# Darby IRL | Founder @ DDA. (@darbyirl_) on tiktok

- id: koinon:creator:tiktok_darbyirl_
- url: https://koinonlink.com/kol/tiktok/darbyirl_
- schema_version: 1.3

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

## Reach
- followers: 25012
- following: 1062
- posts_observed: 10
- 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: lifestyle
- subcategory: travel
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: Hot Single & Scaling founder lifestyle series, Digital nomad life in Bali, Aspen, San Diego, Agency building then firing clients for freedom, Content creation tools, growth hacks and AI use, Personal travel, EDM/concerts, fitness and moving stories

## Audience (inferred)
- status: present
- description: Female founders and digital nomads in their late 20s-early 30s building lifestyle businesses or pivoting from agency work
- roles: content
- seniority: practitioner
- pain_points: Burnout and loss of freedom after scaling an agency on referrals, Loneliness and social isolation when living in new cities or mountain towns, Maintaining consistent content creation and audience growth while traveling frequently, Balancing high-earning work with desired lifestyle (travel, fitness, social life)
- posts_analysed: 99
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 49
- authenticity_basis: profile_shape_only
- credibility_score: 49
- 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_darbyirl_#654d477a] This is Episode 1 of my Hot, Single & Scaling series. 🔥 In 2025 my life looked like everyone's dream. Living in Aspen, owning a home, married with a golden retriever, and projected to hit $500K revenue in my business. I knew something better was waiting on the other side. So I s (https://www.tiktok.com/@darbyirl_)
- [tiktok_darbyirl_#51742f9c] original sound - darbyirl_
- [tiktok_darbyirl_#4372702a] It is a becoming a big trend on TikTok now! Click here: hotsinglescaling
- [tiktok_darbyirl_#bf8c7f38] Check out Darby IRL | Founder @ DDA.’s video! #TikTok >
- [tiktok_darbyirl_#7c1c29d9] Hiiii I’m Darby 👋 I built a "successful" $40K/month agency...then fired all my clients because it didn’t feel

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=21, 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: 21

## 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_darbyirl_
- Request removal: https://koinonlink.com/claim?k=tiktok_darbyirl_
- Terms: https://koinonlink.com/for-ai