cq_id
stringclasses
6 values
stakeholder
stringclasses
6 values
question
stringclasses
6 values
why
stringclasses
6 values
what
stringclasses
6 values
graph_hint
stringclasses
6 values
linked_datasets
sequencelengths
2
3
created_at
timestamp[ms]
ARP_001
Airline Route Planner
I need to reroute a cargo flight originally set to land in Hong Kong on March 22. What are the fastest alternative routes that minimize delays and cost?
Prevent excessive delays, avoid costly diversions, and ensure cargo integrity.
Alternative routes considering operational airports and cargo capacity
(Airport)-[ROUTE_TO]->(Airport), (Airport)-[AFFECTED_BY]->(Restriction)
[ "OPENSKY_FLIGHTS", "FAA_ASDI", "EUROCONTROL" ]
2025-01-31T23:56:57.792000
AOM_001
Airport Operations Manager
Crew shortages and customs delays are increasing at my hub today. Where should I allocate additional staff to prevent bottlenecks?
Ensure smooth operations by proactively reallocating resources.
High-impact nodes and bottleneck points in airport network
(Airport)-[HAS_DELAY]->(DelayEvent)-[AFFECTS]->(Operation)
[ "FAA_ASDI", "OPENSKY_FLIGHTS" ]
2025-01-31T23:56:57.792000
CRC_001
Crisis Response Coordinator
A major hub is shutting down due to new restrictions. Based on past events, where will cascading delays emerge next?
Predict downstream disruption and prepare alternative strategies.
Cascading effects and probable failure propagation patterns
(Hub)-[SHUTDOWN]->(Event)-[CAUSES]->(Delay)
[ "GDELT_EVENTS", "OPENSKY_FLIGHTS", "FAA_ASDI" ]
2025-01-31T23:56:57.792000
SCC_001
Supply Chain Coordinator (Pharma)
A vaccine shipment is delayed. Which logistics partner has the highest reliability score for urgent rerouting?
Minimize temperature-sensitive cargo risk by selecting the best carrier.
Historical performance metrics for logistics partners
(LogisticsPartner)-[HANDLES]->(Shipment)-[HAS_METRIC]->(Performance)
[ "UN_COMTRADE", "OPENSKY_FLIGHTS", "POWEROUTAGE_US" ]
2025-01-31T23:56:57.792000
DSA_001
Disaster Simulation Analyst
If we replay the events of March 2020, but introduce an earlier intervention (e.g., rerouting flights sooner), how much would delay times be reduced?
Compare past crisis responses with alternative strategies to quantify impact.
Impact of different intervention timing on system performance
(Event)-[TRIGGERS]->(Response)-[RESULTS_IN]->(Outcome)
[ "GDELT_EVENTS", "JHU_COVID", "OPENSKY_FLIGHTS" ]
2025-01-31T23:56:57.792000
LOAI_001
Logistics Optimization AI Engineer
Can we predict the probability of an airport becoming a bottleneck in the next 24 hours?
Optimize cargo distribution and prevent avoidable disruptions.
Bottleneck risk scores based on historical patterns
(Airport)-[EXPERIENCES]->(Congestion)-[PREDICTED_BY]->(Pattern)
[ "OPENSKY_FLIGHTS", "FAA_ASDI", "GDELT_EVENTS" ]
2025-01-31T23:56:57.792000

Dataset Card for dwb2023/crisis_prediction_competency_questions

Purpose
A collection of stakeholder-specific competency questions that define the requirements and capabilities of the crisis prediction system.

Schema Description

Field Name Data Type Description
cq_id string Unique identifier for the competency question
stakeholder string Type of user/role the question is relevant for
question string The actual competency question text
why string Business/operational context for the question
what string Essential insights to be gained from answering
graph_hint string Graph pattern used to answer the CQ
linked_datasets sequence[string] List of dataset IDs that support answering this CQ
created_at timestamp[ms] When the competency question was added

Example Entry

{
    "cq_id": "AIRLINE_CQ1",
    "stakeholder": "Airline Route Planner",
    "question": "I need to reroute a cargo flight originally set to land in Hong Kong. What are the fastest alternative routes?",
    "why": "Prevent excessive delays and ensure cargo integrity",
    "what": "Alternative routes considering operational airports and capacity",
    "graph_hint": "(Flight)-[DISRUPTED_BY]->(Policy)",
    "linked_datasets": ["OPENSKY_FLIGHTS", "FAA_ASDI"],
    "created_at": 1706745600000
}
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