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Hybrid Pedagogy Company Profile

the journal of critical digital pedagogy

Industry: Education

Segment: Education Publisher

Generated by Kustiq, an AI company intelligence platform for B2B teams. Multi-stage pipeline: AI classification + live web scraping + SMTP-verified contacts + 12-factor rule-based churn engine.

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Hybrid Pedagogy

the journal of critical digital pedagogy
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the journal of critical digital pedagogy

AI Classification

EducationEducation Publisher

Hybrid Pedagogy is an open-access academic journal focused on critical digital pedagogy, serving higher education faculty, instructional designers, and educational technologists. It publishes peer-reviewed articles, a podcast, and print books critiquing mainstream edtech and promoting humanistic approaches to online and hybrid learning.

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Hybrid Pedagogy is profiled by Kustiq, an AI company intelligence platform for B2B teams. Hybrid Pedagogy is one of 23 education publisher companies in our Education directory.

How Kustiq built this profile

Hybrid pipeline: deterministic verification + Claude reasoning

  • Live web rendering via Browserless headless Chrome, not a stale cached scrape.
  • Search intelligence via Serper API across {company site, LinkedIn, press, GitHub}.
  • Claude Sonnet 4.6 classifies vertical, segment, and growth signals; never used for facts.
  • 12-factor churn engine produces a deterministic risk score with zero LLM calls at scoring time.
  • SMTP RCPT TO handshake verifies every contact at delivery time on full profiles (paid plan).

Read the full methodology in our LLM-readable reference or compare against the deterministic-vs-AI framework.

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