# Yandra, CPA & Tax Advisor (@yandravivianacpa) on tiktok

- id: koinon:creator:tiktok_yandravivianacpa
- url: https://koinonlink.com/kol/tiktok/yandravivianacpa
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: yandravivianacpa
- platform_url: https://www.tiktok.com/@yandravivianacpa
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2838
- following: 325
- posts_observed: 5
- verified: false
- size_tier: nano

## 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: finance
- subcategory: personal_fin
- category_confidence: 0.93
- category_source: derived_from_recent_content
- topics: Tax filing status and education credits, S-Corp and partnership tax deadlines, Bookkeeping and clean books best practices, Auto loan interest and business deductions, Virtual CPA firm tools and tax planning, Responding to accountants and avoiding procrastination

## Audience (inferred)
- status: present
- description: Small business owners and solopreneurs (especially S-Corp owners under $300K revenue) who handle their own taxes and bookkeeping
- roles: none
- seniority: decision_maker
- pain_points: Messy or uncategorized books in QuickBooks causing filing stress, Missing key deductions like education credits or auto loan interest, Procrastinating on tax deadlines and ignoring accountant communications, Uncertainty around filing status and entity choices costing thousands
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 37
- authenticity_basis: profile_shape_only
- credibility_score: 37
- flagged_for_review: false
- koinon_bd_grade: C — 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
- [tiktok_yandravivianacpa#a622c003] 🎓 Parents — don’t forget Form 1098-T when filing your 2025 tax return! If your child is in college, you may qualify for an Education Tax Credit worth up to $2,500 per student. Here’s how it works in simple terms: ✨ If your student is in their first 4 years of college and enrolle (https://www.tiktok.com/@yandravivianacpa)

## 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=10, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=10, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=10, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=8, 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=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. — 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=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. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=8, method=platform_profile

## Freshness
- profile_checked_days_ago: 8
- content_analysed_days_ago: 0
- audience_updated_days_ago: 10

## AI retrieval
- indexing_requests: 1
- 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=tiktok_yandravivianacpa
- Request removal: https://koinonlink.com/claim?k=tiktok_yandravivianacpa
- Terms: https://koinonlink.com/for-ai