Scraping Online Learning Outcomes: Course Completion and Reviews

Scraping Online Learning Outcomes: Course Completion and Reviews The online education market is massive, but choosing the right course is a gamble. What if you could scrape actual completion rates, student reviews, and outcome data to make data-driven learning decisions? What Data Matters Student ratings and review text Enrollment numbers and completion signals Instructor track records Skill outcomes mentioned in reviews Setup import requests from bs4 import BeautifulSoup import json import re from datetime import datetime from collections import Counter PROXY_URL = " https://api.scraperapi.com " API_KEY = " YOUR_SCRAPERAPI_KEY " Education platforms use aggressive anti-scraping. ScraperAPI handles the JavaScript rendering and bot detection. Scraping Udemy Course Data def scrape_udemy_course ( course_slug ): params = { " api_key " : API_KEY , " url " : f " https://www.udemy.com/course/ { course_slug } / " , " render " : " true " } response = requests . get ( PROXY_URL , params = params