AI Skill Report Card

Writing Methodology Inputs

A-85·Sep 26, 2026·Source: Extension-page
14 / 15

Given a vague self-description, transform it into a high-scoring methodology input by answering: What do you do first, second, third? With what tools? Using what criteria? Can you walk through a real example?

Low-scoring input:

"tech recruiter, 8 years exp. i source, screen, and close engineering candidates. good at passive outreach and salary negotiation."

High-scoring rewrite:

"I'm a technical recruiter specializing in engineering roles at early-stage startups. My process: I source candidates through LinkedIn boolean searches and GitHub activity, screen them with my MATCH framework (Motivation, Aptitude, Technical depth, Culture fit, Hunger), then guide them through the full interview loop. I always prep candidates before each round and debrief hiring managers after."

Recommendation▾
Add a brief note on handling ambiguous cases where the interviewee resists giving specifics (fallback strategies)
14 / 15

Progress:

  • Step 1: Extract the raw claim (what they say they do)
  • Step 2: Interrogate for process — ask "what's step 1, 2, 3?"
  • Step 3: Interrogate for tools — ask "what specific software/framework/technique?"
  • Step 4: Interrogate for criteria — ask "how do you decide good vs. bad?"
  • Step 5: Interrogate for a real example — ask "walk me through one actual case"
  • Step 6: Interrogate for edge cases — ask "what do you do when it breaks?"
  • Step 7: Rewrite combining at least 3 of the above elements into flowing prose
  • Step 8: Check against anti-patterns and strip vague/identity-only language

Step details

1. Identify the raw claim. Take the input at face value — job title, years of experience, general skills. This is your baseline; it's usually thin.

2. Extract process. Push for sequence: "First I do X, then Y, then Z." If they only give a list of duties, ask which duty comes first and what triggers the next one.

3. Extract tools and named frameworks. Generic tool lists ("Python, JavaScript, React") don't score well alone — pair each tool with how it's used. Named frameworks (even personal ones, like "MATCH") score especially high.

4. Extract decision criteria. Look for if/then logic: "If the candidate fails the technical screen, I loop back to sourcing; otherwise I schedule the panel." Decision trees are high-impact.

5. Extract a real example with numbers. Quantified outcomes ("Screened 50, interviewed 15, placed 3") make the methodology concrete and verifiable.

6. Extract edge cases. What happens when the standard process fails? This shows depth beyond the happy path.

7. Synthesize. Weave process + tools + criteria + example into a single natural paragraph or two — not a bullet list of disconnected facts.

8. Filter anti-patterns. Remove vague goals, identity statements, undifferentiated tool lists, and pure philosophy (see Common Pitfalls).

Recommendation▾
Include a short scoring rubric or checklist for what 'high-scoring' means numerically to anchor the before/after examples
18 / 20

Example 1: Program Manager Input (medium, ~40-70):

"Program manager focused on product launches. I coordinate engineering, design, marketing, and legal. I'm good at identifying dependencies early and keeping stakeholders aligned without endless meetings."

Extraction questions to ask: How exactly do you identify dependencies — a tool, a template, a ritual? What replaces the meetings — async updates, a specific doc format? Walk through one launch start to finish.

Rewrite (high):

"I run product launches by first building a dependency map across engineering, design, marketing, and legal in a shared RACI doc during kickoff week. I flag cross-team blockers before sprint planning by running a 15-minute async Loom review instead of a status meeting. If a dependency slips, I escalate directly to the owning lead within 24 hours rather than waiting for the next sync. On my last launch, I coordinated 6 teams and shipped on the original date despite 3 major scope changes."

Example 2: Sales Engineer Input (low):

"SE at a devtools company. I do demos, POCs, and help close technical deals. good at translating features into business value"

Rewrite (high):

"I'm a sales engineer who runs technical demos and POCs for enterprise SaaS deals. My approach: I never demo features, I demo outcomes. Before any call I research the prospect's tech stack, identify their likely pain points, and build a custom demo environment that mirrors their setup. During the call I ask discovery questions first, then show only the 3-4 features that solve THEIR problems. I always leave time for hands-on exploration. Post-demo I send a personalized follow-up with a Loom walkthrough of their specific use case."

Recommendation▾
Consider trimming the Step-details section slightly since it partially restates the Workflow checklist, tightening overall length
  • Cover at least 3 of: process, tools, criteria, real example, edge cases.
  • Name specific frameworks even if they're informal or self-invented (e.g., "MATCH framework") — naming beats describing generically.
  • Quantify wherever possible: counts, percentages, timeframes.
  • Write in flowing first-person narrative, not a bulleted resume.
  • Include one full walkthrough of a real or representative case, start to finish.
  • Prefer specificity over completeness — a sharp description of one workflow beats a shallow overview of five.
  • Vague goals: "I design revolutionary UIs" — states ambition, not method.
  • Identity statements: "I'm a great engineer" — no process to extract.
  • Tool lists without workflow: "Python, JavaScript, React" — tools without context are low-value.
  • Philosophy without action: "I believe in user-centered design" — principles aren't steps.
  • Too short: single words or fragments ("marketing") give nothing to work with — always expand before submitting.
  • Job title + years only: "SE at a devtools company, 8 years exp" reads as a bio, not a methodology.
0
Grade A-AI Skill Framework
Scorecard
Criteria Breakdown
Quick Start
14/15
Workflow
14/15
Examples
18/20
Completeness
18/20
Format
14/15
Conciseness
13/15