Sort the posting by function
Imagine a fictional research role listing a particular degree, experience managing participant records, familiarity with one software package, and knowledge of a specialty area. Those items may serve different purposes.
A credential may be a formal eligibility condition. Participant-record experience may reflect a responsibility that starts immediately. Software familiarity may be replaceable by experience with a similar tool, but only the employer can confirm that.
Match evidence to the task
Instead of marking every item yes or no, ask what evidence you have for the underlying work. Someone who has maintained a reproducible analysis in one language may have relevant experience for a role using another. That does not establish immediate proficiency with the named language.
A precise application can say both: “Built reproducible analyses in X; currently learning Y.” It need not claim an exact match where there is only a related skill.
What is reasonable to clarify?
Questions such as “Is this credential a formal eligibility requirement?” or “Which software tasks would the person handle during the first month?” can resolve uncertainty if the employer offers a contact route.
Occupational profiles, including BLS's technical-writing profile, describe typical pathways and duties. They are background context, not substitutes for a particular employer's requirements.
Avoid a universal application rule
There is no evidence in a single posting that a person must meet an arbitrary percentage of qualifications before applying. Application costs, formal eligibility, relevant experience, and the opportunity itself all matter. Reading the posting as a description of work can support a more grounded choice than counting keywords or assuming a long list is either a strict checklist or meaningless decoration.
