ITSM Incident Root Cause Analysis Log Dataset

#root-cause analysis #log-based causal reasoning #incident evidence tracing #IT service management #incident troubleshooting #IT operations monitoring

4280
0.5GB
JSON
CATL
MOBIUSI INC

Updated:2026-10-25

AI Analysis & Value Prop

Covers raw incident logs from IT service disruptions, chronological event details, status changes, response actions, and recovery records, with annotated symptoms, root-cause judgments, causal chains, and diagnostic reasoning. Log evidence connects triggering conditions, incident progression, and service impact, supporting models that distinguish symptoms from root causes and perform temporal causal analysis and failure diagnosis. The dataset is suited to ITSM reasoning fine-tuning, operations troubleshooting, and post-incident reviews.

Dataset Insights

Sample Examples

{}

Technical Specifications

Field	Type	Description
file_name	string	File name
root_cause	string	The most likely underlying cause of the incident, based on evidence in the logs.
causal_chain	array	Ordered sequence connecting precipitating conditions, causal events, and resulting symptoms or impact.
event_timeline	array	Chronological reconstruction of key events, status changes, response actions, and their outcomes.
recovery_summary	string	Summary of remediation, verification, and service restoration recorded in the incident logs.
observed_symptoms	array	User-facing or system-observed symptoms, distinguished from their underlying causes.
raw_incident_logs	string	Original incident log text containing timestamped events, status changes, response actions, and recovery records.
diagnostic_reasoning	string	Explanation of how log evidence supports the root-cause judgment and distinguishes causes from symptoms.

Compliance Statement

Authorization Type	Proprietary - Commercial AI Training License (No Redistribution)
Commercial Use	Requires exclusive subscription or authorization contract (monthly or per-invocation charging)
Privacy and Anonymization	No PII, no real company names, simulated scenarios follow industry standards
Compliance System	Compliant with China's Data Security Law / EU GDPR / supports enterprise data access logs

Frequently Asked Questions

What does the dataset contain?: It includes raw incident logs, event timelines, observed symptoms, root causes, causal chains, diagnostic reasoning, and recovery summaries for analyzing incidents from onset through service restoration.

How does the dataset support root cause analysis?: Records connect log evidence with event order, symptoms, and root-cause judgments, and include diagnostic explanations. This helps train or evaluate models that distinguish visible symptoms from underlying causes.

Which tasks and use cases does it support?: It supports ITSM reasoning fine-tuning, causal reasoning, root cause analysis, and failure diagnosis, as well as operations troubleshooting, service outage response, and post-incident review.

How can I obtain the data, and what are the licensing terms?: Check the dataset product page or the provider's published channels for samples, delivery details, and license terms. Permitted use depends on the applicable license; no specific file format or licensing conditions are specified here.

Can't find the data you need?

Post a request and let data providers reach out to you.

Get this Dataset

Verified for Enterprise Use

Cite this Work

@dataset{Mobiusi2026,
  title={ITSM Incident Root Cause Analysis Log Dataset},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/d1c373abf2f057a57b28e54cd07b732c},
  urldate={2026-10-21},
  keywords={ITSM log dataset,incident root cause analysis,failure diagnosis data,causal reasoning training,IT operations logs,service outage analysis,event timeline,reasoning SFT data},
  version={1.0}
}

Using this in research? Please cite us.

placeholder

Products

Scene

Domain

Modality

Task