysis of work. The inference rests on the fidelity of the procedure's content to the work — not on an empirical predictor–criterion correlation. Often the strategy of choice when a job is unique, samples are too small for a criterion study, or the procedure is built directly from the work (e.g., work samples, job-knowledge tests).
The study's success hinges on SME qualifications. SMEs:
SMEs must be competent to perform the work and knowledgeable about relevant organizational characteristics (shift, location, equipment, software). For behavior definition, include people fully knowledgeable about the work. Standardize and document the method for translating SME judgments into the procedure; if SME ratings evaluate the content–work match, standardize the rating procedures and criteria for each aspect.
Content evidence rests on showing the procedure adequately samples and is linked to the important work behaviors/activities/KSAOs from the work analysis. The documented development methods are the primary evidence. The sufficiency of the match is a matter of professional judgment based on evidence collected in the effort. Determine reliability of performance on the procedure when feasible, choosing a reliability type that fits the measurement design and intended use (e.g., pass/fail vs. rank ordering).
A procedure may include evidence of specific prior training, experience, or achievement — judged by the relationship between the content of that experience and the content of the work. Superficial resemblance is not enough: course titles and job titles may poorly indicate actual content or proficiency. Evaluate the similarity of behaviors/activities/processes/KSAOs, not labels.
A competency model can found a content study only if it is detailed and rigorous — as rigorous
as a traditional work-analysis project. Judge that rigor before relying on it. See work-analysis.
work-analysis (defines the domain) · validation-planning ·
internal-structure-validation · generalizing-validity-evidence ·
technical-validation-report
Source: Principles (5th ed., 2018), "Sources of Validity Evidence → Evidence for Validity Based on Content."
Provides UI/UX resources: 50+ styles, color palettes, font pairings, guidelines, charts for web/mobile across React, Next.js, Vue, Svelte, Tailwind, React Native, Flutter. Aids planning, building, reviewing interfaces.
Fetches up-to-date documentation from Context7 for libraries and frameworks like React, Next.js, Prisma. Use for setup questions, API references, and code examples.
npx claudepluginhub openmatter-network/agent-io-skills --plugin personnel-selection