# Jordan Harrod (@JordanHarrod) on youtube

- id: koinon:creator:youtube_jordanharrod
- url: https://koinonlink.com/kol/youtube/JordanHarrod
- schema_version: 1.4

## Identity
- platform: youtube
- handle: JordanHarrod
- platform_url: https://www.youtube.com/@JordanHarrod
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 89500
- posts_observed: 1
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI skepticism 与实用建议, AI 职业与 PhD 决策, 职场 AI 采用策略, AI 伦理与政治影响, 本地模型 vs 云模型, AI 预算与工具选择
- bio: Exploring the ways that we interact with artificial intelligence, algorithms, and other new technologies every day, for better or for ...

## Audience (inferred)
- status: present
- description: AI practitioners, tech professionals, and cautious experts in AI, primarily concerned with AI's practical implementation, career development, and ethical implications
- roles: general_ai
- seniority: practitioner
- pain_points: Too much hype around AI tools, hard to assess real value—easy to waste budget, Anxiety about mandatory AI use at work and fear of being replaced, Pressure in choosing AI career paths (PhD vs. industry) and keeping skills up to date, Conflict between AI ethics, political influences, and real-world applications
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 56
- authenticity_basis: profile_shape_only
- credibility_score: 56
- flagged_for_review: false
- koinon_bd_grade: B — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [youtube_jordanharrod#e16f4d4a] “eating meat is worse than using ChatGPT” (https://www.youtube.com/@JordanHarrod)
- [youtube_jordanharrod#18add252] how I accidentally wrote my AI manifesto
- [youtube_jordanharrod#eba4e352] your friendly neighborhood skeptical AI consultant
- [youtube_jordanharrod#ebce0c1f] should you do a PhD in 2026?
- [youtube_jordanharrod#a171f446] some thoughts on AI and careers from an MIT PhD
- [youtube_jordanharrod#a0d06ce9] how to save 500M dollars
- [youtube_jordanharrod#7f5de1ea] someone hired me because Claude told them to
- [youtube_jordanharrod#685b44b6] I'm PhDone!

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=75, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=75, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=75, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=75, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=75, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=75, method=platform_profile

## Freshness
- profile_checked_days_ago: 75
- content_analysed_days_ago: 75
- audience_updated_days_ago: 75

## AI retrieval
- indexing_requests: 11
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=youtube_jordanharrod
- Request removal: https://koinonlink.com/claim?k=youtube_jordanharrod
- Terms: https://koinonlink.com/for-ai