Reconcile reports
Which totals disagree, and which source should each decision use?
Bring source totals, period boundaries and a sample of unexplained differences.
Data Intelligence PH
Start with the decision
Explore 20 business questions and the related scopes, evidence and limits.
Measure campaign results
What outcomes were recorded for the spend, period and attribution window?
Keep conversions and revenue definitions consistent across channels.
Understand price context
How do national price movements relate to the questions in your own purchasing report?
National inflation is context; it does not measure your supplier prices.
Put employment in context
What can national labor indicators tell you alongside your own workforce evidence?
Keep unemployment and underemployment denominators separate; avoid inferring local skill supply.
Compare like-for-like offers
Are product, pack, location, eligibility and validity aligned?
Real source collection remains planned; the public example is fictional.
Understand AI answers
Which fixed questions should a brand answer correctly, and with which citations?
Provider access and repeated observations are required; measurement is not live.
Reduce invoice review friction
Which exceptions prevent an invoice from reaching a human approval decision?
Use authorized samples; no autonomous posting or payment is included.
Reduce order intake friction
Which required order details are missing, ambiguous or inconsistent?
Price, credit, availability and confirmation remain controlled decisions.
Automate a bounded task
Which repeated task has clear inputs, exception rules and an accountable owner?
Start with reversible proposals and a human review checkpoint.
Define data ownership
Who can authorize a source, a metric definition and a downstream use?
List the source owner, allowed use, access and retention before integration.
Make refresh dependable
What happens when a source is delayed, unavailable or revised?
Define freshness separately from observation period and agree failure behavior.
Plan an experiment
What intervention and comparison would test the business question?
Design, sample requirements and uncertainty must precede claims of causal impact.
Scope customer research
Which customer decision needs new evidence and whose experience is missing?
This is a research-scoping conversation, not an available representative panel.
Frame a creative evaluation
What audience response would make a creative decision more defensible?
Authorized creative assets and a research design are needed; predictive scores are not offered here.
Scope competitor intelligence
Which comparisons can be supported by permitted, comparable evidence?
No licensed competitor spend, private data or comprehensive market coverage is available through this catalog.
Define brand measures
Which brand question needs tracking, with what audience and denominator?
A recurring representative brand tracker requires a separately approved research programme.
Map a customer journey
Where do customers encounter friction, and which observations support that view?
Interviews and analytics require approved scope; sketches are hypotheses until validated.
Scope CRM improvements
Which permissioned customer workflow should improve, and who can authorize the action?
CRM access, consent scope and destination controls must be agreed before activation.
Build data literacy
Can your team explain a rate, a period and a missing observation?
Use the dictionary and self-guided exercises; the community programme is still proposed.
Agree delivery acceptance
What input, artifact and observable check would prove the engagement worked?
Name the sponsor, acceptance owner, sample, success measure and support owner.