{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_accounting_stuff",
  "url": "https://koinonlink.com/kol/tiktok/accounting_stuff",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/accounting_stuff",
    "json": "https://koinonlink.com/kol/tiktok/accounting_stuff.json",
    "markdown": "https://koinonlink.com/kol/tiktok/accounting_stuff.md"
  },
  "identity": {
    "display_name": "Accounting Stuff",
    "handle": "accounting_stuff",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@accounting_stuff",
    "website": null,
    "country": "AU",
    "country_name": "Australia",
    "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": 63321,
    "following": 1,
    "posts_total": null,
    "posts_observed": 8,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "koc"
  },
  "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": "",
    "topics": [
      "Accounting basics and terminology",
      "QuickBooks Online tutorials and workflows",
      "General Ledger, Subledgers, and Control Accounts",
      "Trial Balance preparation and quizzes",
      "Invoices, expenses, and revenue recording",
      "Assets, Liabilities, Equity, and accounting equation"
    ],
    "topics_en": [
      "Accounting basics and terminology",
      "QuickBooks Online tutorials and workflows",
      "General Ledger, Subledgers, and Control Accounts",
      "Trial Balance preparation and quizzes",
      "Invoices, expenses, and revenue recording",
      "Assets, Liabilities, Equity, and accounting equation"
    ],
    "topics_zh": [
      "会计基础与术语",
      "QuickBooks Online 教程与工作流程",
      "总账、明细账与控制账户",
      "试算平衡表编制与测验",
      "发票、费用与收入记录",
      "资产、负债、权益与会计等式"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "saas",
    "subcategory_label": "SaaS / B2B software",
    "category_confidence": 0.85,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Small business owners, bookkeepers, and accounting students learning basic bookkeeping and QuickBooks Online",
    "roles": [
      "none"
    ],
    "seniority": "learner",
    "pain_points": [
      "Struggling to understand core accounting concepts like ledgers, trial balances, and the accounting equation",
      "Difficulty setting up and using QuickBooks Online for daily transactions, reconciliation, and reporting",
      "Confusion between cash vs accrual accounting and how to record invoices/bills correctly",
      "Making errors in bookkeeping and not knowing how to find or fix them"
    ],
    "posts_analysed": 100,
    "confidence": 0.9
  },
  "commercial": {
    "audience_buyer_fit": 0.3,
    "promotion_intent": 0.8,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 54,
    "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": 54,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "C",
      "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_accounting_stuff#c8f396c2",
      "type": "creator_content",
      "excerpt": "Studying accounting? Don’t just learn the concepts, test yourself too! Get 29 accounting cheat sheets + over 500 practice questions in the Complete Accounting Study Bundle. Available through the link in my bio. #Accounting #AccountingStudent #LearnAccounting #StudyTok #Bookkeepin",
      "source_url": "https://www.tiktok.com/@accounting_stuff",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_accounting_stuff#0567e79b",
      "type": "creator_content",
      "excerpt": "original sound - accounting_stuff",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_accounting_stuff#fb88ce0f",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: accounting",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_accounting_stuff#c649120b",
      "type": "creator_content",
      "excerpt": "Check out Accounting Stuff’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_accounting_stuff#6b7e645e",
      "type": "creator_content",
      "excerpt": "Search:",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_accounting_stuff#6da8b4cc",
      "type": "creator_content",
      "excerpt": "bookkeeping accounting questions",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_accounting_stuff#f2e0c17d",
      "type": "creator_content",
      "excerpt": "General Ledger & Subledgers Quiz: 20 Questions for Beginners Think you know your General Ledger from your Subledgers? Take this full 20-question accounting quiz and drop your score out of 20 below 👇 #Accounting #Bookkeeping #AccountingQuiz #GeneralLedger #LearnAccounting",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_accounting_stuff#c1f1e213",
      "type": "creator_content",
      "excerpt": "Falling Flat",
      "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": 25,
      "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": 25,
      "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": 25,
      "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": 8,
      "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": 8,
      "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": 8,
      "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": 8,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 25,
    "generated_at": "2026-09-03T16:20:36.365Z"
  },
  "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_accounting_stuff",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_accounting_stuff"
  }
}