# Sam Jarman (@sam_jarman) on tiktok

- id: koinon:creator:tiktok_sam_jarman
- url: https://koinonlink.com/kol/tiktok/sam_jarman
- schema_version: 1.4

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

## Reach
- followers: 4030890
- following: 353
- posts_observed: 1
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.0685
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 1053
- best_post_interactions: 7477
- measurement_source: tiktok_posts_mean
- measurement_formula: digg + comment + share, mean over observed posts, divided by the mean play count of those same posts — on TikTok the algorithmic feed decides reach, so followers are not the denominator that describes what share of an audience engaged
- comparable_pool: view_based_interactions
- status_note: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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: Money-saving hacks on shopping/travel, Credit building and debt management, Government benefits and refunds, Family wealth transfer and accounts for kids, Amazon/Prime deals and business basics
- bio: 👨🏼‍💻 | Finance Content Creator
📩 | [contact removed]
👇🏼| Click Here!

## Audience (inferred)
- status: present
- description: Budget-conscious everyday consumers and families seeking money-saving hacks, credit tips, government benefits, and deal alerts
- roles: consumer, general_ai
- seniority: consumer
- pain_points: Missing out on refunds, benefits, or deals they’re owed, High everyday costs like flights, groceries, college, and medical bills, Difficulty building credit or managing debt without clear steps, Overpaying taxes or not knowing legal ways to reduce taxable income
- posts_analysed: 87
- confidence: 0.9

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

## Quality signals
- authenticity_score: 58
- authenticity_basis: engagement_observed
- credibility_score: 58
- 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_sam_jarman#70392c91] The secret to get into an airport lounge! (https://www.tiktok.com/@sam_jarman)
- [tiktok_sam_jarman#1ae2332c] original sound - sam_jarman
- [tiktok_sam_jarman#5eb94762] Check out Sam Jarman’s video! #TikTok >
- [tiktok_sam_jarman#dc022582] Search “get paid” in the App Store to find the app.
- [tiktok_sam_jarman#7406b0b3] Must know before going to college!
- [tiktok_sam_jarman#6b7e645e] Search:
- [tiktok_sam_jarman#404d7f4f] sam jarman
- [tiktok_sam_jarman#41b8c13c] How to save money on flights!

## 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=83, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=83, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=83, method=llm_persona_from_recent_content
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=85, 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=85, 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=85, 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=85, method=platform_profile

## Freshness
- profile_checked_days_ago: 85
- content_analysed_days_ago: 85
- audience_updated_days_ago: 83

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