# Thomas Cansino (@thomascansino) on tiktok

- id: koinon:creator:tiktok_thomascansino
- url: https://koinonlink.com/kol/tiktok/thomascansino
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: thomascansino
- platform_url: https://www.tiktok.com/@thomascansino
- website: fixresume.io
- country: Philippines
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 33181
- following: 30
- posts_observed: 4
- 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: 0.88
- category_source: derived_from_recent_content
- topics: ATS-friendly resume formatting and templates, Career shifting from civil engineering to software engineeri, Resume tips for fresh grads and job seekers, Building portfolios and projects for tech applications, Job application strategies and interview prep

## Audience (inferred)
- status: present
- description: Filipino job seekers, fresh graduates, and career shifters aiming to enter software engineering or tech roles from non-tech backgrounds
- roles: none
- seniority: learner
- pain_points: Resumes not passing ATS or getting ignored by recruiters, Lack of relevant experience or portfolio when applying to tech jobs, Difficulty transitioning from civil engineering or unrelated fields into software roles, Uncertainty on how to write bullet points, keywords, and format resumes effectively
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.5
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 51
- authenticity_basis: profile_shape_only
- credibility_score: 51
- 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_thomascansino#b32b5b4f] Sige lang maliitin niyo lang pagpalit ng format to being ATS-friendly para hindi kayo sa bigger companies ma-hire. 😅 #careershift #Tech #webdev #resume #tips (https://www.tiktok.com/@thomascansino)
- [tiktok_thomascansino#0b3b0fd3] original sound - thomascansino
- [tiktok_thomascansino#b080d1c7] It is a becoming a big trend on TikTok now! Click here: careershift
- [tiktok_thomascansino#f3b8d9a6] Check out Thomas Cansino’s video! #TikTok >
- [tiktok_thomascansino#e42f8e60] this course helped me shift from civil engr to software engr industry. #careershift #civilengineering #workfromhome #webdevelopment #course
- [tiktok_thomascansino#fa342387] Growing up, i've always wanted to be an engineer. I guess life has its own way of redirecting things. #careershift #civilengineering #workfromhome
- [tiktok_thomascansino#13f7d18b] original sound - bakrsz
- [tiktok_thomascansino#907705ae] back to friends

## 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=29, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=29, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=29, 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=12, 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=12, 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=12, method=platform_profile

## Freshness
- profile_checked_days_ago: 12
- content_analysed_days_ago: 0
- audience_updated_days_ago: 29

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