# apt.davidwijaya (@apt.davidwijaya) on tiktok

- id: koinon:creator:tiktok_apt.davidwijaya
- url: https://koinonlink.com/kol/tiktok/apt.davidwijaya
- schema_version: 1.4

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

## Reach
- followers: 35443
- following: 290
- posts_observed: 5
- 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: finance
- subcategory: personal_fin
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: AI tools, prompts and automation for daily work, Personal finance, investing and retirement planning, Mindset, habits and self-improvement, Indonesian economic trends and Rupiah impact

## Audience (inferred)
- status: present
- description: Indonesian young adults and early professionals interested in AI productivity tools and personal finance/investing basics
- roles: general_ai
- seniority: learner
- pain_points: Struggling to move beyond basic AI prompts to real workflow integration, Managing money and investments amid Rupiah volatility and rising living costs, Building consistent financial habits without clear starting points, Understanding complex financial instruments like stocks and ETFs as beginners
- posts_analysed: 100
- confidence: 0.9

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

## Quality signals
- authenticity_score: 51
- authenticity_basis: profile_shape_only
- credibility_score: 51
- 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
- [tiktok_apt.davidwijaya#08530020] Di era konten serba cepat, tantangan terbesar bukan lagi sekadar mendapatkan ide, tetapi bagaimana mengubah ide tersebut menjadi video yang siap dipublikasikan dalam waktu singkat. Karena itu, banyak kreator kini memanfaatkan AI untuk memangkas proses editing yang sebelumnya mema (https://www.tiktok.com/@apt.davidwijaya)

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=65, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=65, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=65, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=65, 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=65, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=73, 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=65, 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=73, 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=73, method=platform_profile

## Freshness
- profile_checked_days_ago: 73
- content_analysed_days_ago: 65
- audience_updated_days_ago: 65

## AI retrieval
- indexing_requests: 10
- 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_apt.davidwijaya
- Request removal: https://koinonlink.com/claim?k=tiktok_apt.davidwijaya
- Terms: https://koinonlink.com/for-ai