cyberneticlibrary

Score and rank PM candidates systematically

recruiting-process-interviewcommandsetup L11
jayhjenkins/ProductOSv0.2
What it does

Score and rank PM candidates using 4-dimension framework

Best for

Systematically evaluating multiple PM candidates against the same opening using a consistent 4-dimension scoring model that produces comparable rankings.

Inputs
  • · Job description (opening details)
  • · Candidate resume
  • · Interview transcript
Outputs
  • · Scored assessment (4-dimension PM framework)
  • · Updated stackrank with candidate placement
  • · {YYYY-MM-DD}-assessment.md saved to candidate folder
Preconditions
  • · Job opening folder with job-description.md exists
  • · Candidate folder with resume.md and interview-transcript.md exists
  • · process-interview skill available at .claude/skills/recruiting-process-interview/SKILL.md
  • · pm-assessment-template.md available
  • · stackrank.md exists in opening folder
Failure modes
  • · Missing interview transcript prevents assessment generation
  • · Skill not found or malformed blocks assessment
  • · User unable to select opening or candidate from menus
Trust signals
  • · 4-dimension framework referenced (structured methodology)
  • · PM assessment template standardizes output
  • · Stackrank integration tracks candidate progression over time
  • · Skill-based architecture enables reusability