# Stop Predatory Gambling (@SPGambling) on x

- id: koinon:creator:x_spgambling
- url: https://koinonlink.com/kol/x/SPGambling
- schema_version: 1.4

## Identity
- platform: x
- handle: SPGambling
- platform_url: https://twitter.com/SPGambling
- website: http://www.StopPredatoryGambling.org
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 923
- following: 507
- posts_total: 2262
- posts_observed: 1
- posts_per_day: 0.372
- account_age_days: 6078
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00217
- best_post_interactions: 2
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: gaming
- subcategory: igaming
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Predatory casino practices, Prediction market regulation, Gambling harm prevention, Policy advocacy against commercial gambling
- bio: We reveal the truth behind commercialized gambling to advocate for those who have suffered harm, prevent more victims, and to champion policy reforms that SPG

## Audience (inferred)
- status: present
- description: Advocates, policymakers and individuals concerned about gambling harms and predatory targeting of vulnerable groups
- roles: none
- seniority: consumer
- pain_points: Lack of regulation on predatory gambling practices, Targeting of specific communities like Asian groups and young men, Insufficient policy reforms to protect victims
- posts_analysed: 2
- confidence: 0.4

## 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: 54
- authenticity_basis: engagement_observed
- credibility_score: 54
- 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
- [x_spgambling#97097175] A @BostonGlobe report released earlier this year exposed how casinos like @EncoreResortBH use predatory practices to target Asian communities—yet billionaire Steve Cohen is bringing that exact same playbook to Queens despite what its citizens have to say about it. Despite opposit (https://twitter.com/SPGambling/status/2074131254572929107)
- [x_spgambling#1c23fc35] Prediction markets like @Kalshi and @Polymarket deliberately target young men under the age of 21. We are calling for on all other states to follow New York's lead despite what the @CFTC ha

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=0.5, freshness_days=80, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 80
- audience_updated_days_ago: 67

## AI retrieval
- indexing_requests: 9
- 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=x_spgambling
- Request removal: https://koinonlink.com/claim?k=x_spgambling
- Terms: https://koinonlink.com/for-ai