# sterling (@DjSterlingC) on x

- id: koinon:creator:x_djsterlingc
- url: https://koinonlink.com/kol/x/DjSterlingC
- schema_version: 1.4

## Identity
- platform: x
- handle: DjSterlingC
- platform_url: https://twitter.com/DjSterlingC
- website: http://sterlingcampbell.co
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 4931
- following: 2712
- posts_total: 10246
- posts_observed: 5
- posts_per_day: 2.121
- account_age_days: 4831
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.02069
- best_post_interactions: 102
- 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: finance
- subcategory: crypto
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: stock/crypto market trading, options strategies, FOMC and earnings reactions, Polymarket reality TV betting, crypto decentralization and scams
- bio: investing @bcap | columbia business school | mom's favorite son | the views are mine

## Audience (inferred)
- status: present
- description: crypto traders and retail investors on Twitter who follow markets, options, and Polymarket betting
- roles: none
- seniority: practitioner
- pain_points: missing short-term market moves and bounces, navigating crypto decentralization vs tradfi shifts, finding good risk/reward in event-driven bets
- posts_analysed: 19
- confidence: 0.6

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

## Quality signals
- authenticity_score: 69
- authenticity_basis: engagement_observed
- credibility_score: 69
- 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
- [x_djsterlingc#bf49bf9f] accidentally conjugated a verb in the tu form instead of usted to someone older than me https://t.co/E47NPfUqwy (https://twitter.com/DjSterlingC/status/1991204683583525353)
- [x_djsterlingc#cbc1ec94] guy who gives up on tokenized assets bc poap shuts down in 2026
- [x_djsterlingc#542d08a9] I just know I would have bought the fuck out of tulips back in the day
- [x_djsterlingc#7c2652bb] you must wipe your tears and screenshot the first bounce in a countertrend rally. it’s what the Koreans would want
- [x_djsterlingc#87d9e92f] kinda funny I had this tweet scheduled for today but this segment is now CANCELED https://t.co/yN4AkS3xBS
- [x_djsterlingc#ee328e5c] my girl is trying to talk about her new pottery hobby right before the FOMC like girl you're worried about the wrong interests
- [x_djsterlingc#c960daac] $GOOG earnings going to decide if my gf and I make cheese pizzas at home for the third straight night or get the big popcorn for The Odyssey
- [x_djsterlingc#19ae6be5] pls stop posting the diamond pattern in $QQQ when btc looks about to breakout

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

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, 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=110, 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=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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

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