{"query_echo":{"q":"","filters":{"analysis_type":["indicator development"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'indicator development' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":6,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=indicator+development","stability":"beta","ai_marking":{"digital_source_type":{"uri":"http://cv.iptc.org/newscodes/digitalsourcetype/trainedAlgorithmicMedia","name":"Created using Generative AI"},"notice":"Summary and key insights are generated using artificial intelligence."},"results":[{"id":"iisd-000502","url":"https://climateinsightsdirectory.org/document/iisd-000502","title":"Tracking Progress on Supporting Workers and Communities in Canada's Energy Transition","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2025-06-24","source_url":"https://www.iisd.org/publications/report/tracking-support-canada-energy-transition","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report outlines a framework of 18 indicators designed to monitor the implementation of the 2024 Canadian Sustainable Jobs Act. These indicators are categorized into risk and readiness, response capacity, and results, focusing on economic exposure to fossil fuels, governance inclusivity—particularly with Indigenous peoples and workers—and the quality and equity of new low-carbon employment.","ai_generated":true,"unit":"iisd-000502#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The report proposes 18 quantitative and qualitative indicators to track the success of the 2024 Canadian Sustainable Jobs Act, categorized into risk and readiness, response, and results.","ai_generated":true,"unit":"iisd-000502#insight-1","date_modified":"2026-10-23"},{"text":"Assessing community risk and readiness involves measuring workforce disruption in high-emitting industries and the percentage of government revenues derived from fossil fuel activities.","ai_generated":true,"unit":"iisd-000502#insight-2","date_modified":"2026-10-23"},{"text":"Effective response capacity is defined by governance that includes tripartite social dialogues and the extent of decision-making authority granted to Indigenous partnerships.","ai_generated":true,"unit":"iisd-000502#insight-3","date_modified":"2026-10-23"},{"text":"The evaluation of results focuses on net-zero alignment, the creation of high-quality sustainable jobs, and social equity, including the employment rate of underrepresented groups such as Indigenous Peoples, women, and racialized individuals.","ai_generated":true,"unit":"iisd-000502#insight-4","date_modified":"2026-10-23"}],"climate_tags":["energy transition","energy independence","climate policy","social equity","indigenous rights","Paris Agreement"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["policy framework","indicator development"]},{"id":"sei-000891","url":"https://climateinsightsdirectory.org/document/sei-000891","title":"Flood Resilience Asia: Developing Assessment Indicators for South Korea","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"en","date_published":"2024-06-20","source_url":"https://www.sei.org/publications/flood-resilience-asia-developing-assessment-indicators-south-korea/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes flood control projects and resilience indicators across Asia to establish a specific flood resilience index for South Korea. This index is designed to assess the capacity of local governments in flood-prone areas to implement prevention and recovery efforts, providing a basis for domestic policy direction.","ai_generated":true,"unit":"sei-000891#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The researchers analyzed flood control projects and resilience indicators across various Asian countries to identify their strengths and limitations as a means of informing domestic policy.","ai_generated":true,"unit":"sei-000891#insight-1","date_modified":"2026-10-23"},{"text":"A specific flood resilience index was created for South Korea to measure how well local governments in areas prone to flooding can execute prevention and recovery activities.","ai_generated":true,"unit":"sei-000891#insight-2","date_modified":"2026-10-23"}],"climate_tags":["water management","climate change adaptation"],"geography_discussed":["Asia"],"frame_perspective":[],"analysis_type":["policy analysis","indicator development"]},{"id":"sei-000211","url":"https://climateinsightsdirectory.org/document/sei-000211","title":"Draft indicator for UK overseas consumption impacts","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"en","date_published":"2021-05-28","source_url":"https://www.sei.org/publications/draft-indicator-for-uk-overseas-consumption-impacts/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document outlines the creation of a suite of indicators to track the global environmental risks associated with UK commodity consumption, focusing initially on agricultural products.","ai_generated":true,"unit":"sei-000211#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The UK relies heavily on imports for minerals, fuels, and food, with approximately 50% of the direct food supply sourced from other countries, making the sustainability of overseas consumption as critical as domestic production.","ai_generated":true,"unit":"sei-000211#insight-1","date_modified":"2026-10-23"},{"text":"A draft indicator for crop-driven agricultural products was developed to track the UK's material footprint, land use footprint, embedded greenhouse gas emissions from deforestation, and embedded deforestation impacts for the period between 2005 and 2017.","ai_generated":true,"unit":"sei-000211#insight-2","date_modified":"2026-10-23"},{"text":"The project aims to evolve these preliminary results into an experimental statistic for Outcome Indicator Reporting, expanding the scope beyond agricultural commodities to include metrics such as water stress and biodiversity.","ai_generated":true,"unit":"sei-000211#insight-3","date_modified":"2026-10-23"}],"climate_tags":["deforestation","biodiversity","sustainable consumption"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["indicator development","environmental impact assessment"]},{"id":"cliinstca-000176","url":"https://climateinsightsdirectory.org/document/cliinstca-000176","title":"Mesurer le chemin parcouru vers la croissance propre","publisher":{"name":"Canadian Climate Institute","organization":"canadian-climate-institute"},"document_type":"executive summary","language":"fr","date_published":"2020-08-31","source_url":"https://institutclimatique.ca/reports/indicateurs-de-croissance/sommaire/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Canadian Climate Institute introduces a framework of 11 indicators to track 'clean growth' in Canada, balancing economic prosperity with climate action. The report identifies that while most provinces have decoupled GDP growth from GHG emissions since 2005, significant gaps remain in technology adoption, data collection for climate costs, and the protection of vulnerable populations and ecosystems. It argues for a 'skeptical optimism' approach, where governments actively resolve barriers to transition rather than assuming growth will naturally follow emission declines.","ai_generated":true,"unit":"cliinstca-000176#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Between 2005 and 2018, all Canadian provinces successfully decoupled economic growth from greenhouse gas (GHG) emissions, with six provinces achieving absolute emission reductions while growing their economies.","ai_generated":true,"unit":"cliinstca-000176#insight-1","date_modified":"2026-10-23"},{"text":"Canada faces a significant challenge in technology adoption; despite having a high proportion of low-carbon energy (25%) due to nuclear and hydroelectric power, its energy consumption per unit of GDP is considerably higher than other G7 nations, and only 10% of Canadian companies adopted clean technologies as of a 2017 survey.","ai_generated":true,"unit":"cliinstca-000176#insight-2","date_modified":"2026-10-23"},{"text":"The economic impact of climate-driven disasters is increasing, but data gaps hinder comprehensive assessment; for example, cost estimates for the 2016 Fort McMurray wildfires vary widely from 4 to 9 billion dollars depending on the included factors.","ai_generated":true,"unit":"cliinstca-000176#insight-3","date_modified":"2026-10-23"},{"text":"The transition to a low-carbon economy presents uneven employment risks, with higher vulnerabilities for Indigenous people, individuals with limited skills or education, and small communities dependent on a single sector.","ai_generated":true,"unit":"cliinstca-000176#insight-4","date_modified":"2026-10-23"},{"text":"Air pollution from sources shared with GHG emissions causes over 14,000 premature deaths annually in Canada; in Vancouver, nitrogen dioxide (NO2) emissions exceeded national air quality standards in 2017-2018.","ai_generated":true,"unit":"cliinstca-000176#insight-5","date_modified":"2026-10-23"},{"text":"Indigenous communities face disproportionate climate risks, with nearly 22% of residential buildings on Indigenous reserves in Canada at risk of 100-year floods.","ai_generated":true,"unit":"cliinstca-000176#insight-6","date_modified":"2026-10-23"},{"text":"While public and private investments in electricity transmission and distribution increased between 2009 and 2019, investments in solar and wind energy decreased during the same period.","ai_generated":true,"unit":"cliinstca-000176#insight-7","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","low-carbon economy","climate resilience","clean technology","energy transition","climate finance","just transition","renewable energy","hydroelectricity","nuclear power","wind energy","solar energy","climate change adaptation","air pollution","ecosystem service","carbon sink","indigenous rights"],"geography_discussed":["Vancouver","Toronto","Montreal","Fort McMurray","Quebec","Saskatchewan","Newfoundland and Labrador","British Columbia"],"frame_perspective":[],"analysis_type":["policy framework","economic analysis","indicator development"]},{"id":"iisd-003469","url":"https://climateinsightsdirectory.org/document/iisd-003469","title":"SUSTAINABLE CONSUMPTION AND PRODUCTION (SCP) Targets and Indicators and the SDGs","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"research paper","language":"en","date_published":"2014","source_url":"https://www.iisd.org/system/files/publications/scp_targets_indicators_unep.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document argues that shifting to sustainable consumption and production (SCP) is essential for global sustainable development and proposes a comprehensive set of science-based targets and indicators. It examines the role of SCP as either a stand-alone goal or a cross-cutting issue, emphasizing the need to decouple economic growth from resource use and environmental degradation. The paper provides specific quantitative targets across various sectors, including agriculture, water, energy, and urban construction, while highlighting the differentiated responsibilities of developed and developing nations.","ai_generated":true,"unit":"iisd-003469#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The document argues that a stand-alone goal for SCP is justified because several economic sectors, such as mining and tourism, and the critical issue of waste management, cannot be easily integrated into other proposed goals.","ai_generated":true,"unit":"iisd-003469#insight-1","date_modified":"2026-10-23"},{"text":"To achieve absolute decoupling of economic growth from resource use, the paper proposes a target for average material intensity of consumption per capita of 10.5 tons by 2030 and between 8 to 10 tons by 2050.","ai_generated":true,"unit":"iisd-003469#insight-2","date_modified":"2026-10-23"},{"text":"The paper recommends a target to reduce food loss along the supply chain and waste at the consumption stage by 50 per cent by 2030, noting that approximately 25 per cent of total produced food is currently lost.","ai_generated":true,"unit":"iisd-003469#insight-3","date_modified":"2026-10-23"},{"text":"For the energy sector, the document proposes doubling the share of global energy generated from clean, sustainable resources by 2030 and ensuring universal access to modern energy services.","ai_generated":true,"unit":"iisd-003469#insight-4","date_modified":"2026-10-23"},{"text":"The paper suggests a target to limit global cropland to 0.2 hectares per capita to secure human nutrition and prevent further biodiversity loss.","ai_generated":true,"unit":"iisd-003469#insight-5","date_modified":"2026-10-23"},{"text":"In the building and construction sector, the document proposes a 50% reduction in energy-related CO2 emissions by 2030 through more efficient design and increased use of recycled materials.","ai_generated":true,"unit":"iisd-003469#insight-6","date_modified":"2026-10-23"},{"text":"The document identifies a need to halve the acceleration of urban sprawl relative to population increase by 2030 to avoid inefficient urban configurations and infrastructural lock-in.","ai_generated":true,"unit":"iisd-003469#insight-7","date_modified":"2026-10-23"},{"text":"The paper proposes increasing end-of-life recycling rates for ferrous, non-ferrous, and precious metals to close to 100% and speciality metals to above 25% by 2050.","ai_generated":true,"unit":"iisd-003469#insight-8","date_modified":"2026-10-23"},{"text":"The document emphasizes that developed countries should take the lead in the transformation to SCP as they are the largest per capita consumers.","ai_generated":true,"unit":"iisd-003469#insight-9","date_modified":"2026-10-23"},{"text":"The paper suggests that by 2030, all public procurement should follow sustainable development guidelines to leverage government demand for sustainable production.","ai_generated":true,"unit":"iisd-003469#insight-10","date_modified":"2026-10-23"}],"climate_tags":["resource efficiency","Sustainable Development Goals","renewable energy","energy efficiency","sustainable agriculture","food waste","water footprint","circular economy","recycling","greenhouse gas emissions","decarbonization","biodiversity conservation"],"geography_discussed":["Asia","Europe","People's Republic of China","India","Japan","United Kingdom"],"frame_perspective":[],"analysis_type":["policy assessment","target setting","indicator development"]},{"id":"iisd-002671","url":"https://climateinsightsdirectory.org/document/iisd-002671","title":"Indicators of Adaptive Capacity to Climate Change for Agriculture in the Prairie Region of Canada","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"research paper","language":"en","date_published":"2007","source_url":"https://www.iisd.org/system/files/publications/climate_adaptive_cap.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research establishes a methodology to measure the adaptive capacity of 53 Census Divisions in the Canadian Prairies, organizing 20 indicators into six determinants: economic resources, technology, information/skills/management, infrastructure, institutions/networks, and equity. The analysis reveals that adaptive capacity is strongly correlated with proximity to major urban centres, with the highest capacity clustered around Winnipeg, Saskatoon, Regina, and Calgary, while the lowest capacity is found along the northern boundaries of the agricultural region. The study argues that while some low-capacity areas are currently north of historic drought zones, future climate projections suggest moisture deficits may extend into these vulnerable regions. Policy recommendations emphasize the need for interventions in remote rural areas, such as improving high-speed Internet access, promoting sustainable soil management, and ensuring fair commodity prices.","ai_generated":true,"unit":"iisd-002671#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Adaptive capacity in the Prairie region is strongly linked to urban proximity, with the highest-ranking Census Divisions clustered in three main corridors: Winnipeg extending west to Brandon and south to the US border; Saskatoon extending south to Regina; and Calgary extending southeast to the US border.","ai_generated":true,"unit":"iisd-002671#insight-1","date_modified":"2026-10-23"},{"text":"The lowest adaptive capacity is typically found along the northern boundaries of the Prairie agricultural region, though some areas in southwest and southeast Saskatchewan also rank low.","ai_generated":true,"unit":"iisd-002671#insight-2","date_modified":"2026-10-23"},{"text":"High adaptive capacity is associated with specific socio-economic and technological factors, including higher off-farm earnings, diverse employment opportunities, increased use of computer technology in farm management, denser transportation networks, and closer proximity to agricultural education institutions.","ai_generated":true,"unit":"iisd-002671#insight-3","date_modified":"2026-10-23"},{"text":"While current low-capacity areas are generally north of historic drought-stressed zones, global climate model projections indicate that moisture deficits in the central Prairies could increase and extend further north into these low-capacity regions over the longer term.","ai_generated":true,"unit":"iisd-002671#insight-4","date_modified":"2026-10-23"},{"text":"The study identified significant data gaps that hindered the understanding of certain adaptive capacity determinants, specifically regarding the distribution of wealth (equity), the extent of surface and groundwater resources (infrastructure), and social capital (institutions and networks).","ai_generated":true,"unit":"iisd-002671#insight-5","date_modified":"2026-10-23"},{"text":"To build adaptive capacity in remote rural areas, the authors suggest policy interventions that are not highly correlated with urban proximity, such as ensuring fair agricultural commodity prices, promoting sustainable soil management, discouraging farming on marginal land, and investing in versatile farm machinery.","ai_generated":true,"unit":"iisd-002671#insight-6","date_modified":"2026-10-23"},{"text":"The 2001–2002 drought in the Canadian agricultural sector resulted in losses of CDN$3.6 billion in agricultural productivity and $5.8 billion in gross domestic product, leading to the loss of 41,000 jobs.","ai_generated":true,"unit":"iisd-002671#insight-7","date_modified":"2026-10-23"}],"climate_tags":["adaptive capacity","climate change","drought","agriculture","climate variability","agricultural irrigation","climate finance","vulnerability assessment"],"geography_discussed":["Canada","Manitoba","Saskatchewan","Alberta","Winnipeg","Saskatoon","Regina","Calgary","Palliser Triangle"],"frame_perspective":[],"analysis_type":["spatial analysis","indicator development","vulnerability assessment"]}]}