Stage 2: Learn the methods, identify the required data, select the tools and run a basic analysis 01 Set objectives 02 Make a plan for health impact assessment 03 Select HIA tools 04 Prepare data - Air pollution 05 Prepare data - Population 06 Prepare data - Health statistics 07 Select a concentration-response function (CRF) 08 Run the analysis (including sensitivity analysis) 09 Implement a communication plan Stage 2: Learn the methods, identify the required data, select the tools and run a basic analysis Having in Stage 1 learned the basic methods for performing an HIA, identified the basic data required, and determined what HIA tool you will use to estimate counts of pollution-related premature deaths and illnesses, you are now ready to begin quantifying impacts. In Stage 2, you will draw upon readily available health, population and air quality input data; these will often be reported at the national or subnational level. You will select concentration-response relationships from regional or global epidemiology studies, often only quantifying a limited number of health outcomes due to the lack of background health data. In Stage 2, you can answer general policy questions regarding the overall burden of poor air quality but may not be able to evaluate specific policies. Key objectives:Select readily available input data, such that you have the population counts, baseline incidence rates, pollutant concentrations and concentration-response parameters needed to quantify effects.Identify one or more general policy questions that your HIA will attempt to answer. You will find below the Health Impact Assessment Guidance for Stage 2. Stage 1, Stage 3, Stage 4, and Stage 5 are also available. If you are unsure which Stage best applies to your current circumstances, take the Interactive Questionnaire to find out. 01 Set objectivesAgree with key stakeholders what question you are seeking to answer through a health impact assessment and why. For example, you may want to know the number of deaths and illnesses associated with air pollution in a specific location or the government may want to estimate the benefits of implementing a specific policy. At this Step, you should consider whether to first conduct a screening assessment to provide a basic understanding of who is potentially affected, the impact, if any, on health as well as the potential scale of any impacts before proceeding to a full health impact assessment. It may be useful to refer back to the Emission Inventory or Decision Support guidance to inform objectives or questions for analysis. Introduction to Health Impact Assessment of Air Pollution 2024 Online Training & Resources Two Decades of Air Pollution Health Risk Assessment: Insights From the Use of WHO’s AirQ and AirQ+ Tools 2024 Scientific publications Previous Next Show Supporting Resources Hide Supporting Resources 02 Make a plan for health impact assessmentBased on the objectives set in Step 1, your jurisdiction's air quality and health staff should meet jointly to plan for a health impact assessment. Working collaboratively, you should develop a plan - following some of the guidance provided below - to gather appropriate baseline health data that is representative for your jurisdiction, to dedicate staff who will learn the appropriate tools and conduct the assessments, and to ensure you have the budgetary resources and buy-in from management to support the assessment process and utilize the results. Generic guidelines and tools: Policy brief 4 on health impact assessments and incorporating health into environmental assessments 2023 Guidelines, Tools & Models City Solutions Toolkit: Health impacts assessment tools for cities 2021 Guidelines, Tools & Models The Health Impact Assessment (HIA) Resource and Tool Compilation: A Comprehensive Toolkit for New and Experienced HIA Practitioners in the U.S. 2016 Guidelines, Tools & Models Previous Next Show Supporting Resources Hide Supporting Resources 03 Select HIA toolsA range of appropriate tools were listed under Step 5 of Stage 1. Based on your review of these tools, decide with your team on the most appropriate tool for your project. When choosing a tool, you should consider what data you have available and whether the outputs will answer the question you have identified in Step 1. Some decision support tools (e.g., GAINS or LEAP-IBC) include estimates of health effects and may be a good option if you are using them for other aspects of policy analysis. AirQ+: software tool for health risk assessment of air pollution Guidelines, Tools & Models Environmental Benefits Mapping and Analysis Program-Community Edition (BenMAP-CE) Guidelines, Tools & Models Air Quality Benefits Assessment Tool (AQBAT) 2025 Guidelines, Tools & Models Survey of Ambient Air Pollution Health Risk Assessment Tools 2016 Scientific publications Previous Next Show Supporting Resources Hide Supporting Resources 04 Prepare data - Air pollutionYou will need information about the amount of air pollution that people are exposed to and, if analyzing the impacts of a policy change, the estimate of the change in air pollution that is expected to result from that policy change. The format of the data required will depend on the tool you are using. It is possible to use data for a range of spatial (i.e., geographic region) and temporal (i.e., time period) scales. However, the spatial and temporal scales should be the same across all data sets (e.g., air pollution, population, and health statistics). Earth Data Search Database Fine particulate matter air pollution and health implications for Nairobi, Kenya 2024 Scientific publications Previous Next Show Supporting Resources Hide Supporting Resources 05 Prepare data - PopulationYou will need information about the population that is exposed to air pollution. The format of the data required will depend on the tool you are using and some tools have population information built in. It is possible to use data for a range of spatial (i.e., geographic region) and temporal (i.e., time period) scales. However, the spatial and temporal scales should be the same across all data sets (e.g., air pollution, population, and health statistics). Earth Data Search Database Previous Next Show Supporting Resources Hide Supporting Resources 06 Prepare data - Health statisticsIn order to determine the change in health impacts resulting from a change in air pollution, you will need data on baseline outcomes. Data on mortality may be easier to find than on morbidity (i.e., non-fatal health outcomes). The format of the data required will depend on the tool you are using and some tools have baseline health information built in. It is possible to use data for a range of spatial (i.e., geographic region) and temporal (i.e., time period) scales. However, the spatial and temporal scales should be the same across all data sets (e.g., air pollution, population, and health statistics). There are global datasets that can be used if local data is not available. Global Health Observatory Database Previous Next Show Supporting Resources Hide Supporting Resources 07 Select a concentration-response function (CRF)A concentration-response function (CRF) is a mathematical formula that is used to calculate the health effects that occur as a result of a change in exposure to air pollution. Different CRFs use different mathematical models (e.g., linear, logarithmic, etc.) and may produce very different results at different levels of exposure. There are publicly available CRFs which are used for global analyses that can be used at this stage. Some tools have these functions already built in. Global health burden of ambient PM2.5 and the contribution of anthropogenic black carbon and organic aerosols 2022 Scientific publications Choices of morbidity outcomes and concentration–response functions for health risk assessment of long-term exposure to air pollution 2024 Scientific publications Assessment of health impacts and costs attributable to air pollution in urban areas using two different approaches. A case study in the Western Balkans 2023 Scientific publications Previous Next Show Supporting Resources Hide Supporting Resources 08 Run the analysis (including sensitivity analysis)After formatting the data to input in your preferred tool, you will run your analysis for your main question. You should also run a series of sensitivity analysis to understand how the results change when you adjust key variables or using different C-R functions. Based on the outcome of these analyses, you may choose to report a range of results rather than a single estimate. It is important to conduct rigorous QA/QC, which could include two analysts running the same analysis to ensure the results are replicable. Health impact and related cost of ambient air pollution in Tehran 2019 Scientific publications Previous Next Show Supporting Resources Hide Supporting Resources 09 Implement a communication planIt is important to carefully consider how you will communicate the results of your analysis and translate technical information into something that can be understood by policymakers and members of the public. First, consider the original question the analysis was conducted to answer and whether the results are useful for that purpose. You will also need to understand any uncertainties in the analysis or critical assumptions made and to be able to explain how changes in those factors could affect the results. If you are using global or remote sensing data, you will likely need to be able to explain how that is appropriate for understanding local conditions. The guidance on Public Engagement and Communication also provides helpful advice on how to approach this Step. Conditions for a Meaningful Health Impact Assessment for Local Stakeholders: The Example of the Arve Valley in France 2020 Scientific publications ISGlobal Ranking of Cities Database Previous Next Show Supporting Resources Hide Supporting Resources
Two Decades of Air Pollution Health Risk Assessment: Insights From the Use of WHO’s AirQ and AirQ+ Tools 2024 Scientific publications
Generic guidelines and tools: Policy brief 4 on health impact assessments and incorporating health into environmental assessments 2023 Guidelines, Tools & Models
The Health Impact Assessment (HIA) Resource and Tool Compilation: A Comprehensive Toolkit for New and Experienced HIA Practitioners in the U.S. 2016 Guidelines, Tools & Models
Environmental Benefits Mapping and Analysis Program-Community Edition (BenMAP-CE) Guidelines, Tools & Models
Fine particulate matter air pollution and health implications for Nairobi, Kenya 2024 Scientific publications
Global health burden of ambient PM2.5 and the contribution of anthropogenic black carbon and organic aerosols 2022 Scientific publications
Choices of morbidity outcomes and concentration–response functions for health risk assessment of long-term exposure to air pollution 2024 Scientific publications
Assessment of health impacts and costs attributable to air pollution in urban areas using two different approaches. A case study in the Western Balkans 2023 Scientific publications
Conditions for a Meaningful Health Impact Assessment for Local Stakeholders: The Example of the Arve Valley in France 2020 Scientific publications