What can be analyzed
A dashboard should be tied to a management action, not just a nice chart.
- time windows and peak loads
- maps and geographic objects
- task and team status
- department comparisons
- automatic reports
Data analytics
Data Analytics and Dashboards: Interactive Maps, Metrics, Reports and Management Decisions
Data becomes useful only when it can be seen, compared and used for decisions. A dashboard should answer: what is happening, where the problem is, how the situation changes and what should be checked next.
data analyticsdashboardBIinteractive mapreports
Context
Analytics as a decision tool
We work with analytics systems that show not just numbers, but the state of a process. This may be hospital workload, transport flows, education-program activity or internal task performance.
Good analytics starts with a correct data model: units of measurement, periods, filters, sources and interpretation rules.
Interactivity
Users should quickly change periods, filters, objects, categories and detail levels. This makes a dashboard a working tool rather than a static presentation.
AI in analytics
AI can help detect anomalies, forecast workload, group similar situations or explain which factors influence a metric most.
Related work
Projects and research from the laboratory
Research Intelligent Analysis of Traffic and Congestion on Lviv Road Infrastructure A research project by the laboratory together with Lviv City Council for analysing traffic flows, intersection load and congestion factors on Lviv streets.
Research Research and Development of a CRM System for Unbroken Hospital The laboratory researched and developed a demonstrational CRM system for a medical institution: patients, staff, wards, tasks, NK 025:2021 diagnoses, PDF reports, permissions and audit logs.
FAQ
Questions partners usually ask
How is a dashboard different from a report?
A report usually records a state for a period. A dashboard allows interactive data exploration: changing filters, seeing details and quickly finding deviations.
Is a large amount of data required?
Not always. To start, quality data for a limited period is enough if it answers a practical question and has a clear structure.
Can an interactive map be built?
Yes, if data has a geographic reference: addresses, intersections, districts, routes or coordinates. A map can show load, statuses and problem areas.
Cooperation
Have a task in this direction?
The laboratory is ready to discuss research, prototypes and non-commercial projects with universities, laboratories, companies, hospitals and public institutions.