# Unisa Research (@UnisaRandI) on x

- id: koinon:creator:x_unisarandi
- url: https://koinonlink.com/kol/x/UnisaRandI
- schema_version: 1.4

## Identity
- platform: x
- handle: UnisaRandI
- platform_url: https://twitter.com/UnisaRandI
- website: https://www.unisa.ac.za/sites/corporate/default/Research-&-Innovation
- country: South Africa
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 4679
- following: 150
- posts_total: 3703
- posts_observed: 1
- posts_per_day: 0.949
- account_age_days: 3904
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00043
- best_post_interactions: 2
- 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
- category_confidence: 0.9
- category_source: derived_from_discovery_path
- topics: Postgraduate research training workshops, Academic administrative systems rollout, Turnitin workshops, EU-funded research and foresight studies
- bio: Unisa’s Research, Postgraduate Studies, Innovation & Commercialisation Portfolio generates socially relevant knowledge to influence industries and society.

## Audience (inferred)
- status: present
- description: Unisa postgraduate students and researchers seeking training on academic tools and admin systems
- roles: none
- seniority: learner
- pain_points: Navigating university research admin systems like online exams, Accessing Turnitin and plagiarism tools, Finding relevant postgraduate workshops and schedules, Staying updated on EU-funded research opportunities
- posts_analysed: 5
- confidence: 0.4

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

## Quality signals
- authenticity_score: 76
- authenticity_basis: engagement_observed
- credibility_score: 76
- 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_unisarandi#bc73b6b5] A workshop on "Turnitin" has been loaded on our YouTube channel. Please don't forget to subscribe and click on the bell icon to get notified when new uploads are added. https://t.co/iD9zUCcKnD (https://twitter.com/UnisaRandI/status/2072982586956140738)
- [x_unisarandi#e253500b] A workshop on "Rollout of the M&D Online Examination Administrative System" has been loaded on our YouTube channel. Please don't forget to subscribe and click on the bell icon to get notified when new uploads are added. https://t.co/mGuvotsynj
- [x_unisarandi#00cce8ef] Join the College of Graduate Studies @unisa for the 6th Foresight Studies Working Group workshop: "EU-Funded Research". Join us on this link: https://t.co/EcLDrmGLyV More info👇 https://t.co/lxkkLeuNSI
- [x_unisarandi#c6adc236] Postgraduate Research Training Workshops Schedule for 4–6 August 2026 4 Aug - https://t.co/doezuWfKx7 5 Aug - https://t.co/TcFiGCF3bF 6 Aug - https://t.co/GGDbHI5QLD 6 Aug - https://t.co/j4bsW3MShF More info 👇 https://t.co/oNeYY7SieJ
- [x_unisarandi#933e830e] Catch today'

## 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=85, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=85, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=85, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=85, 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=85, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=120, 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=85, 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=120, 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=120, method=platform_profile

## Freshness
- profile_checked_days_ago: 120
- content_analysed_days_ago: 85
- audience_updated_days_ago: 85

## AI retrieval
- indexing_requests: 6
- 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_unisarandi
- Request removal: https://koinonlink.com/claim?k=x_unisarandi
- Terms: https://koinonlink.com/for-ai