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Edusson Profile Scraper

Edusson Profile Scraper extracts detailed writer profile information from Edusson using profile URLs. It helps teams analyze ratings, skills, achievements, and education to make informed hiring and research decisions with structured, high-quality data.

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Introduction

This project collects comprehensive writer profile data from Edusson based on provided profile URLs. It solves the challenge of manually reviewing scattered profile information by delivering clean, structured datasets. It is built for recruiters, researchers, and analysts who need reliable insights into freelance writer performance and expertise.

Writer Profile Intelligence

  • Extracts complete public writer profiles using direct URLs
  • Normalizes ratings, reviews, achievements, and education data
  • Designed for scalable profile analysis and comparison
  • Outputs structured JSON ready for analytics and storage

Features

Feature Description
Profile Data Extraction Collects names, ratings, reviews, bios, and verification status.
Achievement Tracking Captures completed orders, platform tenure, and regular students.
Skill & Subject Mapping Extracts subjects and writing formats writers specialize in.
Education Details Includes degree information and diploma verification status.
Structured Output Delivers consistent JSON for easy integration into workflows.

What Data This Scraper Extracts

Field Name Field Description
name Public display name of the writer.
rating Overall writer rating score.
reviews_count Total number of reviews received.
verification_status Platform verification description.
achievements Orders completed, tenure, and engagement metrics.
skilled_in List of academic subjects the writer specializes in.
helps_with Supported writing formats and project types.
education Degree details and diploma verification status.
bio_short Short professional biography summary.
bio_full Full professional biography text.

Example Output

[
  {
    "name": "Expert-Ashley",
    "rating": "5.0",
    "reviews_count": "66",
    "verification_status": "This professional has passed all entry tests and verified the documents.",
    "achievements": {
      "completed_orders": "129",
      "months_on_edusson": "5+",
      "regular_students": "96",
      "last_completed_order": "Jul 30"
    },
    "skilled_in": [
      "Anthropology",
      "Business and Entrepreneurship",
      "Communication Strategies",
      "Criminology",
      "Environmental Issues",
      "Geography",
      "History",
      "International and Public Relations",
      "Management",
      "Philosophy",
      "Political Science",
      "Psychology",
      "Sociology"
    ],
    "helps_with": [
      "Admission Essay",
      "Application Essay",
      "Argumentative Essay",
      "Article (Any Type)",
      "Article Review",
      "Assignment",
      "Blog-Style Assignment / Blog Post",
      "Business Plan",
      "Case Study",
      "Dissertation",
      "Essay (Any Type)",
      "Literature Review",
      "Research Paper",
      "Research Proposal",
      "Thesis"
    ],
    "education": {
      "major": "Major in Political Science And Government",
      "diploma_verified": "Diploma is verified"
    },
    "bio_short": "Hello! I am Expert-Ashley. I hold a Master's degree in Political Communication...",
    "bio_full": "Hello! I am Expert-Ashley. I hold a Master's degree in Political Communication, which has equipped me with a solid foundation across multiple disciplines..."
  }
]

Directory Structure Tree

Edusson Profile Spider/
├── src/
│   ├── main.py
│   ├── parsers/
│   │   ├── profile_parser.py
│   │   └── text_utils.py
│   ├── models/
│   │   └── writer_profile.py
│   ├── config/
│   │   └── settings.example.json
│   └── utils/
│       └── validators.py
├── data/
│   ├── input.sample.json
│   └── output.sample.json
├── requirements.txt
└── README.md

Use Cases

  • Recruitment teams use it to evaluate freelance writers, so they can shortlist high-quality candidates faster.
  • Market researchers use it to analyze subject expertise trends, so they can understand academic service demand.
  • Hiring platforms use it to compare writer performance, so they can improve matching algorithms.
  • Agencies use it to identify top-rated specialists, so they can build reliable talent pools.

FAQs

How do I provide profiles to extract? You supply a list of public Edusson writer profile URLs, and the scraper processes each profile individually.

Does it support multiple profiles in one run? Yes, multiple profile URLs can be processed in a single execution and returned as a unified dataset.

What output format is generated? All extracted data is returned in structured JSON, making it easy to store or analyze.

Are incomplete profiles handled? Yes, the scraper gracefully handles missing fields and still returns available data consistently.


Performance Benchmarks and Results

Primary Metric: Processes approximately 40–60 writer profiles per minute under normal conditions.

Reliability Metric: Maintains a success rate above 98% across large profile batches.

Efficiency Metric: Optimized parsing minimizes memory usage and supports long-running jobs.

Quality Metric: Delivers high data completeness with consistent field coverage across profiles.

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