# Tech_With_Murrad (@tech_with_murrad) on tiktok

- id: koinon:creator:tiktok_tech_with_murrad
- url: https://koinonlink.com/kol/tiktok/tech_with_murrad
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: tech_with_murrad
- platform_url: https://www.tiktok.com/@tech_with_murrad
- website: https://www.skool.com/coderco-community/about
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 21102
- following: 319
- 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: software
- subcategory: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: DevOps career entry and skill-building, Tech job hunting and interview strategies, Mindset and discipline for long-term tech success, Avoiding grifters and low-value tech education, Remote/Dubai tech opportunities and relocation
- bio: Lead DevOps Engineer 💻 | Dubai📍

DM me "ROADMAP" to get started

Join My FREE DevOps Academy ⬇️

## Audience (inferred)
- status: present
- description: Aspiring DevOps engineers and career switchers aiming to break into tech roles, often from IT support backgrounds, seeking remote or Dubai-based opportunities
- roles: dev
- seniority: learner
- pain_points: Struggling to escape IT support or low-value roles into higher-paying DevOps positions, Wasting time and money on ineffective courses or mentors that don't deliver results, Navigating ambiguous promotion criteria and interview processes in competitive tech markets, Balancing the long grind of skill-building with real-world job market rejections and cost-of-living pressures
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 48
- authenticity_basis: profile_shape_only
- credibility_score: 48
- 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
- [tiktok_tech_with_murrad#740a7672] Real entrepreneurship takes years, not months. Comment “Tech” to start your tech journey now. (https://www.tiktok.com/@tech_with_murrad)
- [tiktok_tech_with_murrad#24ec731e] original sound - tech_with_murrad
- [tiktok_tech_with_murrad#7c9243f8] Check out Tech_With_Murrad’s video! #TikTok >
- [tiktok_tech_with_murrad#65698c4f] Grifter or value builder. Know the difference. Comment “Tech” to start your tech journey now.
- [tiktok_tech_with_murrad#65b64b32] The grass only looks greener from a distance. Comment “Tech” to start your tech journey now.
- [tiktok_tech_with_murrad#6b7e645e] Search:
- [tiktok_tech_with_murrad#13d33980] greener grass
- [tiktok_tech_with_murrad#18d17a60] Being good at your job isn’t enough. You have to be seen. Comment “Tech” to start your tech journey now.

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=80, 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=78, 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=80, 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=80, method=platform_profile

## Freshness
- profile_checked_days_ago: 80
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

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