Explore Tasks
Define, monitor and review data-service reliability objectives
Service owners receive SLOs tied to consumer needs with monitoring and an error-budget decision process.
2jobs do it
5jobs help with it
27skills it needs
- Data Engineer
- Platform Engineer
- Lead Data Engineer
- Lead Engineer
- Engineering Manager
- Head of Engineering
- Engineering Director
Does itHelps with it
- Reading and tracing unfamiliar code
- Reviewing human- and AI-generated code changes for correctness and risk
- Sampling and reviewing a team's work against standards
- Diagnosing misleading data visualisations
- Verifying reports and dashboards before and after release
- Verifying AI-assisted outputs against sources
- Disclosing AI contribution to professional work
- Testing competing explanations with discriminating evidence
- Independently checking analytical conclusions and claims
- Escalating unresolved risks with evidence and clear ownership
- Giving specific developmental feedback on data and AI work
- Judging the materiality of defects and deficiencies for the intended use
- Gating releases on evidence with rollback ready
- Designing automated pipelines and processes that fail safely and recover
- Evaluating software architecture for data and AI systems
- Setting and reviewing reliability objectives and error budgets for data and AI services
- Assessing data-service continuity and recoverability
- Monitoring data quality and freshness in production
- Recovering data pipelines safely
- Evaluating service performance and quality trade-offs
- Identifying and quantifying decision downside and exposure
- Making accountable decisions under uncertainty
- Revising prior decisions when evidence changes
- Reasoning about systems, feedback and second-order effects
- Facilitating group decisions using disputed evidence
- Rating risks against appetite and choosing proportionate treatment
- Recognising and resolving ethical conflicts in data and AI work
Paths that teach the skills it needs
Skill Path
Data Literacy for Business Decisions
Judge whether a business claim from a table, KPI, chart or dashboard really holds up.
- Modules
- 5 open
- Practice data
- Raket Parts
Skill Path
Diagnostic Investigation and Root Cause Analysis
Resolve contradictory evidence and find, verify and prevent the causes of business and data anomalies.
- Modules
- 5 open
- Practice data
- Raket Parts
Skill Path
Strategic and Commercial Decisions: Options, Trade-offs and Priorities
Frame and decide commercial and strategic options, prioritise portfolios under capacity and review decisions afterwards.
- Modules
- 5 open
- Practice data
- Raket Parts
Coming soonData Product Reliability: Release Gates, Service Levels and Incidents