Explore Tasks
Prioritise product outcomes
A product team receives an evidence-ordered backlog or roadmap with expected outcomes and stated uncertainty.
2jobs do it
3jobs help with it
31skills it needs
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
- Tracing data lineage upstream and downstream
- Designing experiments
- Communicating quantified uncertainty
- Designing and versioning data contracts for consumers
- Designing decision-oriented research with customers, users or employees
- Interpreting customer feedback and qualitative evidence
- Defining measurable outcomes and leading indicators
- Prioritising work by evidenced value, cost, risk and confidence
- Evaluating product outcomes and metric integrity
- Diagnosing operational handoffs and flow
- Making accountable decisions under uncertainty
- Revising prior decisions when evidence changes
- Mapping stakeholders' decisions, constraints and needs
- Building cohort and retention analyses with correct denominators
- Identifying and quantifying decision downside and exposure
- 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 soonProduct and Digital Behaviour Analytics