# Data Science With Dennis | +1-775-242-6224 (@dswithdennis) on threads

- id: koinon:creator:threads_dswithdennis
- url: https://koinonlink.com/kol/threads/dswithdennis
- schema_version: 1.4

## Identity
- platform: threads
- handle: dswithdennis
- platform_url: https://www.threads.net/@dswithdennis
- website: https://coach.datasciencewithdennis.com/?utm_source=thrp
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2170
- posts_observed: 1
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00046
- best_post_interactions: 1
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- 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: 0.9
- category_source: derived_from_recent_content
- topics: data science career pivots, AI algorithms and fine-tuning, remote work in tech, software engineering to data transition
- bio: FREE data career coaching. Link in Bio

## Audience (inferred)
- status: present
- description: Aspiring data professionals and early-career tech workers seeking career pivots, remote work advice, and AI/data science skills
- roles: data
- seniority: learner
- pain_points: Stuck in a declining major or unfulfilling tech role, Hard work in software engineering not leading to career growth, Difficulty turning data into actionable insights with algorithms, Uncertainty about pivoting into AI or data science
- posts_analysed: 6
- confidence: 0.4

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

## Quality signals
- authenticity_score: 53
- authenticity_basis: engagement_observed
- credibility_score: 53
- 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
- [threads_dswithdennis#1a883ccb] Curious about the secret to thriving in remote work while climbing the career ladder? Find out how this unique relationship makes all the difference! tech #datascience #ai (https://www.threads.com/@dswithdennis/post/DabhKNOCsiB)
- [threads_dswithdennis#0aabb20a] Stuck in a major that’s sinking fast? 🚨 Here’s the bold truth: it might be time to pivot! Discover why changing paths could save your future! tech #ai #datascience
- [threads_dswithdennis#0b2acdb4] Ever wonder how data transforms into powerful insights? The magic lies in the right algorithms. Unlock the potential! ai #tech #datascience
- [threads_dswithdennis#793bff95] What happens next will blow your mind! Stay tuned and hit subscribe for more mind-bending content! Don’t miss out! ai #datascience #tech
- [threads_dswithdennis#0058bcc8] Ever felt like your hard work in software engineering isn't paying off? Time to flip that script! Discover why it’s all worth it! tech #datascience #ai
- [threads_dswithdennis#1b9866ea] Unlock the secrets of training AI with your own data! Curious how fine-tuning and foundational models can elevate your fie

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=109, 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=78, 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=109, 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=109, method=platform_profile

## Freshness
- profile_checked_days_ago: 109
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 9
- 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=threads_dswithdennis
- Request removal: https://koinonlink.com/claim?k=threads_dswithdennis
- Terms: https://koinonlink.com/for-ai