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job market analysis

6 articles · Page 1 of 1
Architect Practice
Architect Practice
Sep 25, 2026 · Industry Insights

Andrew Ng's AI Engineering Skills Map: 4 Core Skills from 10K+ Job Analyses

Andrew Ng analyzed 10,000+ job descriptions and expert interviews to identify four multiplicative core skills for AI engineering: building/deploying AI applications, software engineering fundamentals, using coding agents, and shaping build direction, emphasizing that missing any one skill nullifies overall effectiveness.

AI EngineeringAndrew NgCoding Agents
0 likes · 15 min read
Andrew Ng's AI Engineering Skills Map: 4 Core Skills from 10K+ Job Analyses
PMTalk Product Manager Community
PMTalk Product Manager Community
Apr 22, 2026 · Product Management

What Real AI Product Managers Look Like: Insights from Analyzing 200 Job Listings

Analyzing 200 AI product‑manager job ads reveals that 70% of roles don’t require deep AI knowledge, salaries depend more on industry expertise than technical depth, prompt engineering has become a baseline skill, and the most valuable talent are those who can ship end‑to‑end AI products.

AI Product ManagerPrompt EngineeringSalary Trends
0 likes · 17 min read
What Real AI Product Managers Look Like: Insights from Analyzing 200 Job Listings
PMTalk Product Manager Community
PMTalk Product Manager Community
Apr 18, 2026 · Product Management

5 Harsh Truths Uncovered from Analyzing 200 AI Product Manager Job Descriptions

A data‑driven study of 200 AI product manager JD listings reveals that 70% of roles don’t require deep AI knowledge, salary ceilings depend on industry expertise, the 3‑5‑year experience band is the toughest competition, Prompt engineering is now a baseline skill, and delivering end‑to‑end AI products is the most scarce capability.

AI Product ManagementPrompt Engineeringcareer advice
0 likes · 16 min read
5 Harsh Truths Uncovered from Analyzing 200 AI Product Manager Job Descriptions
Efficient Ops
Efficient Ops
Jul 13, 2020 · Operations

What 13,966 Ops Job Listings Reveal About Salary, Skills, and Hot Cities

This article analyzes 13,966 Chinese operations‑engineer job postings scraped from 51job, cleaning the data with Python and Pandas, then visualizing industry demand, city concentration, salary ranges, education requirements, company size distribution, and keyword trends to guide job seekers and recruiters.

Pythondata cleaningdata visualization
0 likes · 14 min read
What 13,966 Ops Job Listings Reveal About Salary, Skills, and Hot Cities
MaGe Linux Operations
MaGe Linux Operations
Jan 27, 2018 · Backend Development

Scrape 2018 Chinese City Job Listings with Python and Visualize the Results

This tutorial shows how to use Python to crawl all Chinese city names from Zhaopin, retrieve the number of Android job postings for each city via HTTP GET requests, parse the results with regex, store them in a dictionary, and finally plot the data with Matplotlib for clear visual comparison.

Pythonjob market analysisweb scraping
0 likes · 6 min read
Scrape 2018 Chinese City Job Listings with Python and Visualize the Results