Semantic Insights

This dashboard visualizes real-time insights derived from our survey Knowledge Graph. Each chart title links to a live SPARQL verification query (format: text/x-html+tr) executed against the Gemini Shared Ontology.

Primary Productivity Bottlenecks

Quantitative impact of legacy systems vs. organizational friction

Query: Productivity Frictions 
PREFIX : <>
PREFIX schema: <>

SELECT ?bottleneck (COUNT(?s) AS ?count) (SAMPLE(?s) AS ?sampleEntry)
WHERE {
  ?s a schema:SurveyResponse ;
     :biggestbottleneck ?bottleneck .
}
GROUP BY ?bottleneck
ORDER BY DESC(?count)
LIMIT 10

AI Adoption Status

Query: AI Maturation 
PREFIX : <>
SELECT ?status (COUNT(?s) AS ?count) (SAMPLE(?s) AS ?sampleEntry)
WHERE {
  ?s :aiadoption ?status .
}
GROUP BY ?status

Orchestration Tools

Query: Pipeline Control 
PREFIX : <>
SELECT ?tool (COUNT(?s) AS ?count) (SAMPLE(?s) AS ?sampleEntry)
WHERE {
  ?s :orchestration ?tool .
}
GROUP BY ?tool
ORDER BY DESC(?count)
LIMIT 10

Storage Strategies

Query: Persistence Layer 
PREFIX : <>
SELECT ?storage (COUNT(?s) AS ?count) (SAMPLE(?s) AS ?sampleEntry)
WHERE {
  ?s :storageenvironment ?storage .
}
GROUP BY ?storage
ORDER BY DESC(?count)

2026 Growth Outlook

Query: Market Sentiment 
PREFIX : <>
SELECT ?growth (COUNT(?s) AS ?count) (SAMPLE(?s) AS ?sampleEntry)
WHERE {
  ?s :teamgrowth2026 ?growth .
}
GROUP BY ?growth

State of Data Modeling

Query: Schema Semantics 
PREFIX : <>
SELECT ?approach (COUNT(?s) AS ?count) (SAMPLE(?s) AS ?sampleEntry)
WHERE {
  ?s :modelingapproach ?approach .
}
GROUP BY ?approach

Desired Education Topics

Query: Skill Interests 
PREFIX : <>
SELECT ?topic (COUNT(?s) AS ?count) (SAMPLE(?s) AS ?sampleEntry)
WHERE {
  ?s :educationtopic ?topic .
}
GROUP BY ?topic
ORDER BY DESC(?count)