# Luova Työmaa (@tyomaa) on x

- id: koinon:creator:x_tyomaa
- url: https://koinonlink.com/kol/x/tyomaa
- schema_version: 1.4

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

## Reach
- followers: 900
- following: 1161
- posts_total: 991
- posts_observed: 8
- posts_per_day: 0.153
- account_age_days: 6461
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00111
- best_post_interactions: 1
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: 0.75
- category_source: derived_from_recent_content
- topics: brand identity and messaging, visual storytelling in design, AI in creative workflows, Nordic market positioning, creative workshop methodologies, rapid creative execution
- bio: Creative #designagency based in Helsinki and Oulu. An HTGP company.

## Audience (inferred)
- status: present
- description: Creative professionals and brand strategists in Nordic design and marketing, mainly from Finland and Sweden, interested in brand identity, visual storytelling, and AI in creative workflows
- roles: design
- seniority: practitioner
- pain_points: Struggling to create compelling brand messaging that resonates across Nordic markets, Finding it hard to integrate AI meaningfully into creative processes without losing authenticity, Need practical, actionable frameworks for creative workshops and presentations that deliver quick results
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 38
- authenticity_basis: engagement_observed
- credibility_score: 38
- 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_tyomaa#995d3892] Go West, mot Sverige. Miksi Ruotsi ei olekaan Suomi ruotsiksi? https://t.co/NjZyFZ6UYX (https://twitter.com/tyomaa/status/936193479595692032)
- [x_tyomaa#2fcb9f76] Työmaa ja Ihmeitätekevä Ikoni pohtivat Ikonin brändiviestejä ja visuaalisuutta. Napakat työpajat ja presentaatiot tuottivat tulosta vain muutamassa viikossa ja rock’n’roll-asennetta huokuva ilme ja pääviestit valmistuivat sopivasti ennen Ikonin tupareita. https://t.co/tzzlVNp0XI
- [x_tyomaa#364bcf1b] https://t.co/EPN6vR5sMN Juha Hulkko: ”Tekoäly pitää saada tekemään jotain hyödyllistä. HTGP:llä on aiheesta hyvin konkreettisia ajatuksia. Uskon, että heillä on mahdollisuuksia, vaikka yritys on vielä pieni. Olen valtavan innostunut.” Työmaa kuuluu HTGP-konserniin.
- [x_tyomaa#beaf6edf] Iida Latvala on ilokseen huomannut ihmisten muuttuneen kriisin myötä avoimemmiksi. Lue Iidan muut huomiot ja vinkit koronasta selviämiseen Työmaan tiistaitärpistä. #viestintä #avoimuus #luovatyömaa https://t.co/BneHu4UWe2
- [x_tyomaa#288a0690] Miten uutiskynnyksen yli pääsee? @V

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=0.5, freshness_days=80, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 11
- 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_tyomaa
- Request removal: https://koinonlink.com/claim?k=x_tyomaa
- Terms: https://koinonlink.com/for-ai