{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:wechat_外乡人扎根深圳it行业",
  "url": "https://koinonlink.com/kol/wechat/%E5%A4%96%E4%B9%A1%E4%BA%BA%E6%89%8E%E6%A0%B9%E6%B7%B1%E5%9C%B3IT%E8%A1%8C%E4%B8%9A",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E5%A4%96%E4%B9%A1%E4%BA%BA%E6%89%8E%E6%A0%B9%E6%B7%B1%E5%9C%B3IT%E8%A1%8C%E4%B8%9A",
    "json": "https://koinonlink.com/kol/wechat/%E5%A4%96%E4%B9%A1%E4%BA%BA%E6%89%8E%E6%A0%B9%E6%B7%B1%E5%9C%B3IT%E8%A1%8C%E4%B8%9A.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E5%A4%96%E4%B9%A1%E4%BA%BA%E6%89%8E%E6%A0%B9%E6%B7%B1%E5%9C%B3IT%E8%A1%8C%E4%B8%9A.md"
  },
  "identity": {
    "display_name": "外乡人扎根深圳IT行业",
    "handle": "外乡人扎根深圳IT行业",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E5%A4%96%E4%B9%A1%E4%BA%BA%E6%89%8E%E6%A0%B9%E6%B7%B1%E5%9C%B3IT%E8%A1%8C%E4%B8%9A",
    "website": null,
    "country": null,
    "country_name": null,
    "location_text": null,
    "entity_type": "creator",
    "person_id": null,
    "person_id_note": "Cross-platform identity not resolved for this creator.",
    "other_accounts": [],
    "claimed": false,
    "claimed_note": "Not claimed. This says nothing about the creator — most profiles are simply not claimed yet.",
    "declared_accounts": []
  },
  "first_party": null,
  "reach": {
    "followers": null,
    "following": null,
    "posts_total": null,
    "posts_observed": 37,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "nano"
  },
  "engagement": {
    "status": "not_measurable_on_platform",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": null,
    "avg_views_per_post": null,
    "peak_post_engagement_rate": null,
    "avg_interactions_per_post": null,
    "best_post_interactions": null,
    "measurement_source": null,
    "measurement_formula": null,
    "comparable_pool": null,
    "status_note": "This platform publishes no follower count, so an engagement RATE has no denominator here. No amount of further collection can produce one — it is a property of the platform, not a gap in our data.",
    "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": {
    "bio": "",
    "topics": [
      "Shenzhen AI software testing training institution recommenda",
      "Reviews and comparisons of AI testing training programs",
      "Truths and realities of career transition to AI software tes",
      "Training options for beginners entering AI testing"
    ],
    "topics_en": [
      "Shenzhen AI software testing training institution recommenda",
      "Reviews and comparisons of AI testing training programs",
      "Truths and realities of career transition to AI software tes",
      "Training options for beginners entering AI testing"
    ],
    "topics_zh": [
      "深圳AI软件测试培训机构推荐",
      "AI测试培训课程评测与对比",
      "转行AI软件测试的真相与现实",
      "零基础入门AI测试的培训选择"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "devtools",
    "subcategory_label": "Developer tools / infra",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Zero-background career changers in Shenzhen seeking training to enter AI software testing",
    "roles": [
      "general_ai"
    ],
    "seniority": "learner",
    "pain_points": [
      "Lack of reliable information on Shenzhen AI software testing training institutions",
      "Uncertainty about the real requirements and risks of switching careers into AI testing",
      "Difficulty evaluating training programs as complete beginners",
      "Finding courses suitable for zero-foundation learners"
    ],
    "posts_analysed": 5,
    "confidence": 0.4
  },
  "commercial": {
    "audience_buyer_fit": 0.8,
    "promotion_intent": 0.8,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 60,
    "authenticity_basis": "platform_default",
    "authenticity_method": "Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, not a measurement.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": null,
    "credibility_note": "Not computed for this profile: the follower-based heuristic had no inputs on this platform.",
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "A",
      "scale": [
        "A",
        "B",
        "C",
        "quarantine",
        null
      ],
      "value_meanings": {
        "A": "Strong fit for Koinon partner outreach.",
        "B": "Moderate fit.",
        "C": "Weak fit, or never scored.",
        "quarantine": "Flagged for manual review. Excluded from Koinon published statistics, but creator search still RETURNS these profiles unless you pass exclude_anomalous:true — check quality.flagged_for_review.",
        "null": "Never scored."
      },
      "measures": "koinon_partner_outreach_fit",
      "basis": "koinon_bd_fit_only",
      "formula": "fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input.",
      "comparable_across_platforms": false,
      "interpretation": "NOT a quality score and NOT fit for your campaign — it grades Koinon own partner-outreach interest in gaming, e-commerce and software. A \"C\" usually means \"outside those industries\" or \"not yet scored\".",
      "explained_at": "https://koinonlink.com/for-ai#koinon_bd_grade"
    },
    "interpretation": "Signals for triage, not verdicts. A flag means the profile is worth a manual check."
  },
  "evidence": [
    {
      "evidence_id": "wechat_外乡人扎根深圳it行业#c8a6c92c",
      "type": "creator_content",
      "excerpt": "2026深圳AI软件测试培训机构推荐——适合零基础转行学员",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E5%A4%96%E4%B9%A1%E4%BA%BA%E6%89%8E%E6%A0%B9%E6%B7%B1%E5%9C%B3IT%E8%A1%8C%E4%B8%9A",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_外乡人扎根深圳it行业#9ab18315",
      "type": "creator_content",
      "excerpt": "2026深圳AI软件测试培训机构深度测评",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_外乡人扎根深圳it行业#267d4571",
      "type": "creator_content",
      "excerpt": "深圳多测师培训机构——AI软件测试",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_外乡人扎根深圳it行业#de78cc74",
      "type": "creator_content",
      "excerpt": "AI软件测试专业培训机构多测师",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_外乡人扎根深圳it行业#e705e6f8",
      "type": "creator_content",
      "excerpt": "转行 AI 软件测试前,你必须知道的真相",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    }
  ],
  "provenance": [
    {
      "field": "audience.description",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "commercial.audience_buyer_fit",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_scorer",
      "note": "Relative signal within Koinon indexing, not a market-wide score."
    },
    {
      "field": "commercial.promotion_intent",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 0,
      "method": "profile_snapshot_and_engagement_ratio_heuristic",
      "note": "Means \"worth a manual check\", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person."
    },
    {
      "field": "quality.authenticity_score",
      "source_type": "heuristic",
      "confidence": 0.25,
      "freshness_days": 0,
      "method": "Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, not a measurement.",
      "note": "The input set differs by platform; do not compare this score across platforms."
    },
    {
      "field": "quality.koinon_bd_grade",
      "source_type": "ai_inferred",
      "confidence": 0.5,
      "freshness_days": 0,
      "method": "llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input.",
      "note": "Koinon partner-outreach fit, not creator quality."
    },
    {
      "field": "reach.followers",
      "source_type": "observed",
      "confidence": 0.95,
      "freshness_days": 0,
      "method": "platform_profile"
    }
  ],
  "method_notes": {
    "llm_persona_from_recent_content": "Computed from posts read live at analysis time; those posts are NOT retained. The excerpts in evidence[] are separately collected profile content and are NOT the inputs to this inference. Do not cite them as its supporting evidence."
  },
  "freshness": {
    "profile_checked_days_ago": 0,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 0,
    "generated_at": "2026-09-03T18:25:16.920Z"
  },
  "retrieval": {
    "indexing_requests": 1,
    "user_triggered_requests": 0,
    "last_user_triggered_day": null,
    "note": "Being indexed in bulk is not the same as being retrieved to answer a question."
  },
  "relationships": {
    "platform_entity": "https://koinonlink.com/creators/wechat",
    "category_entity": "https://koinonlink.com/product-category/software"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=wechat_%E5%A4%96%E4%B9%A1%E4%BA%BA%E6%89%8E%E6%A0%B9%E6%B7%B1%E5%9C%B3it%E8%A1%8C%E4%B8%9A",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E5%A4%96%E4%B9%A1%E4%BA%BA%E6%89%8E%E6%A0%B9%E6%B7%B1%E5%9C%B3it%E8%A1%8C%E4%B8%9A"
  }
}