# maddyda.techie (@maddyda.techie) on tiktok

- id: koinon:creator:tiktok_maddyda.techie
- url: https://koinonlink.com/kol/tiktok/maddyda.techie
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: maddyda.techie
- platform_url: https://www.tiktok.com/@maddyda.techie
- website: Maddydatechie.blog
- country: Vietnam
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3064
- following: 56
- posts_observed: 1
- 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: 0.8
- category_source: derived_from_recent_content
- topics: AI tools for marketing and content creation, Fintech events and digital finance trends, Crypto market reactions to macro events, Personal productivity and journaling, Everyday life vlogs and creative hobbies
- bio: Part-time tech marketer, full-time adhd
Always curious and love to share things

Links and Collab 👇🌱

## Audience (inferred)
- status: present
- description: Mixed group of AI-curious tech enthusiasts, junior marketers, and personal lifestyle followers with no clear dominant segment
- roles: none
- seniority: learner
- pain_points: Spending too much time on repetitive content production tasks, Difficulty keeping up with fast-changing AI tools and workflows, Unclear how macro events like tariffs or regulations impact personal crypto holdings
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: true
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 37
- authenticity_basis: profile_shape_only
- credibility_score: 37
- 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_maddyda.techie#1724e9ae] Alert: This isn’t me saying AI content is better. If you’re already using AI, using it only to pump out content is missing the bigger opportunity. AI makes it easier to test the market before committing real creative budget. Brands can ship faster, test faster, and get early audi (https://www.tiktok.com/@maddyda.techie)
- [tiktok_maddyda.techie#1c21bdc7] original sound - maddyda.techie
- [tiktok_maddyda.techie#aaa8b004] Check out maddyda.techie’s video! #TikTok >
- [tiktok_maddyda.techie#31ce59e0] Mng có nghĩ việc gửi CV/portfolio giờ không còn chỉ là PDF hay Canva như trước? 👀 #TeamGoogle #GoogleStudentAmbassador
- [tiktok_maddyda.techie#e2e4fc1c] It’s might be normal with y’all but I’m talking about the UX of Claude user acquisition tactics, touch the pain points, removi

## 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=53, 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=53, 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=53, method=platform_profile

## Freshness
- profile_checked_days_ago: 53
- 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_maddyda.techie
- Request removal: https://koinonlink.com/claim?k=tiktok_maddyda.techie
- Terms: https://koinonlink.com/for-ai