# Danny (@dannysoftdev) on tiktok

- id: koinon:creator:tiktok_dannysoftdev
- url: https://koinonlink.com/kol/tiktok/dannysoftdev
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: dannysoftdev
- platform_url: https://www.tiktok.com/@dannysoftdev
- country: South Africa
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 9169
- following: 142
- 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: devtools
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: software engineer day in the life, tech career and computer science degree jobs, corporate life and early career advice, AWS, cloud and tools like Replit, founder/startup side projects

## Audience (inferred)
- status: present
- description: computer science students, interns, and junior software engineers focused on tech career development and workplace life
- roles: dev
- seniority: learner
- pain_points: unsure about specific job opportunities available with a computer science degree, lacking real-world insights into daily software engineering work and workplace experiences, struggling to balance work life and personal life during early career stages, want to understand practical applications of cloud tech and AI tools but lack clear entry points
- 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: 44
- authenticity_basis: profile_shape_only
- credibility_score: 44
- 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_dannysoftdev#5e4e2d7c] Put a tie on people start taking you serious. 👨🏾‍💼💼 #payday #softwareengineer #suitandtie #corporate #techcareer (https://www.tiktok.com/@dannysoftdev)
- [tiktok_dannysoftdev#e1d4ad52] original sound - njabulojustine
- [tiktok_dannysoftdev#3b0f3b78] Easy to Love
- [tiktok_dannysoftdev#783a6e0a] When Friday finally meets payday! 💰 Treat your wishlist to cart and shop our top trending picks with exclusive weekly deals now!
- [tiktok_dannysoftdev#2c86a47e] It is a becoming a big trend on TikTok now! Click here: payday
- [tiktok_dannysoftdev#20357e70] Check out Danny’s video! #TikTok >
- [tiktok_dannysoftdev#1ab56215] Even when it’s cold in the morning damn 😭#corporatetiktok #relatable #universitylife #softwareengineer #corporate
- [tiktok_dannysoftdev#47178abc] QKThr

## 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=59, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=59, 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=59, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=70, 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=59, 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=70, 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=70, method=platform_profile

## Freshness
- profile_checked_days_ago: 70
- content_analysed_days_ago: 59
- audience_updated_days_ago: 59

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