# Trace Crawford (@BubbaDoesEcom) on x

- id: koinon:creator:x_bubbadoesecom
- url: https://koinonlink.com/kol/x/BubbaDoesEcom
- schema_version: 1.4

## Identity
- platform: x
- handle: BubbaDoesEcom
- platform_url: https://twitter.com/BubbaDoesEcom
- website: https://calendly.com/tracecrawfordgrowth/30min
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1121
- following: 362
- posts_total: 772
- posts_observed: 1
- posts_per_day: 0.372
- account_age_days: 2074
- verified: true
- 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: ecommerce
- subcategory: ecom_ads
- category_confidence: 0.7
- category_source: derived_from_recent_content
- bio: I USED to sell razors on the internet @ SUPPLY  (Acquired) // Freelance growth marketer for 7 & 8-figure DTC brands. Let's chat growth 👇

## Audience (inferred)
- status: present
- description: DTC/ecom growth marketers and brand operators focused on ads efficiency and AI workflows
- roles: none
- seniority: practitioner
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 57
- authenticity_basis: profile_shape_only
- credibility_score: 57
- 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_bubbadoesecom#28b23921] I tested a new email pop-up for this brand and it's fundamentally changing how they run their ads. Before, their ads had to hit a 2x ROAS to be profitable. Now they can run around 1.8x in-platform and still make money, because the leads those ads bring in turn into more revenue d (https://twitter.com/BubbaDoesEcom/status/2071742890821169360)
- [x_bubbadoesecom#5f23da48] I've been building a lot of actually useful tools and workflows with Claude Code, but this might be my favorite one. Instead of sending clients long paragraph updates on progress, I built a little workflow that turns the key updates into a comic-style slideshow. It's mostly just 

## 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=60, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=60, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=60, 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=115, 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=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=115, 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=115, method=platform_profile

## Freshness
- profile_checked_days_ago: 115
- content_analysed_days_ago: 80
- audience_updated_days_ago: 60

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