Data Analytics and Visualization Platforms
A curated set of data analytics and visualization dashboards of cross-country country indicators relevant to PIIAG insights and actions: the Country Benchmarking Dashboards (CBDs).
Country Benchmarking Dashboard
The Country Benchmarking Dashboard (CBD) helps visualize PFM4CA performance across a curated set of global and regional measures. PFM4CA benchmarking typically can be done through a single summary measure, as well as looking at sub-indicators.
Explore the summary mappings, as well as to review country-specific indicators simply by hovering over the maps!
Geospatial Planning and Budgeting Platform (GPBP)
Geospatial Planning and Budgeting Platform (GPBP) tools that demonstrate how data-driven decision making can inform smarter public investment and asset management outcomes within countries. These include Cost-Benefit Analysis with Climate Change Damage & Loss (D&L) analysis, Climate Change Screening (CCS) of national, sub-national and SOE investments and assets, Local Economic Development (LED) tracking across priority Property and Livability indicators derived from big data. and Public Infrastructure Access (PIA) tools that show the services provided by different types of mapped infrastructure, ranging from roads, clinics, to railways
Economic Cost Benefit Analysis (eCBA) Tool
The eCBA tool assists government officials with project planning and evaluation. It allows users to analyze and compare different project strategies (such as costs, benefits, and impacts of various project alternatives) including those related to climate change. The tool incorporates a Risk Stress Test (RiST) that quantifies potential Damage & Loss (D&L) scenarios on viability measures (including Economic Internal Rate of Return (EIRR).
Climate Change Screening (CCS) Tool
The CCS tool assesses climate change risks to public assets like roads, schools and hospitals. Using relevant data feeds and a ‘traffic light’ risk classification system, it provides insights on potential climate disruptions in local social or economic outcomes. It aids in planning adaptation and mitigation measures, and supports public investment prioritization.
Local Development Tracker (LDT)
Assess the economic and environmental performance of sub-national regions within a country, by generating Prosperity and Liability metrics from global big data sources. This helps policymakers identify which regions require future infrastructure investment to improve economic activity and address environmental issues such as air quality, deforestation and climate change.
Public Infrastructure Access (PIA) Tool
PIA assists policymakers in identifying and planning key resources such as roads, bridges, and healthcare centres. It helps to optimise the placement of new infrastructure investments. Its goal is to increase access to public services, reduce expenses, and improve the quality of life in a region, starting with greater mapping transparency over existing infrastructure assets data
Generative Artificial Intelligence
The application of generative AI to interactively distill insights key insights for public investment and asset management from curated large text references sources, including all World Bank project documents and climate action strategies across the Europe and Central Asia (ECA) region, as illustrated by the Governance Operations Analytics Tool (GOAT) and the Climate Legislative Actions Database (CLAD) for the Eastern Europe and Central Asia (ECA) region.
Governance Operations Analytics Tool (GoAT)
The Governance Operations Analytics Tool (GoAT) allows for targeted searches in core fields of the World Bank’s three operation types. These encompass Development Policy Operations (DPO), Investment Project Lending (IPL), and Program for Results (PfoR). Clusters of keywords can be mapped to a particular thematic cluster of terms, for example, focused on Public Investment Management (PIM), public asset management (PAM), or State-Owned Enterprises (SOEs).
Climate Change Legislation and Actions (CLAD) Database
The CLAD demonstrates how insights for climate action can be derived in an end-user centric manner from a curated set of strategies for each country. The tool also allows user to asses any significant legislative and policy changes that were made since the latest available Country Climate and Development Report (CCDR), and well as provide relevant updates to Climate Change Institutional Assessments (CCIA).
Climate Change Risk Threshold Database
The RTD compiles climate parameters that, when exceeded, could escalate damages and losses (D&Ls) to assets, investments, or localities. It plays a key role in climate change screening processes and assists in the identification and planning of adaptation and mitigation measures.