Is feedback from online portfolio reviewers more reliable than advice from a college career counselor?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is feedback from online portfolio reviewers more reliable than advice from a college career counselor?
1 real search · 1 real-search pass
research on career services college career counselors portfolio feedback industry professionals portfolio review quality hiring adviceGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
research on career services college career counselors portfolio feedback industry professionals portfolio review quality hiring advice Google ↗
- A Meta‐Analysis of the Effectiveness of Individual Career Counseling on Career and Mental Health Outcomes - Milot‐Lapointe - 2025 - Journal of Employment Counseling · onlinelibrary.wiley.com
- ERIC - EJ1159904 - The Value of Career ePortfolios on Job Applicant Performance: Using Data to Determine Effectiveness, International Journal of ePortfolio, 2017 · eric.ed.gov