# ExGambler (@gamblingawerness) on tiktok

- id: koinon:creator:tiktok_gamblingawerness
- url: https://koinonlink.com/kol/tiktok/gamblingawerness
- schema_version: 1.4

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

## Reach
- followers: 2698
- following: 141
- 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: finance
- subcategory: personal_fin
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Fighting gambling urges without relying on willpower, Avoiding chasing losses, Payday money management to prevent gambling, Treating slips as data instead of failure, Shrinking goals to daily wins
- bio: Sharing my gambling recovery ❤️‍🩹 
600+ days clean. 
Paid off every debt 💰

Sharing what actually work. Quit now 👇

## Audience (inferred)
- status: present
- description: People actively trying to quit or recover from gambling addiction
- roles: consumer
- seniority: consumer
- pain_points: Sudden 11pm or payday urges that feel overwhelming, Repeated relapses after promising to stop tomorrow, Chasing losses and ending up deeper in debt, Big quit-forever goals that feel impossible and lead to giving up
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 37
- authenticity_basis: profile_shape_only
- credibility_score: 37
- 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_gamblingawerness#1cace470] Bro you never win all of us know the truth. It’s time you retired as gambler #fyp #betting #cbt #gambletok (https://www.tiktok.com/@gamblingawerness)
- [tiktok_gamblingawerness#cab4decf] Mortals
- [tiktok_gamblingawerness#bb7f12b7] It is a becoming a big trend on TikTok now! Click here: fyp
- [tiktok_gamblingawerness#caac44db] Check out ExGambler’s video! #TikTok >
- [tiktok_gamblingawerness#6933d266] ❤️‍🩹🙏You’ve paid enough to that worst addiction ever and it’s time to invest in yourself.  “Nogambling” app helps you track your progress, change patterns with tools, even it has 30 day guided recovery path built in. All that supported with anonymous community  Start your recov
- [tiktok_gamblingawerness#dcc8e271] original sound - gamblingawerness
- [tiktok_gamblingawerness#7c10b180] Outro
- [tiktok_gamblingawerness#50e99949] The trick that finally worked: I stopped fighting the 11pm urge with willpower and started treating it like a wave that peaks and passes in about 15

## 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=95, 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=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=95, 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=95, method=platform_profile

## Freshness
- profile_checked_days_ago: 95
- content_analysed_days_ago: 72
- audience_updated_days_ago: 72

## AI retrieval
- indexing_requests: 6
- 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_gamblingawerness
- Request removal: https://koinonlink.com/claim?k=tiktok_gamblingawerness
- Terms: https://koinonlink.com/for-ai