# Ferry Irwandi (@irwandiferry) on tiktok

- id: koinon:creator:tiktok_irwandiferry
- url: https://koinonlink.com/kol/tiktok/irwandiferry
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: irwandiferry
- platform_url: https://www.tiktok.com/@irwandiferry
- website: https://kitabisa.com/campaign/bantusumatrakita
- country: Indonesia
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1489690
- following: 353
- posts_total: 410
- posts_observed: 7
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.13006
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 50840
- best_post_interactions: 143373
- measurement_source: tiktok_posts_mean
- measurement_formula: digg + comment + share, mean over observed posts, divided by the mean play count of those same posts — on TikTok the algorithmic feed decides reach, so followers are not the denominator that describes what share of an audience engaged
- comparable_pool: view_based_interactions
- status_note: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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: crypto
- category_confidence: 0.75
- category_source: derived_from_recent_content
- topics: Indonesian economy and monetary policy, Public policy and governance issues, Economic data analysis and growth rates, Malaka Project education initiatives, Bitcoin industry and related developments
- bio: @MalakaProject

## Audience (inferred)
- status: present
- description: Indonesian audience interested in national economy, public policy, and current affairs
- roles: none
- seniority: learner
- pain_points: Understanding complex economic concepts like monetary trilemma and trade deficits in Indonesia, Evaluating government policies and their real impacts on growth and spending, Accessing quality education and resources in remote regions
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: engagement_observed
- credibility_score: 66
- 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_irwandiferry#bf67623c] Prinsipil Ekonomi kali ini kita akan membahas soal trilema moneter dan doom loop ekonomi yang mungkin dihadapi oleh Indonesia, sudah tayang sekarang di Kanal Ferry Irwandi tentu dengan resolusi 6K Btw, editan dan sinematografi ini adalah kolaborasi ogut dengan editor kesayanganku (https://www.tiktok.com/@irwandiferry)
- [tiktok_irwandiferry#dbff3729] original sound - irwandiferry
- [tiktok_irwandiferry#df1f360c] Check out Ferry Irwandi’s video! #TikTok >
- [tiktok_irwandiferry#6b7e645e] Search:
- [tiktok_irwandiferry#74d98bc9] in this economy
- [tiktok_irwandiferry#9f9068c8] Public policy bisa dibuat dengan banyak dasar, tapi “WANGSIT” bukan salah satunya.
- [tiktok_irwandiferry#62707231] Memahami confirmation bias pada manusia.
- [tiktok_irwandiferry#84b45c93] ferry irwandi

## 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=72, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=72, 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=72, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=92, 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=0.5, freshness_days=72, 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=92, 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=92, method=platform_profile

## Freshness
- profile_checked_days_ago: 92
- content_analysed_days_ago: 72
- audience_updated_days_ago: 72

## AI retrieval
- indexing_requests: 8
- 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_irwandiferry
- Request removal: https://koinonlink.com/claim?k=tiktok_irwandiferry
- Terms: https://koinonlink.com/for-ai