Explore Tasks
Model the workforce plan and organisation design options with cost and people impact
A business leader and HR leadership receive organisation or headcount scenarios (structure, spans and layers, roles affected, cost, capability and equality impact) with a recommended option and the data limits behind it.
1job does it
7jobs help with it
62skills it needs
- HR Business Partner
- Analytics Lead
- Finance Business Partner
- People Analyst
- HR Business Partnering Manager
- Head of HR
- HR Director
- Chief People Officer
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
- Interpreting averages, weighted measures and mix effects
- Interpreting trends and seasonality
- Variance analysis
- Analysing business drivers and contributions
- Forecasting business trends and turning points for planning
- Designing and comparing decision scenarios
- Communicating quantified uncertainty
- Presenting and defending evidence-based recommendations to decision-makers
- Designing auditable decision models
- Interpreting budgets and planning assumptions
- Analysing costs, allocation and margin drivers
- Building driver-based financial forecasts
- Diagnosing forecast accuracy and bias and comparing methods fairly
- Constructing a controlled cash-flow plan
- Analysing working-capital drivers and cash conversion
- Testing investment business cases under uncertainty
- Interpreting workforce metrics and populations
- Explaining how business events flow into accounting records
- Analysing pay equity with raw and adjusted pay gaps
- Fitting, checking and interpreting inferential regression models
- Reading data tables: rows, fields, types and units
- Interpreting missing and unavailable data
- Judging whether a change exceeds normal variation
- Describing distributions with summaries and plots
- Comparing groups
- Interpreting correlation without inferring cause
- Writing evidence-led findings and auditable recommendations with their limits
- Recognising personal data and privacy duties
- Assessing lawful basis, purpose compatibility and minimisation for data reuse
- Controlling disclosure risk in shared data and outputs
- Analysing staged funnels: conversion, time in stage and slippage
- Investigating workforce movement and attrition trends
- Building cohort and retention analyses with correct denominators
- Identifying and quantifying decision downside and exposure
- Prioritising work by evidenced value, cost, risk and confidence
- Eliciting the decision behind an analytical request
- Judging whether external evidence applies to the decision context
- Comparing options against explicit decision criteria
- Making accountable decisions under uncertainty
- Reasoning about systems, feedback and second-order effects
- Appraising options on a common incremental basis against a do-nothing baseline
- Revising prior decisions when evidence changes
- Facilitating group decisions using disputed evidence
- Rating risks against appetite and choosing proportionate treatment
- Recognising and resolving ethical conflicts in data and AI work
- Assessing data-driven fairness and bias
- Diagnosing capability gaps from work evidence and planning development
- Running sensitivity and break-even analysis on model assumptions
- Modelling workforce demand and supply
- Analysing organisation structure, spans and critical-role cover
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
Exploratory Data Analysis and Pattern Discovery
Describe a distribution honestly and decide which unusual records need checking before anyone acts.
- Modules
- 5 open
- Practice data
- Raket Parts
Tool Path
Excel for Analysis and Decision Models
Build and check Excel workbooks others can trust.
- Modules
- 5 open
- Runs in
- Your browser
Coming soonFinancial Modelling and Decision SupportPeople and Workforce Analytics