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Data & AI | Reading Module

Data and AI Incident Analytics and MTTx

Status: Not Started | Pass threshold: 100% | Points: 95

L2 25 min

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Learning Guidance

Objectives

  • Capture timeline fields required for consistent MTTx reporting.
  • Compute MTTD, MTTA, MTTI, and MTTR using shared definitions.
  • Separate mitigation from true resolution in incident summaries.

Evidence To Capture

  • Timeline with milestone timestamps
  • Evidence links per milestone
  • Impact scope and owner routing details

Source Artifacts

Internal source references are available for maintainers but are not exposed in deployed environments.

Field Evidence

Real incidents related to what you're learning.

01KHZ2GJPKZ7XJBHEEE6FA8AFQ

2/21/2026 | n/a

medium

Unable to submit report in HutBot app for store 1PR328-42 due to frozen submit option

A report could not be submitted to store 1PR328-42 using the HutBot app, as the submit option is frozen and the data is not backed up on the mobile device.

shared Keywords: dataRoot cause (data) aligns with L2 focus

Study Incident →

01KHY3ZT22G0S6EV1D4S8AVBHY

2/20/2026 | n/a

medium

Incorrect Champs ID for KFC 147 and KFC137 in reporting

An error with the CHAMPS ID has been reported for KFC stores 147 and 137 in reporting, specifically affecting the Domo Reports - Aggregator Data application ...

shared Keywords: dataRoot cause (data) aligns with L2 focus

Study Incident →

01KHY27W02P4MQJSGXFC323JV5

2/20/2026 | n/a

medium

Lower than usual payment authorization attempts detected by tender type for ph_mx

• Org: ph_mx • Env: • Service: payment-dgs • TenderType: **Key Information** • Payment authorization attempts are lower than usual. • This anomaly tracks pay...

commerce Keywords: detectedRoot cause (data) aligns with L2 focus

Study Incident →

Module Content

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Key Takeaways

  • triggered_at: first reliable incident signal
  • detected_at: first IM acknowledgement
  • owner_engaged_at: owner accepts action
  • mitigated_at: impact starts recovering
  • resolved_at: customer journey confirms recovery

Overview

Use this model for Data and AI incident reviews and gate readiness checks.

Required Fields

  • triggered_at: first reliable incident signal
  • detected_at: first IM acknowledgement
  • owner_engaged_at: owner accepts action
  • mitigated_at: impact starts recovering
  • resolved_at: customer journey confirms recovery

Formulas

  • MTTD = detected_at - triggered_at
  • MTTA = owner_engaged_at - detected_at
  • MTTI = mitigated_at - detected_at
  • MTTR = resolved_at - triggered_at

Quality Rules

  1. Use explicit date/time + timezone for all milestones.
  2. Attach evidence links for each timeline mark.
  3. Confirm customer impact and blast radius before closure.
  4. Capture follow-up monitor/runbook action for durable improvement.

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