{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_lacajadeherramientas",
  "url": "https://koinonlink.com/kol/tiktok/lacajadeherramientas",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/lacajadeherramientas",
    "json": "https://koinonlink.com/kol/tiktok/lacajadeherramientas.json",
    "markdown": "https://koinonlink.com/kol/tiktok/lacajadeherramientas.md"
  },
  "identity": {
    "display_name": "Walter Alvarez",
    "handle": "lacajadeherramientas",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@lacajadeherramientas",
    "website": null,
    "country": "MX",
    "country_name": "Mexico",
    "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": 1262718,
    "following": 2999,
    "posts_total": 2152,
    "posts_observed": 8,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "kol"
  },
  "engagement": {
    "status": "not_collected",
    "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": "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": {
    "bio": "Hablamos de herramientas! De todas las herramientas!",
    "topics": [
      "power tool reviews and comparisons",
      "original vs counterfeit tool tests",
      "brand recommendations (Dewalt, Milwaukee, Ryobi, Emtop)",
      "DIY and safety tips",
      "new product launches and accessories"
    ],
    "topics_en": [
      "power tool reviews and comparisons",
      "original vs counterfeit tool tests",
      "brand recommendations (Dewalt, Milwaukee, Ryobi, Emtop)",
      "DIY and safety tips",
      "new product launches and accessories"
    ],
    "topics_zh": [
      "电动工具评测与对比",
      "正品 vs 仿品工具测试",
      "品牌推荐 (Dewalt, Milwaukee, Ryobi, Emtop)",
      "DIY 与安全技巧",
      "新品发布与配件"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "devtools",
    "subcategory_label": "Developer tools / infra",
    "category_confidence": 0.9,
    "category_source": "derived_from_discovery_path"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "DIY enthusiasts, handymen, construction workers and tradespeople in Mexico/LatAm who buy and use power tools",
    "roles": [
      "consumer"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "distinguishing genuine branded tools from cheap counterfeits",
      "finding reliable tools that balance price and durability for daily professional use",
      "learning correct/safe usage techniques for different materials and jobs",
      "evaluating new or lesser-known tool brands before purchase"
    ],
    "posts_analysed": 78,
    "confidence": 0.9
  },
  "commercial": {
    "audience_buyer_fit": 0.6,
    "promotion_intent": 0.7,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 66,
    "authenticity_basis": "profile_shape_only",
    "authenticity_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.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 66,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "B",
      "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_and_engagement",
      "formula": "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.",
      "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": "tiktok_lacajadeherramientas#f1713071",
      "type": "creator_content",
      "excerpt": "Atornillador de impacto dewalt DCF850 Vs versión pirata #lacajadeherramientas #dewalt #dewalttools #dewalttough",
      "source_url": "https://www.tiktok.com/@lacajadeherramientas",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_lacajadeherramientas#82e34770",
      "type": "creator_content",
      "excerpt": "original sound - lacajadeherramientas",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_lacajadeherramientas#a46eb3ed",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: lacajadeherramientas",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_lacajadeherramientas#b9bbbf6d",
      "type": "creator_content",
      "excerpt": "Check out Walter Alvarez’s video! #TikTok >",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_lacajadeherramientas#e35d8140",
      "type": "creator_content",
      "excerpt": "Dado multimedia BGS technic #lacajadeherramientas #herramientas #tools #DIY",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_lacajadeherramientas#1bb4d6c3",
      "type": "creator_content",
      "excerpt": "Martillo Truper #tools #herramientas #lacajadeherramientas #truper #tool",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_lacajadeherramientas#1e81e714",
      "type": "creator_content",
      "excerpt": "Nuevos esmeriles Dewalt atomic modelos DCG402 y DCG432X @664TOOLS | Herramientas TJ #lacajadeherramientas #dewalt #dewalttough",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_lacajadeherramientas#929378db",
      "type": "creator_content",
      "excerpt": "Nivel láser Huepar @huepar_tools #lacajadeherramientas #huepar",
      "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": 0.9,
      "freshness_days": 33,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.9,
      "freshness_days": 33,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.9,
      "freshness_days": 33,
      "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": 43,
      "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": "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.",
      "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": 43,
      "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.",
      "note": "Koinon partner-outreach fit, not creator quality."
    },
    {
      "field": "reach.followers",
      "source_type": "observed",
      "confidence": 0.95,
      "freshness_days": 43,
      "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": 43,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 33,
    "generated_at": "2026-09-03T19:11:56.500Z"
  },
  "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/tiktok",
    "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=tiktok_lacajadeherramientas",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_lacajadeherramientas"
  }
}