# Bobby Umar | Keynote Speaker 🇨🇦 (@raehanbobby) on x

- id: koinon:creator:x_raehanbobby
- url: https://koinonlink.com/kol/x/raehanbobby
- schema_version: 1.4

## Identity
- platform: x
- handle: raehanbobby
- platform_url: https://twitter.com/raehanbobby
- website: http://raeallan.com
- country: Canada
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 456137
- following: 147195
- posts_total: 334109
- posts_observed: 1
- posts_per_day: 54.08
- account_age_days: 6178
- verified: true
- size_tier: kol

## 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: software
- category_confidence: 0.85
- category_source: derived_from_discovery_path
- topics: Personal branding, Thought leadership, Storytelling, Public speaking, Content strategy, Networking
- bio: 5x @TEDx | Inc Mag Top 100 Speaker, Heart-Leader, Networking, Personal Brand, Storytelling & Parenting | Coach, Author, Comedy Actor, former blue check, Daddy

## Audience (inferred)
- status: present
- description: Aspiring thought leaders and personal brand builders, mainly mid-career professionals and coaches aiming to grow influence through storytelling and public speaking
- roles: content
- seniority: practitioner
- pain_points: Struggling to turn their expertise into compelling, professional content that builds credibility, Finding it hard to stand out in crowded social media spaces despite having a following, Wasting time on low-impact content that doesn’t contribute to long-term personal brand equity, Not knowing how to leverage speaking opportunities like TEDx for real career or business growth
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.4
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 76
- authenticity_basis: profile_shape_only
- credibility_score: 76
- 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_raehanbobby#34923afb] Want more professional content to build your Thought Leadership Brand? Check out my LinkedIn Page and ✳️ Click FOLLOW ✳️ Hit the Bell button 🛎️ LINK: https://t.co/eWe0RcK7u6 #Career #Entrepreneur #LinkedInTopVoices July 3, 2026 at 07:15PM (https://twitter.com/raehanbobby/status/2071998471599448574)
- [x_raehanbobby#2d2f4d48] "I have 100,000 followers." That's nice. But is it really that big a deal? Everything you put out is an asset. Not all assets carry the same weight. A TEDx talk beats a big follower count. Followers are reach. Credibility is trust. That's why my LinkedIn opens with "5-time TEDx s
- [x_raehanbobby#a5821570] VIDEO - Did you already say "Thank God it's Friday"? Here's why #TGIF is bad: https://t.co/ynhbA65jH0 #career #TGIFriday
- [x_raehanbobby#34ec0281] Apologizing can be risky #substack #shorts https://t.co/6DymRMc6to
- [x_raehanbobby#f5e38f2d] More highlights from the cottage. Silly stuff including a weird Snapchat pose, finally going in the water (I’m a scaredy-cat), more kayaking and hanging at the dock, and

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=111, 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=111, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=112, 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=111, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 111
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 8
- 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_raehanbobby
- Request removal: https://koinonlink.com/claim?k=x_raehanbobby
- Terms: https://koinonlink.com/for-ai