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📝 Job Description Keyword Analyzer – Resume Match Score, Keyword Extractor

Match your resume against multiple job descriptions – get keyword‑based match score, matched keywords, and missing keywords to tailor your applications.
Upload your resume text, provide job listing URLs or paste job descriptions, and the actor analyzes keyword overlap, extracts top required skills, and suggests missing keywords to add. Perfect for job seekers, recruitment agencies, and career coaches.

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💡 What is the Job Description Keyword Analyzer?

The Job Description Keyword Analyzer is a smart Apify actor that helps you optimize your resume for specific job postings. It works by:

1. Taking your resume text (paste or upload)
2. Fetching job descriptions from URLs or accepting direct text input
3. Extracting key keywords from each job description (cleaned of stop words, bigrams included)
4. Comparing your resume against those keywords
5. Producing a match score (0–100%), list of matched keywords, and list of missing keywords you should add to your resume

The actor handles:

• Multiple job URLs in parallel
• Direct text job descriptions (e.g., copied from a job board)
• Automatic checkpoint/resume (so you don’t lose progress)
• Concurrency control to avoid overwhelming servers

Perfect for: Job seekers who want to tailor their resume for each application, recruitment agencies comparing candidate resumes to job specs, career coaches helping clients optimize CVs, and HR professionals evaluating applicant fit.

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🚀 Key Features

Feature	Description
Resume vs. job description matching	Calculates percentage of job’s required keywords found in your resume.
Automatic keyword extraction	Identifies top 25 most relevant keywords from each job description (including bigrams).
Matched & missing keywords	Shows exactly which keywords your resume contains and which you need to add.
Batch processing	Submit dozens of job URLs at once – process them in parallel.
Direct text input	Paste job descriptions directly if you don’t have URLs.
Checkpoint & resume	Saves progress after each job – if interrupted, continues without re-processing.
Residential proxy ready	Avoids blocking when fetching many job URLs (optional).
Clean JSON output	Each job result includes match score, top keywords, matched list, missing list, and preview.
Flat monthly pricing	$7.99/month – unlimited analysis runs. No per‑event fees.

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📥 Input Parameters

The actor accepts a JSON object with the following fields:

Parameter	Type	Required	Default	Description
resumeText	string	Yes	–	Your resume content (plain text, can include line breaks).
jobUrls	array of objects	No*	–	List of job description URLs, each as {"url": "https://..."}.
jobDescriptionsText	array of strings	No*	–	List of job descriptions pasted directly as text.
maxConcurrency	integer	No	10	Number of simultaneous HTTP requests (for URLs).
proxyConfiguration	object	No	–	Apify proxy configuration (optional, for fetching URLs).

Note: You must provide at least one job source (URLs or text descriptions).

Example Input (URLs only)

{
  "resumeText": "Experienced software engineer with 5 years in Python, Django, React, and PostgreSQL. Strong background in agile development and team leadership.",
  "jobUrls": [
    {"url": "https://example.com/job/123"},
    {"url": "https://example.com/job/456"}
  ],
  "maxConcurrency": 5,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"]
  }
}

Example Input (Mixed URLs + Direct Text)

{
  "resumeText": "Marketing specialist with SEO, content creation, Google Analytics, and email campaign management.",
  "jobUrls": [{"url": "https://company.com/careers/marketing-manager"}],
  "jobDescriptionsText": [
    "We are looking for a Digital Marketing Manager with experience in PPC, SEO, and social media advertising...",
    "Marketing Coordinator role requiring strong writing skills and knowledge of HubSpot."
  ]
}

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📤 Output Fields

For each job description (whether from URL or direct text), the actor pushes one dataset item with the following structure:

Field	Type	Description
item_id	string	Unique SHA1 identifier for the job source (used for checkpoint).
source	string	Either the URL or Direct Text Input N.
match_score_percentage	integer	Percentage of job keywords found in your resume (0–100).
top_required_keywords	array	Up to 20 most important keywords from the job description.
matched_keywords_in_resume	array	Keywords that are present in your resume.
missing_keywords_to_add	array	Keywords from the job description that are not in your resume.
job_description_preview	string	First 200 characters of the job description (truncated).
error	string	(Only if failed) Reason for failure.

Example Output

[
  {
    "item_id": "sha1:7b3c8f2a9e5d6b1a4f3c2e1d0b9a8c7d6e5f4a3b",
    "source": "https://example.com/job/123",
    "match_score_percentage": 78,
    "top_required_keywords": [
      "python",
      "django",
      "postgresql",
      "react",
      "agile development",
      "team leadership"
    ],
    "matched_keywords_in_resume": [
      "python",
      "django",
      "postgresql",
      "react",
      "agile",
      "leadership"
    ],
    "missing_keywords_to_add": [
      "rest apis",
      "docker",
      "ci/cd"
    ],
    "job_description_preview": "We are looking for a Senior Python Developer with expertise in Django and REST APIs. Experience with containerization (Docker) and CI/CD pipelines is a plus..."
  }
]

If fetching a URL fails:

{
  "item_id": "sha1:...",
  "source": "https://example.com/job/notfound",
  "error": "Failed to fetch or extract content"
}

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💰 Pricing

Plan	Price	Description
Monthly Subscription	$7.99	Unlimited analysis runs – no per‑job fees, no hidden costs.

• Flat monthly price – you can run the actor as many times as you want, with any number of job descriptions.
• No per‑result charges – unlike pay‑per‑event actors, this is a fixed cost per month.
• Free trial – Apify provides $5 free monthly credit for new users; you can test this actor with that.

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🛠 How to Use on Apify

1. Create a task with this actor.
2. Paste your resume into the resumeText field (plain text).
3. Add job URLs (as JSON array) or paste job descriptions directly.
4. Optionally set concurrency (default 10) and enable residential proxy if you expect many URL fetches.
5. Run – the actor will fetch each job description (or use direct text), compute match scores, and push results to the Dataset.
6. Export – download results as JSON, CSV, or Excel.

Running via API

curl -X POST "https://api.apify.com/v2/acts/your-username~job-description-keyword-analyzer/runs" \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer YOUR_API_TOKEN" \
  -d '{
    "resumeText": "Your resume text here...",
    "jobUrls": [{"url": "https://example.com/job/1"}, {"url": "https://example.com/job/2"}]
  }'

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🎯 Use Cases

Use Case	How It Helps
Job seekers	Tailor your resume to each job by seeing exactly which keywords are missing.
Recruitment agencies	Quickly compare candidate resumes against multiple job specs – identify best matches.
Career coaches	Provide data‑driven feedback to clients on how to improve their CVs for specific roles.
HR / Talent acquisition	Automate initial screening by checking keyword coverage.
Students / graduates	Understand industry requirements and adapt your CV accordingly.

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❓ Frequently Asked Questions

1. What format does the resume need to be in?
Plain text. You can copy from your CV file (Word, PDF, Google Docs) and paste – the actor will clean it automatically. HTML tags are stripped.

2. How is the match score calculated?
The actor extracts keywords from the job description (removing common stop words, adding bigrams). Then it checks which of those keywords appear in your resume text. The score is (matched keywords / total job keywords) * 100. Higher score means your resume covers more of the job’s requirements.

3. What are “bigrams”?
Bigrams are two‑word phrases (e.g., “agile development”, “team leadership”). The actor includes them to capture multi‑word concepts like “machine learning” or “customer relationship management”.

4. Can I use this for multiple resumes?
Yes, you can run the actor multiple times with different resumeText values. Each run costs nothing extra under the $7.99/month plan.

5. Do I need proxies for fetching job URLs?
Not always. If you are processing a small number of URLs (e.g., <50) from well‑known job boards (LinkedIn, Indeed), datacenter IPs may work. For large batches or if you encounter blocks, enable residential proxies.

6. What happens if a job URL is inaccessible (404, blocked)?
The actor logs an error and returns an item with the error field. It continues processing the remaining URLs. You are not charged extra for failed items (since pricing is monthly).

7. How long does it take?
For 100 job URLs with concurrency 10, approximately 1–2 minutes, depending on network speed and server response times.

8. Can I add my own stop words?
You can modify the STOP_WORDS list in the script – the actor is open source. For the hosted version, the list is predefined but comprehensive.

9. What does top_required_keywords include?
The most frequent (non‑stop) words and bigrams in the job description, up to 20. These are the terms the employer emphasizes.

10. Is there a free trial?
Apify gives new users $5 monthly credit, which is enough to test this actor for a month (or run it dozens of times). After that, it’s $7.99/month – cancel anytime.

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🔍 SEO Keywords

job description keyword analyzer, resume to job description matcher, keyword extraction for jobs, CV optimizer, job match score, ATS keyword checker, resume tailoring tool, job description text analyzer, recruitment automation, career optimization, Apify job matcher

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Start optimizing your resume for every job application – only $7.99/month. Upload your resume, add job URLs, and get instant keyword match scores.