Data that supports a specific decision
For teams that have reports and platforms but lose time reconciling numbers, debating definitions or explaining too late why a measure changed.
The operating constraint
A dashboard does not fix conflicting data or replace a well-framed business question. iQbizz starts with the decisions that must be made, verifies sources and definitions, then builds flows and views that show what happened, why it happened and where action is required.
Monthly reporting takes days and includes manual corrections that are difficult to reproduce.
Definitions of revenue, active customer, conversion or performance differ between departments.
Dashboards contain many charts but no thresholds, owners or actions.
Data cannot be reconciled to the financial, commercial or operational source.
Fit
Leadership receiving different figures for the same measure.
Sales, marketing, e-commerce or operations teams dependent on manually consolidated files.
Companies with Power BI, Qlik, Excel or platform data but no stable measurement model.
Execution
Operating method
Power BI, DAX, Qlik, advanced Excel, Amazon Redshift, GA4, Search Console, Shopify, CRM/ERP sources, SQL and Python for processing and validation.
We measure report preparation time, unresolved differences, source coverage, data freshness, usage and time from signal to decision. Accuracy is checked against accepted sources rather than inferred from the dashboard’s appearance.
The service cannot automatically turn incomplete data into truth. Forecasts depend on volume, history and process stability. iQbizz does not guarantee universal accuracy and does not take ownership of business definitions that require client approval.
FAQ
We start with the decision and data lineage. The dashboard follows once definitions and sources can be verified.
Yes. They can act as a temporary source or prototype stage with explicit version and validation rules.
Not always. Volume, frequency, source count and control requirements determine whether it is justified.
We trace the definition, filters, extraction time and transformations to source, then document the accepted rule.
Services
Next step
The first conversation establishes the current situation, available evidence and whether this service is the right starting point. If the underlying issue belongs elsewhere, we recommend the correct route before work begins.