# Dara Denney (@daradenney) on tiktok

- id: koinon:creator:tiktok_daradenney
- url: https://koinonlink.com/kol/tiktok/daradenney
- schema_version: 1.2

## Identity
- platform: tiktok
- handle: daradenney
- platform_url: https://www.tiktok.com/@daradenney
- country: United States
- entity_type: creator
- person_id: koinon:person:tiktok_daradenney

## Reach
- followers: 92142
- following: 571
- posts_observed: 4
- 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: software
- subcategory: martech
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI 工具在广告创意中的应用, 创意策略框架与 persona, Creative roadmaps, 付费社交广告格式与趋势, 初级创意策略师招聘与职业发展

## Audience (inferred)
- status: present
- description: Paid social advertising strategists and junior creative strategists working at brands or agencies
- roles: ads
- seniority: practitioner
- pain_points: Creative briefs and copywriting take too long (3-4 hours per client), Lack of systematic creative roadmap and persona frameworks, Unclear which new AI tools and ad formats actually work, Clients want to hire people but won’t invest in building a strategy system
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 57
- authenticity_basis: profile_shape_only
- credibility_score: 57
- 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_daradenney#b9cc73b1] This is how I automated my agency’s creative reporting using @ChatGPT Work: What used to take me 3-4 hours per client… now only takes me 20 minutes. Finally.  1. First, we selected our data-source. We decided to do a direct connection to Meta Ads (read access only) via Meta for D (https://www.tiktok.com/@daradenney)

## 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=1, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=1, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=1, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=1, 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=1, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=1, 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=1, 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=1, 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=1, method=platform_profile

## Freshness
- profile_checked_days_ago: 1
- content_analysed_days_ago: 1
- audience_updated_days_ago: 1

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