# Art By Sam Ball (@sammy__hammy) on tiktok

- id: koinon:creator:tiktok_sammy__hammy
- url: https://koinonlink.com/kol/tiktok/sammy__hammy
- schema_version: 1.4

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

## Reach
- followers: 26945
- following: 151
- 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: lifestyle
- subcategory: fashion
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Hand-painted custom totes and bags, Needlepoint WIP updates and finishing, Nantucket and Cape Cod summer lifestyle, Brand collaborations and pop-up events, OOTD featuring her painted items
- bio: CT/NYC artist | hand painted items, brand collabs, live painting at events, murals & more! 🩵
IG: @artbysamballl
💌[contact removed]

## Audience (inferred)
- status: present
- description: Young women who enjoy handcrafted summer accessories, needlepoint hobbies, and East Coast coastal lifestyle content
- roles: consumer
- seniority: consumer
- pain_points: Finding unique one-of-a-kind painted totes and accessories that match summer outfits, Keeping up with limited drops and brand collabs before they sell out, Balancing multiple craft projects like needlepoint without losing focus
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: true
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 50
- authenticity_basis: profile_shape_only
- credibility_score: 50
- 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_sammy__hammy#ff2404e1] My first time self finishing my needlepoint projects!!! Does this actually count as finishing? Because it was so easy lolol but love the way these framed projects look! Brooklyn subway tile is from @Penny Linn & the fishing Grateful Dead bear is by me!!! (Coming soon!) #finishing (https://www.tiktok.com/@sammy__hammy)
- [tiktok_sammy__hammy#83e8277c] original sound - 60s70s80srevenge
- [tiktok_sammy__hammy#df56d514] It is a becoming a big trend on TikTok now! Click here: finishing
- [tiktok_sammy__hammy#cc4302db] Check out Art By Sam Ball’s video! #TikTok >
- [tiktok_sammy__hammy#5be3a4ff] Craziest WIP Wednesday of mine EVER!!! I stitched sooooooo much this past week omg it was the best @Penny Linn @what’s the stitch @Lycette Needlepoint #needlepoint #wipwednesday #workinprogress #hobby
- [tiktok_sammy__hammy#20c05e74] Original Sound
- [tiktok_sammy__hammy#7cd063c9] I Just Might
- [tiktok_sammy__hammy#c4587f4a] I’m feeling another painted tote drop coming on……… #hydrangeas #eastcoastsummer #Summer #f

## 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=77, 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=77, 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=77, method=platform_profile

## Freshness
- profile_checked_days_ago: 77
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

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