Open research / Open and Applied Research / Verifiable AI Systems
BY Maps: Reproducible Demographic Research
A public research material on demographic change, combining a map, research questions, and conditional scenarios. Results should be read with their source, transformation, and limitation.
The research site and repository lead to material and methodology; this card does not repeat figures without a versioned dataset reference.
- Status
- Open research
- My role
- Research framing · Data pipeline · Modelling · Visualisation
- Case published
- Updated
BY Maps / open research
Demographic change is not explained by one figure, but by connected views.
The project's original visualisation keeps observations, estimates, and conditional scenarios distinct.
A historical reading needs the source, territorial definition, date, and transformation description together.
Change outside major cities must be read with the series’ boundaries, definitions, and comparability in view.
Urban concentration is a research question that requires an explicit comparison of places and periods.
Scenarios are conditional models with assumptions, not a description of a future state.
Research scope
BY Maps is presented here as public research material about demographic change. It combines a map, questions for investigation, and conditional scenarios; it is not a substitute for the source material or a single headline figure.
Source boundary
Each observation needs a visible source, territorial definition, date, value type, and transformation. A public link does not by itself establish that a number is comparable, current, or appropriate for a new claim.
Reading a visualisation
A visual can make a pattern easy to notice while hiding a boundary change, a missing series, or an interpolation. The page therefore treats the map as an interface to material that must still be inspected, not as proof by itself.
Conditional scenarios
Historical observations and conditional scenarios are distinct kinds of material. A scenario depends on stated assumptions and is not presented here as a description or promise of a future state.
Method
The case describes a reproducibility-oriented approach: preserve source context, record transformations, keep checks visible, and make limitations part of the reading path. The linked research material and repository are the places to inspect their own current documentation.
Role and review boundary
The work described on this site concerns research framing, the data pipeline, modelling, and visualisation. This case page does not make a numerical claim without a versioned dataset reference and a reproducible definition of the measure.
Limitations
Comparability depends on source quality, changing boundaries, definitions, and transformations. The page does not establish causal explanations, precision of an external dataset, or the outcome of any scenario.
08 / Evidence
Public artifacts and related material
BY Maps interactive research
Interactive map and public research materials.
- Access
- public
- Publisher
- Sergey Avdeychik
- Date
BY_maps repository
Project code and artifacts.
- Access
- public
- Publisher
- Sergey Avdeychik
- Date