# Spec | Marketing & Sales (@SpecEdoho) on x

- id: koinon:creator:x_specedoho
- url: https://koinonlink.com/kol/x/SpecEdoho
- schema_version: 1.4

## Identity
- platform: x
- handle: SpecEdoho
- platform_url: https://twitter.com/SpecEdoho
- website: https://blessingedohodavid.netlify.app/
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2098
- following: 1948
- posts_total: 6193
- posts_observed: 3
- posts_per_day: 6.616
- account_age_days: 936
- 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: 0.3
- category_source: derived_from_discovery_path
- topics: 个人习惯与收入关系, 自我定位与职业说明
- bio: Founder | Helping brands & startups scale through marketing, ads & automation | SaaS & B2B/B2C | Closed $3M in high-value clients through strategic campaigns.

## Audience (inferred)
- status: present
- description: Marketing and sales professionals or brand founders, though content is too limited for accurate assessment
- roles: none
- seniority: practitioner
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 45
- authenticity_basis: profile_shape_only
- credibility_score: 45
- 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_specedoho#8b46fc2b] The reason you’re not making more money might not be your skill. It might be your habits. The little things I started doing every day changed how I work, how I think, and ultimately how much I can get done. Here’s my productivity system. https://t.co/TCfuW0uyoc (https://twitter.com/SpecEdoho/status/2071872360152498639)
- [x_specedoho#225c057e] So… what exactly do you do?” That’s probably the question I’ve been asked the most over the past few months asking who I am and what I actually do, so I figured it’s about time I properly introduced myself. Hi, I’m Spec. I help founders, startups, businesses, and organizations gr

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=81, 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=81, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=109, 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=81, 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=109, 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=109, method=platform_profile

## Freshness
- profile_checked_days_ago: 109
- content_analysed_days_ago: 81
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 7
- 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_specedoho
- Request removal: https://koinonlink.com/claim?k=x_specedoho
- Terms: https://koinonlink.com/for-ai