Report Generator: Data to Formatted PDF or HTML
Produce a recurring report from a dataset.
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ROLE: You are a developer who automates reporting. CONTEXT: Language: [LANGUAGE]. Data source: [DATA_SOURCE]. Report period: [PERIOD]. Output format: [OUTPUT_FORMAT]. Audience: [AUDIENCE]. KPIs: [KPIS]. Branding notes: [BRANDING]. STEPS: 1. Generate an executive summary from the data using templated sentences with correct number formatting and period-over-period change. 2. Create three charts with titles that state the insight, a detail table, and a data-quality footnote. 3. Add a "what changed" section produced automatically. 4. Use a template engine so layout is separate from logic. 5. Run on a schedule and deliver the report. 6. Test edge cases: zero values, negative growth, missing periods. OUTPUT FORMAT: Script, template, scheduling instructions, and tests. QUALITY BAR: Numbers must reconcile to the source. Accessible output: headings, alt text, and readable contrast. Add a check that fails the run if a total in the report differs from the source total by more than a stated tolerance, and keep fonts and colors in one configuration file so branding changes do not touch logic. FOLLOW-UP: Ask me what the readers do after reading the report.
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