First, break the report into four types of content
Fixed text includes project background and methodology; project fields include the name, address, and participating organizations; time-series data includes observations, rates, and alerts; professional judgments include explanations of anomalies and conclusions. These four types of content require different update and review methods.
A field is more than just a placeholder
“Maximum settlement today” requires clearly defining the time range, positive and negative directions, whether it refers to a cumulative value or the value for the current period, the measurement-point scope, valid-data rules, and units. Binding only to database fields can easily produce reports that appear correct but use inconsistent definitions.
Tables and curves must be consistent
The same measurement point should use the same data version and time window in tables, charts, summaries, and alert records. After adding measurement points to a project, adjusting baseline values, or correcting historical data, check that the template remains accurate.
Start with a Sample, Then Schedule Tasks
First compare against a completed real-world report to verify fields, table pagination, curves, and conclusions. After that, set up daily, weekly, monthly, or summary report tasks while retaining manual review and version records.