First, give conclusions that can be used for decision-making
The semantic level of the indicator corresponds to a controlled translation between the business language and the data model. It records whether the “sales” use tax-free or tax-free amounts, the date of the billing or recognition of income, the exclusion of refunds, and the organizations and channels by which users can look at them. The AI solves the problem not by guessing directly, but by choosing to approve the indicators, dimensions and filtering rules. The semantic level also retains synonyms, calibration versions and responsible persons who can explain historical and current differences when the calibre changes.
What conditions need to be identified before judgement is made?
The same question may have different answers under different business, data and project phases. It is suggested that the following conditions be checked and that the common findings on the web be incorporated into their own projects.
Suggested order of advance
First, we'll be clear about the target and the border.
The first indicators and dimensions are extracted from real problems.
Validation Key Dependence
Identification of formulae, sources, versions, responsible persons and authorities.
Development of assessable outcomes
Maps business synonyms to controlled syntax.
Make sure you decide the next step with the real results.
Checks the search results on a problem-by-issue basis with authoritative statements.
How do you understand it in the actual business?
The first tranche is considered by the sales department to be an additional customer, and the financial sector is measured by the first refund. The semantic layer retains two clear indicators, and users simply say “new customers” require a choice, not a return to a number.
The easiest pit to step on.
Only technical fields indicate that there is no business definition and responsible person
The indicator is modified to cover the historical calibre and not retain the version
The pursuit of a single governance target, with delays in validation of the first value
How should we end up receiving and confirming?
Each of the first indicators should have a name, formula, source, dimension, time calibre, version, responsible person and authority; fixed questions can be steadily mapped to the right indicators and the ambiguity clarified on its own initiative.
When preparing to communicate with suppliers or internal teams, it is recommended that current processes, representative samples, existing systems, planning time and budget levels be brought. First, the unknown items are clearly marked, and then the decision is made to use diagnostics, PoC, fixed-range projects or ongoing research and development, which is usually more reliable than a direct demand for a price and duration without borders.