Sample industry notebooks using Delta and liquid clustering
There's a number of sample notebooks here for many industries demonstrating aspects of AIDP workbench as well as simple business benefits for each of the use cases. Try these out and let me know what you think and if you would like to see other illustrations.
Financial Services
- Business benefits
- Reduce fraud losses with fresher features and faster triage
- Shorten dispute resolution and improve customer trust
- Strengthen regulatory reporting with governed lineage
- Typical analytics
- Transaction analysis by type and risk
- Merchant category spend and monthly net flow
- Account history lookups for care/disputes
- Cluster by: (account_id, transaction_date)
Notebook: financial_services_delta_liquid_clustering_demo.ipynb
Telecommunications
- Business benefits
- Improve FCR/AHT by surfacing subscriber context instantly
- Shorten MTTR by triaging tower quality dips
- Optimize plans and promotions with usage trends
- Typical analytics
- Subscriber usage sessions and signal quality
- Tower utilization and incident ranking
- Month‑to‑month growth and quality
- Cluster by: (subscriber_id, usage_date)
Notebook: telecommunications_delta_liquid_clustering_demo.ipynb
Retail
- Business benefits
- Lift revenue and margin with faster merchandising insights
- Elevate CX with instant customer purchase history
- Improve marketing ROI via cohort/segment trends
- Typical analytics
- Sales by category and store performance
- Customer segmentation by spend/lifetime value
- Monthly transactions and revenue trends
- Cluster by: (customer_id, purchase_date)
Notebook: retail_delta_liquid_clustering_demo.ipynb
Healthcare
- Business benefits
- Improve care quality and time-to-decision.
- Operational efficiency and throughput.
- Compliance, privacy, and cost control.
- Typical analytics
- Physician workload
- Severity distribution by severity
- Diagnosis frequency analysis
- Cluster by: (patient_id, diagnosis_date)
Notebook: healthcare_delta_liquid_clustering_demo.ipynb
Hospitality
- Business benefits
- Increase RevPAR/ADR with high‑value booking detection
- Boost loyalty and CX with instant guest history
- Optimize channel mix and pricing
- Typical analytics
- Guest loyalty and satisfaction trends
- Room type/channel performance
- Monthly booking and revenue trends
- Cluster by: (guest_id, booking_date)
Notebook: hospitality_delta_liquid_clustering_demo.ipynb
Insurance
- Business benefits
- Speed claims adjudication and reduce cycle time
- Detect fraud/risk earlier with near‑real‑time signals
- Strengthen auditability and compliance reporting
- Typical analytics
- Claims risk and processing efficiency
- Policy type performance and payouts
- Monthly volumes and average risk
- Cluster by: (customer_id, claim_date)
Notebook: insurance_delta_liquid_clustering_demo.ipynb
Manufacturing
- Business benefits
- Reduce downtime with proactive maintenance visibility
- Contain scrap early and improve FPY/PPM
- Balance throughput and labor using cycle‑time trends
- Typical analytics
- Equipment performance and defect rates
- Line efficiency and product type quality
- Monthly production and active machines
- Cluster by: (machine_id, production_date)
Notebook: manufacturing_delta_liquid_clustering_demo.ipynb
Energy and Utilities
- Business benefits
- Lower outage risk by catching peak demand spikes
- Reduce losses with efficiency/consumption trends
- Accelerate billing validation and regulatory readiness
- Typical analytics
- Meter performance and location‑based usage
- Energy‑type efficiency profiles
- Daily and monthly consumption/peak patterns
- Cluster by: (meter_id, reading_date)
Notebook: energy_delta_liquid_clustering_demo.ipynb
Media and Entertainment
- Business benefits
- Improve personalization, CTR, and session length
- Surface hits quickly for programming/editorial
- Optimize ad load and QoE by device
- Typical analytics
- User engagement and content performance
- Device usage and hourly patterns
- Monthly engagement and active users
- Cluster by: (user_id, engagement_date)
Notebook: media_delta_liquid_clustering_demo.ipynb
Real Estate
- Business benefits
- Price with confidence using property history
- Detect high‑value activity and market shifts
- Optimize holding strategies and exits
- Typical analytics
- Property value and price‑per‑sqft
- Location/type trends and days‑on‑market
- Monthly market volume and averages
- Cluster by: (property_id, transaction_date)
Notebook: real_estate_delta_liquid_clustering_demo.ipynb
Education
- Business benefits
- Intervene earlier to raise mastery and engagement
- Prioritize support lists and track outcomes
- Plan curriculum/resources with trend insights
- Typical analytics
- Student performance and engagement correlations
- Grade‑level progression
- Monthly academic trends and active students
- Cluster by: (student_id, assessment_date)
Notebook: education_delta_liquid_clustering_demo.ipynb
Transportation
- Business benefits
- Improve on‑time performance with fresher telematics
- Reduce operating cost via route/asset optimization
- Elevate safety and compliance
- Typical analytics
- Vehicle/driver timelines and incident triage
- Route/stop performance and demand patterns
- Monthly utilization and dwell trends
- Cluster by: (vehicle_or_shipment_id, event_time)
Notebook: transportation_delta_liquid_clustering_demo.ipynb
Oracle AIDP Workbench with Delta Liquid Clustering turns industry analytics into a governed, high‑performance operating model, try these out, share your feedback and let me know if you want to see specific use cases!
Cheers
David
Comments
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Great set of notebook to illustrate what is possible
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