# ceciliakimdesign (@ceciliakimdesign) on tiktok

- id: koinon:creator:tiktok_ceciliakimdesign
- url: https://koinonlink.com/kol/tiktok/ceciliakimdesign
- schema_version: 1.4

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

## Reach
- followers: 4155
- following: 91
- posts_observed: 2
- 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: software
- subcategory: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: AI tools for designers (Cursor, Copilot, agents), daily/weekly design habits and routines, freelancing logistics and organization, UI/UX micro-interactions and polish, portfolio project selection, prompting techniques for design
- bio: ✨corporate to freelance
🌱product designer
💌[contact removed]

## Audience (inferred)
- status: present
- description: aspiring and practicing product/UIUX designers who are moving into freelance or using AI coding tools like Cursor to build
- roles: design
- seniority: practitioner
- pain_points: creative block or blank Figma screen paralysis, managing scattered freelance work and missing admin details, forgetting self-care breaks while designing, struggling to prompt AI tools effectively for design work
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 39
- authenticity_basis: profile_shape_only
- credibility_score: 39
- 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_ceciliakimdesign#6705759b] When animation is right, people don't mention it at all. They just say the app feels nice, and they can't tell you why. That's what made this little experiment so fun! Two versions of the same screen, nothing changed except the timing, and one was SO much better.  The part I keep (https://www.tiktok.com/@ceciliakimdesign)
- [tiktok_ceciliakimdesign#c4d28628] Matcha Latte
- [tiktok_ceciliakimdesign#d23c6cb2] Check out ceciliakimdesign’s video! #TikTok >
- [tiktok_ceciliakimdesign#070a6fd4] Becoming a better designer is less about talent and more about habits🫡 This is everything I do once a day, once a week, and once a month as a product designer who also builds apps! ONCE A DAY: 
⭐️Check designs in dark mode 
⭐️Write tom

## 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=56, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=56, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=56, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=56, 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=56, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=89, 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=56, 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=89, 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=89, method=platform_profile

## Freshness
- profile_checked_days_ago: 89
- content_analysed_days_ago: 56
- audience_updated_days_ago: 56

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