Category Developed Research Tools

A collection of analytical tools and visualization platforms developed by CETLER Lab. Each tool is designed to support evidence-based decision-making in tourism economics, regional planning, and infrastructure development.

GeoTour Data Analytics Model

This model is designed to integrate and harmonize heterogeneous datasets, enabling a comprehensive, data-driven assessment of tourism trends, private sector activity, and urban mobility patterns. By systematically combining lodging statistics (including traditional accommodations and private-sector platforms such as Airbnb), granular…

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Accessibility Analysis

This model empowers users to conduct reachable range analysis by leveraging various transit modes including walking, driving, cycling, and bus across customizable time frames. Users can further enhance accuracy by incorporating either real-time or historical traffic data. Once the isochrone…

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Guest Nights

The Guest Nights Model is a platform that seamlessly integrates data from accommodation providers and business registries, facilitating a holistic evaluation of tourism dynamics and their economic contributions. By integrating information from these diverse sources, the system delivers granular insights…

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Tourism Economy on The Map

The geo-economic analysis model leverages financial datasets from corporate entities to elucidate economic activities associated with tourism. This analytical framework integrates geospatial and economic variables, enabling users to delineate study areas at multiple spatial scales such as counties, municipalities, or…

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Traffic Flow Analysis

This model enables efficient and high-precision analysis of traffic flow data collected from the nation’s traffic safety cameras (speed cameras), which capture vehicular passages with ~95% accuracy. The system supports both individual camera analysis (e.g. localized traffic patterns) and aggregated…

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Closing the Loop: Using Automated Traffic Counters to Align Trail Usage with Sustainable Funding

Understanding how people interact with our natural landscapes is the foundation of effective conservation and infrastructure management. In our ongoing effort to enhance the trail experience in the (Klappen, Orsa, Lindvallen), we have launched a significant data-collection initiative. We have…

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