Format CVs for academic positions with publications, grants, and teaching
日本語の概要は準備中です。原文の説明を表示しています。
Decides whether to apply to a specific role, with what level of effort, and with which resume variant. Prevents wasted applications on roles with fundamentally poor fit and prioritizes high-probability opportunities.
日本語の概要は準備中です。原文の説明を表示しています。
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Use this skill AFTER the JD Intelligence Analyzer has produced a keyword importance graph and AFTER the Candidate Position Brief exists. This skill answers:
"Should I actually apply to this job? And if yes, how?"
Trigger phrases: "should I apply", "is this a good fit", "application strategy", "prioritize my applications", "which jobs should I target"
Applying to 50 poorly-matched jobs is worse than applying to 10 well-matched jobs with tailored resumes.
Every application you send to a role where you have <40% fit wastes time that could be spent on:
- Tailoring a resume for a role where you're a strong fit
- Improving your DSA or projects
- Getting referrals
- Preparing for interviews
This skill exists to prevent application spray-and-pray.
Using the JD keyword importance graph and the Candidate Position Brief, calculate fit across 4 dimensions.
| Level | Criteria |
|---|---|
| Strong (8-10) | ≥80% of Critical keywords matched + ≥60% of Major keywords |
| Moderate (5-7) | 50-79% of Critical keywords matched |
| Weak (2-4) | 25-49% of Critical keywords matched |
| No Fit (0-1) | <25% of Critical keywords matched |
| Level | Criteria |
|---|---|
| Strong | JD says "0-2 years" or "fresher" or "new grad" or "entry level" |
| Moderate | JD says "1-3 years" or doesn't specify, but responsibilities are entry-level |
| Stretch | JD says "2-4 years" — possible but competitive |
| No Fit | JD says "3+ years" or "5+ years" or "Senior" or "Staff" or "Lead" |
| Level | Criteria |
|---|---|
| Strong | JD role family matches candidate's PRIMARY role family |
| Moderate | JD role family matches candidate's SECONDARY role family |
| Weak | JD role family is adjacent (e.g., candidate is AI/ML, role is Data Engineer) |
| No Fit | JD role family is unrelated (e.g., candidate is backend, role is iOS Developer) |
Count the number of Critical keywords that:
| Level | Criteria |
|---|---|
| Strong | 0 missing critical skills |
| Moderate | 1 missing critical skill that is learnable |
| Weak | 2 missing critical skills |
| No Fit | 3+ missing critical skills |
Combine the 4 dimensions into a decision.
| Decision | Criteria | Action |
|---|---|---|
| ✅ Strong Apply | ALL dimensions are Strong or Moderate, with at least 2 Strong | Generate fully tailored resume using the complete pipeline. High priority. |
| ⚠️ Standard Apply | Most dimensions are Moderate, no dimension is No Fit | Use the role-family master variant with light JD tailoring. Medium priority. |
| 🟡 Stretch Apply | 1 dimension is Weak but the rest are Strong/Moderate | Apply only if you have a referral or the company is a high-priority target. Include a cover letter addressing the gap. |
| ❌ Low Probability | 2+ dimensions are Weak, or 1 dimension is No Fit | Do not apply unless you have a strong referral. Your time is better spent elsewhere. |
| 🚫 Do Not Apply | Any dimension is a clear No Fit (e.g., requires 5+ YoE) | This role is not appropriate for your current profile. Move on. |
For ✅ and ⚠️ decisions, output a concrete application plan.
## Application Strategy
**Role:** [Title] at [Company]
**Decision:** [✅ Strong Apply / ⚠️ Standard Apply / 🟡 Stretch Apply / ❌ Low Probability / 🚫 Do Not Apply]
### Fit Assessment
| Dimension | Score | Assessment |
|---|---|---|
| Technical Skill Match | X/10 | [Assessment] |
| Experience Level Match | [Strong/Moderate/Stretch/No Fit] | [Assessment] |
| Role Family Alignment | [Strong/Moderate/Weak/No Fit] | [Assessment] |
| Missing Critical Skills | [N missing] | [List of missing skills] |
### Resume Variant
**Use:** [Primary role family variant / Custom tailored]
**Project Order:** [Project 1, Project 2, Project 3]
**Skills Emphasis:** [Top 5 skills to lead with]
**Certifications:** [Which to include]
### Missing Requirements
| Missing Skill | Learnable? | How to Address on Resume |
|---|---|---|
| [Skill] | [Yes/No] | [Strategy: "Exposure to X in Project Y" or omit] |
### Application Effort
**Estimated time:** [15 min / 30 min / 1 hour / 2 hours]
**Effort breakdown:**
- Resume tailoring: [X min]
- Cover letter: [X min, if needed]
- Application form: [X min]
### Additional Recommendations
- **Referral:** [Recommended / Not necessary / Critical for this stretch role]
- **Cover Letter:** [Not needed / Recommended / Essential to address gaps]
- **Follow-up:** [Standard / Worth a LinkedIn connection request]
- **Portfolio link:** [Include / Not necessary]
When the candidate has multiple jobs to apply to, rank them.
## Application Priority Queue
| Priority | Role | Company | Decision | Key Strength | Key Risk |
|---|---|---|---|---|---|
| 1 | [Title] | [Company] | ✅ Strong | [Strength] | [Risk or "None"] |
| 2 | [Title] | [Company] | ✅ Strong | [Strength] | [Risk] |
| 3 | [Title] | [Company] | ⚠️ Standard | [Strength] | [Risk] |
| 4 | [Title] | [Company] | 🟡 Stretch | [Strength] | [Risk] |
| -- | [Title] | [Company] | ❌ Skip | -- | [Why] |
### Recommended Weekly Application Budget
- **Fully tailored (✅):** 3-4 per week
- **Standard variant (⚠️):** 5-7 per week
- **Stretch with referral (🟡):** 1-2 per week
- **Total applications:** 10-12 per week maximum
> [!TIP]
> Quality beats quantity. 10 well-targeted applications per week with tailored resumes
> will outperform 50 spray-and-pray applications with a generic resume.
Mass recruiter roles (TCS, Infosys, Wipro, etc.): Experience level is always "Strong" for freshers. Focus on CGPA and DSA. These roles have automated screening — ATS optimization matters more here.
Startup roles: Experience level is often unlisted. If responsibilities seem entry-level, treat as "Moderate" fit. Startups value project quality over pedigree.
Product company roles (Google, Microsoft, Amazon, etc.): Experience level requirements are strict. "SDE-1" or "New Grad" are the only appropriate levels. DSA is the primary filter.
Remote/international roles: Additional screening for communication skills. If the JD mentions "async communication" or "distributed team", note this.
| Phase | Duration | Volume | Focus |
|---|---|---|---|
| Week 1-2 | Warmup | 5-8 applications | Best-fit roles only, perfect your resume variants |
| Week 3-6 | Active | 10-15 per week | Mix of strong and standard apply |
| Week 7+ | Broadening | 12-20 per week | Expand to stretch roles, include cover letters |
| Red Flag | Signal | Recommendation |
|---|---|---|
| "Rockstar" / "Ninja" / "10x" | Unrealistic expectations | Apply cautiously, expect vague responsibilities |
| Very wide salary range (₹4L-₹25L) | Role is poorly defined | Confirm actual level before investing time |
| "Must have 0-10 years experience" | Copy-paste JD, no serious screening | Low-quality application, don't over-invest |
| No specific technologies listed | Vague role or non-technical screener | Proceed but expect generic interview process |
| "Work-life balance" not mentioned + "fast-paced" × 3 | Potential burnout culture | Personal decision, but be aware |
| Unpaid internship for technical role | Exploitative | Generally avoid unless there's a very specific learning opportunity |
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Format CVs for academic positions with publications, grants, and teaching
日本語の概要は準備中です。原文の説明を表示しています。
Decide how to prioritize job applications using hard eligibility, evidence coverage, role alignment, and real application outcomes rather than arbitrary fit scores.
日本語の概要は準備中です。原文の説明を表示しています。
Determines the candidate's primary role identity before any JD analysis. Classifies into role families, selects core tech identity, ranks projects by role relevance, and outputs a Candidate Position Brief consumed by all downstream stages. This is Phase -1 of the pipeline.
日本語の概要は準備中です。原文の説明を表示しています。
Define a clear primary role identity and supporting evidence so a resume reads coherently for the target job.
日本語の概要は準備中です。原文の説明を表示しています。
Translate skills from one industry to another, identify transferable skills
日本語の概要は準備中です。原文の説明を表示しています。
Create personalized, compelling cover letters from resume and job description
日本語の概要は準備中です。原文の説明を表示しています。