# GRACE ☁️ (@graceecol) on tiktok

- id: koinon:creator:tiktok_graceecol
- url: https://koinonlink.com/kol/tiktok/graceecol
- schema_version: 1.4

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

## Reach
- followers: 33443
- following: 480
- posts_observed: 1
- 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: 0.92
- category_source: derived_from_recent_content
- topics: Personal Finance and FIRE movement, Roth IRA investing strategies, Paycheck budgeting and salary transparency, Frugal living and intentional spending, Coast FIRE progress tracking
- bio: building a life where work is optional 💸
finance, FIRE, + @Strawberry Goose 🍓 
[contact removed]

## Audience (inferred)
- status: present
- description: Women interested in personal finance, beginner investing, and FIRE/coast FIRE, often early-career professionals actively budgeting and building retirement accounts
- roles: consumer
- seniority: practitioner
- pain_points: Building consistent Roth IRA contributions from limited starting capital, Creating realistic monthly budgets that match actual paycheck inflows, Avoiding lifestyle creep and unnecessary spending while maintaining quality of life, Planning long-term financial independence without clear guidance on strategies like coast FIRE
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.4
- 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_graceecol#bf38f7b1] funding your lifestyle > following your passion 😶‍🌫️ #PersonalFinance #financialindependence #retireearly #personalfinanceforwomen (https://www.tiktok.com/@graceecol)
- [tiktok_graceecol#dda897d2] Samba em Copacabana
- [tiktok_graceecol#e61970c5] Join the #PersonalFinance community
- [tiktok_graceecol#049bbd3e] It is a becoming a big trend on TikTok now! Click here: personalfinance
- [tiktok_graceecol#50a50875] Check out GRACE ☁️’s video! #TikTok >
- [tiktok_graceecol#cd19e5ac] retirement maxxing 101 (part 1)💸 #retirementmaxxing #PersonalFinance #investingforbeginners #financialindependence #retireearly
- [tiktok_graceecol#3e946038] Smooth Afternoon Light
- [tiktok_graceecol#6b7e645e] Search:

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, 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=76, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=79, 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=76, 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=79, 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=79, method=platform_profile

## Freshness
- profile_checked_days_ago: 79
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

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