# Mishika (@mishikagupta.co) on tiktok

- id: koinon:creator:tiktok_mishikagupta.co
- url: https://koinonlink.com/kol/tiktok/mishikagupta.co
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: mishikagupta.co
- platform_url: https://www.tiktok.com/@mishikagupta.co
- website: https://stan.store/MishikaGupta
- country: Canada
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3797
- following: 77
- posts_observed: 2
- verified: false
- 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: software
- subcategory: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: AI for job search, Remote work opportunities, Resume and LinkedIn optimization, Career advice for non-technical roles, Leveraging AI in job hunting, Free certifications and skill-building
- bio: 🤷🏻‍♀️ Recruiter | Toronto
🩵 125K+ on IG
👩🏻‍💻 Land your Dream Job
✍🏻 Giving advice I wish I had

## Audience (inferred)
- status: present
- description: Job seekers and early-career professionals in tech and remote roles, especially those aiming to break into AI or land their first remote job
- roles: content
- seniority: practitioner
- pain_points: Spending hours applying to jobs with no response, Not knowing how to stand out without expensive courses, Struggling to break into AI roles despite lacking experience, Feeling stuck in roles that don’t match their natural strengths
- posts_analysed: 40
- confidence: 0.75

## 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: 39
- authenticity_basis: profile_shape_only
- credibility_score: 39
- 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
- [tiktok_mishikagupta.co#b444be19] One of the biggest misconceptions about working in tech is that you need to be technical. You don’t. Beyond the 5 roles I shared in this video, here are 3 MORE non-coding tech roles to put on your radar 👇 📊 Customer Success Specialist ⚙️ Sales Operations Coordinator 🤝 Partner  (https://www.tiktok.com/@mishikagupta.co)
- [tiktok_mishikagupta.co#faf5bb13] Minibar
- [tiktok_mishikagupta.co#5ca64a14] From resume tips to interview essentials, share with us your best #CareerAdvice to ace that interview or level up

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=39, 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=0, 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=39, 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=39, method=platform_profile

## Freshness
- profile_checked_days_ago: 39
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

## AI retrieval
- indexing_requests: 1
- 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_mishikagupta.co
- Request removal: https://koinonlink.com/claim?k=tiktok_mishikagupta.co
- Terms: https://koinonlink.com/for-ai