{"query_echo":{"q":"","filters":{"analysis_type":["quantitative analysis"]},"warnings":[]},"total":{"value":472,"relation":"eq"},"page":24,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=quantitative+analysis&page=24","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":"wri-000837","url":"https://climateinsightsdirectory.org/document/wri-000837","title":"Elephant in the Boardroom: People Are Missing in Corporate Supply Chain Goals","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://www.wri.org/research/elephant-boardroom-people-are-missing-corporate-supply-chain-goals","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"An analysis of over 1,000 goals from nearly 700 global firms reveals that corporate supply chain sustainability targets overwhelmingly prioritize environmental footprints over the well-being and capacity of people, particularly small suppliers and workers. The research finds that only 12 percent of large companies have people-centered goals, and approximately 90 percent of goals use 'push' or 'pull' mechanisms rather than partnership models. This creates a gap where smaller suppliers, lacking technical and financial resources, struggle to meet sustainability expectations while facing cost pressures. The document advocates for investments in reskilling, innovative contracting, and technical support to ensure a just transition across the supply chain.","ai_generated":true,"unit":"wri-000837#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A significant majority of large companies neglect the human element in their supply chain sustainability targets, with only 12 percent establishing goals focused on people, such as working conditions, safety, education, or supplier diversity.","ai_generated":true,"unit":"wri-000837#insight-1","date_modified":"2026-10-23"},{"text":"Corporate sustainability goals are predominantly designed as top-down mandates rather than collaborative efforts; roughly 90 percent of goals 'push' or 'pull' direct suppliers, while fewer than 10 percent adopt a 'partner' approach.","ai_generated":true,"unit":"wri-000837#insight-2","date_modified":"2026-10-23"},{"text":"There is a critical deficiency in goals targeting the workforce's capabilities and welfare, with fewer than 3 percent of companies setting goals for improving working conditions or for the reskilling and upskilling of workers.","ai_generated":true,"unit":"wri-000837#insight-3","date_modified":"2026-10-23"},{"text":"The imbalance of power and resources between large buyers and small suppliers hinders the achievement of sustainability goals, as smaller entities often lack the internal capacity for complex reporting and the financial incentives to upgrade equipment or wages.","ai_generated":true,"unit":"wri-000837#insight-4","date_modified":"2026-10-23"},{"text":"The vast majority of a company's impact on climate and nature occurs within its supply chain, with 80-90 percent of greenhouse gas emissions linked to the extraction and production processes of suppliers.","ai_generated":true,"unit":"wri-000837#insight-5","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","just transition"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["quantitative analysis","policy review"]},{"id":"wri-000869","url":"https://climateinsightsdirectory.org/document/wri-000869","title":"China’s International Climate-Related Finance Provision and Mobilization for South-South Cooperation","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://www.wri.org/research/chinas-international-climate-related-finance-provision-and-mobilization-south","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper analyzes China's international climate finance from 2013 to 2022, finding that China voluntarily provided and mobilized $45 billion (averaging $4.5 billion annually) through bilateral public finance, multilateral public finance, export credits, and mobilized private finance. This amount represents approximately 6% of the total climate finance provided by developed countries over the same period. The research aims to provide transparent data to facilitate global climate finance conversations and support the transition of developing countries in the Global South toward net zero pathways.","ai_generated":true,"unit":"wri-000869#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Between 2013 and 2022, China voluntarily provided and mobilized a total of $45 billion to support climate mitigation and adaptation in developing countries, which averages to $4.5 billion per year.","ai_generated":true,"unit":"wri-000869#insight-1","date_modified":"2026-10-23"},{"text":"China's climate-related finance provision from 2013 to 2022 represents approximately 6% of the total climate finance delivered by developed countries during that same decade.","ai_generated":true,"unit":"wri-000869#insight-2","date_modified":"2026-10-23"},{"text":"The study identifies four primary channels through which China's climate finance flows: bilateral public finance, multilateral public finance, export credits, and mobilized private finance.","ai_generated":true,"unit":"wri-000869#insight-3","date_modified":"2026-10-23"},{"text":"While China is not obligated to meet the $100 billion annual goal committed to by developed countries at COP15, it is invited under the 2015 Paris Agreement to provide voluntary financial support and communicate that information.","ai_generated":true,"unit":"wri-000869#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate finance","South–South cooperation","Paris Agreement","climate change adaptation","climate change mitigation"],"geography_discussed":["World"],"frame_perspective":[],"analysis_type":["quantitative analysis","policy analysis"]},{"id":"wri-000891","url":"https://climateinsightsdirectory.org/document/wri-000891","title":"Aqueduct 4.0: Updated Decision-Relevant Global Water Risk Indicators","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://www.wri.org/research/aqueduct-40-updated-decision-relevant-global-water-risk-indicators","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document introduces Aqueduct 4.0, a framework by the World Resources Institute that translates complex hydrological data into 13 water risk indicators covering quantity, quality, and reputational concerns. Using the PCR-GLOBWB 2 model and CMIP6 climate forcings, the framework projects water conditions for 2030, 2050, and 2080 under three scenarios. Findings indicate that 25 countries are currently exposed to extremely high annual water stress, and by 2050, $70 trillion in GDP (31% of global GDP) will be exposed to high water stress, with India, Mexico, Egypt, and Turkey accounting for over half of that figure.","ai_generated":true,"unit":"wri-000891#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Aqueduct 4.0 framework utilizes 13 water risk indicators across quantity, quality, and reputational categories, employing the PCR-GLOBWB 2 global hydrological model for five of these indicators to generate sub-basin data on water supply and use.","ai_generated":true,"unit":"wri-000891#insight-1","date_modified":"2026-10-23"},{"text":"Future water conditions are projected for the years 2030, 2050, and 2080 based on three scenarios: optimistic (SSP 1 RCP 2.6), business-as-usual (SSP 3 RCP 7.0), and pessimistic (SSP 5 RCP 8.5), using CMIP6 climate forcings.","ai_generated":true,"unit":"wri-000891#insight-2","date_modified":"2026-10-23"},{"text":"Currently, 25 countries, representing one-quarter of the global population, face extremely high annual water stress. Approximately 4 billion people (half the world's population) experience water stress for at least one month per year, a figure projected to reach nearly 60% by 2050.","ai_generated":true,"unit":"wri-000891#insight-3","date_modified":"2026-10-23"},{"text":"Economic exposure to high water stress is projected to increase from $15 trillion (24% of global GDP) in 2010 to $70 trillion (31% of global GDP) by 2050, with India, Mexico, Egypt, and Turkey representing more than 50% of this exposed GDP.","ai_generated":true,"unit":"wri-000891#insight-4","date_modified":"2026-10-23"}],"climate_tags":["water quality","water-supply management","just transition"],"geography_discussed":["India","Mexico","Egypt","Turkey"],"frame_perspective":[],"analysis_type":["quantitative analysis","predictive modeling"]},{"id":"wri-000938","url":"https://climateinsightsdirectory.org/document/wri-000938","title":"How Can Indonesia Achieve Its Climate Change Mitigation Goal?","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://www.wri.org/research/how-can-indonesia-achieve-its-climate-change-mitigation-goal-analysis-potential-emissions","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The analysis finds that Indonesia's existing land-use and energy policies are insufficient to meet its unconditional 29% emissions reduction target by 2030, but strengthened policies could surpass this goal. The forest moratorium is identified as the policy with the highest mitigation potential, while the energy sector is projected to become the dominant source of emissions by 2026–27, necessitating urgent shifts toward renewable energy and conservation to avoid carbon lock-in.","ai_generated":true,"unit":"wri-000938#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Existing mitigation policies in the land-use and energy sectors are insufficient to meet Indonesia's unconditional NDC target of 2,037 MtCO2e (a 29% reduction over business as usual), as they are estimated to result in emissions of approximately 2,311 MtCO2.","ai_generated":true,"unit":"wri-000938#insight-1","date_modified":"2026-10-23"},{"text":"Implementing strengthened policies would reduce total emissions to approximately 1,733 MtCO2, which would exceed the unconditional 29% reduction target.","ai_generated":true,"unit":"wri-000938#insight-2","date_modified":"2026-10-23"},{"text":"The forest moratorium represents the policy with the highest mitigation potential; renewing it through 2030 in its current form could reduce emissions by 188 MtCO2, while expanding it to include secondary forests and concession license areas could reduce emissions by up to 437 MtCO2 in 2030.","ai_generated":true,"unit":"wri-000938#insight-3","date_modified":"2026-10-23"},{"text":"The energy sector is expected to be the primary source of greenhouse gas emissions by 2026–27. Achieving renewable energy mix targets could reduce emissions by 266 MtCO2 by 2030, and combining this with energy conservation could increase reductions to approximately 544 MtCO2.","ai_generated":true,"unit":"wri-000938#insight-4","date_modified":"2026-10-23"},{"text":"Immediate action on energy conservation and renewable energy is necessary to avoid creating infrastructure that locks in emissions-intensive pathways, which would be costly or impossible to reverse in time to limit warming.","ai_generated":true,"unit":"wri-000938#insight-5","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","land use","forestry","renewable energy","Nationally Determined Contributions"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["quantitative analysis","policy assessment"]},{"id":"wri-000948","url":"https://climateinsightsdirectory.org/document/wri-000948","title":"Power Sector Opportunities for Reducing Carbon Dioxide Emissions: North Carolina","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"https://www.wri.org/research/power-sector-opportunities-reducing-carbon-dioxide-emissions-north-carolina","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"WRI analysis indicates that North Carolina can reduce its CO2 emissions by 29 percent below 2011 levels by 2020 through a combination of its Renewable Energy and Energy Efficiency Portfolio Standard (REPS), increased combined heat and power (CHP) capacity, fuller utilization of combined cycle natural gas (NGCC) plants, and improved efficiency at coal-fired power plants.","ai_generated":true,"unit":"wri-000948#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"North Carolina has the potential to reduce its CO2 emissions by 29 percent below 2011 levels by 2020 using existing state policies and infrastructure, which would meet or exceed relatively stringent EPA standards for existing power plants.","ai_generated":true,"unit":"wri-000948#insight-1","date_modified":"2026-10-23"},{"text":"The state's Renewable Energy and Energy Efficiency Portfolio Standard (REPS) requires 12.5 percent of electricity sold by utilities to come from renewable sources by 2021, with energy efficiency measures accounting for up to 25 percent of this through 2020 and 40 percent from 2021. Meeting this through in-state generation could reduce CO2 emissions by 6 percent below 2011 levels in 2020.","ai_generated":true,"unit":"wri-000948#insight-2","date_modified":"2026-10-23"},{"text":"Increasing the operating capacity of existing combined cycle natural gas (NGCC) units from 38 percent in 2011 to 75 percent would reduce reliance on coal and could lower CO2 emissions by 17 percent below 2011 levels by 2020.","ai_generated":true,"unit":"wri-000948#insight-3","date_modified":"2026-10-23"},{"text":"Additional emissions reductions can be achieved by increasing combined heat and power (CHP) capacity—where North Carolina currently uses about 24 percent of its 6.5 gigawatts of total potential—and by improving the efficiency of existing coal-fired power plants, which could reduce CO2 emissions by 1 percent below 2011 levels by 2020.","ai_generated":true,"unit":"wri-000948#insight-4","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","electric power industry","Renewable portfolio standard","coal-fired power station"],"geography_discussed":["United States"],"frame_perspective":[],"analysis_type":["quantitative analysis"]},{"id":"wri-000953","url":"https://climateinsightsdirectory.org/document/wri-000953","title":"The Trillion Dollar Question","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://www.wri.org/research/trillion-dollar-question","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The paper estimates annual global transport capital investment between $1.4 trillion and $2.1 trillion, noting that private investment accounts for approximately 58% of the total. It highlights a disparity in investment sources between high-income countries, where private investment dominates, and middle- and low-income countries, where public investment is slightly more prevalent. The authors argue that leveraging private investment and public resources is essential for transitioning to low-carbon transport, particularly in rapidly urbanizing developing nations.","ai_generated":true,"unit":"wri-000953#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Annual global capital investment in transport, excluding consumer spending, is estimated to be between US$1.4 trillion and US$2.1 trillion.","ai_generated":true,"unit":"wri-000953#insight-1","date_modified":"2026-10-23"},{"text":"Private investment makes up the majority of global transport investment at approximately 58%, with estimated annual flows between US$814 billion and US$1.2 trillion.","ai_generated":true,"unit":"wri-000953#insight-2","date_modified":"2026-10-23"},{"text":"Public investment in transport ranges from US$569 billion to US$905 billion annually and consists almost entirely of domestic budget expenditures, with only 2 percent being international (mostly ODA) and less than 0.5 percent coming from climate-focused sources as of 2010.","ai_generated":true,"unit":"wri-000953#insight-3","date_modified":"2026-10-23"},{"text":"Investment patterns vary by economic status: private investment is nearly double that of the public sector in high-income countries, where 75% of all investment occurs, whereas the public share is slightly larger in middle- and low-income countries.","ai_generated":true,"unit":"wri-000953#insight-4","date_modified":"2026-10-23"},{"text":"Private participation in transport projects in the developing world grew by 400% between 1990 and 2012, and leveraging this private investment is seen as essential for transitioning to low-carbon transport in these regions.","ai_generated":true,"unit":"wri-000953#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate finance","public–private partnership","greenhouse gas emissions"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["quantitative analysis","financial mapping"]},{"id":"wri-001040","url":"https://climateinsightsdirectory.org/document/wri-001040","title":"Parched Power: Water Demands, Risks, and Opportunities for India’s Power Sector","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"executive summary","language":"en","date_published":null,"source_url":"https://www.wri.org/parched-power-water-demands-risks-and-opportunities-indias-power-sector","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document highlights the critical dependence of India's thermal power sector on freshwater, noting that 90% of plants rely on it for cooling. It identifies a significant correlation between water stress and reduced plant utilization, while documenting a 43% increase in freshwater consumption between 2011 and 2016. The analysis warns that 70% of thermal plants will face increased water competition by 2030 and notes that water-related shutdowns cost the 20 largest utility companies over INR 91 billion between 2013 and 2016. It suggests that implementing cooling mandates and aggressive renewable targets could reduce freshwater withdrawals by 12.4 billion cubic meters.","ai_generated":true,"unit":"wri-001040#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A vast majority of India's thermal power plants depend on freshwater for cooling, and a significant portion of these plants operate in high water-stress areas, which negatively impacts their utilization rates.","ai_generated":true,"unit":"wri-001040#insight-1","date_modified":"2026-10-23"},{"text":"Freshwater consumption by Indian thermal utilities rose by 43% from 2011 to 2016, increasing from 1.5 to 2.1 billion cubic meters annually, driven by higher energy demand and the use of freshwater-recirculating plants.","ai_generated":true,"unit":"wri-001040#insight-2","date_modified":"2026-10-23"},{"text":"Water shortages have caused substantial financial losses for India's largest power companies, with 14 of the 20 largest thermal utility companies experiencing shutdowns between 2013 and 2016, resulting in over INR 91 billion ($1.4 billion) in lost potential revenue.","ai_generated":true,"unit":"wri-001040#insight-3","date_modified":"2026-10-23"},{"text":"Future projections indicate that 70% of thermal power plants will face increased water competition by 2030, though freshwater withdrawals could be reduced by 12.4 billion cubic meters through cooling mandates and aggressive renewable energy targets.","ai_generated":true,"unit":"wri-001040#insight-4","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","energy demand"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["quantitative analysis","risk assessment"]},{"id":"wri-001260","url":"https://climateinsightsdirectory.org/document/wri-001260","title":"Contributions to Global Warming","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"http://wriorg.s3.amazonaws.com/s3fs-public/pdf/contributions_to_global_warming.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document provides a map where land areas are proportional to historic carbon dioxide emissions from fossil fuel combustion from 1900 to 1999. It identifies the United States as the largest contributor at 30.3%, followed by a group comprising China, India, and developing Asia, the Middle East, and other developing Asian nations at 27.7%. Africa's contribution is listed at 2.5%.","ai_generated":true,"unit":"wri-001260#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Between 1900 and 1999, the United States was responsible for 30.3% of historic carbon dioxide emissions from fossil fuel combustion.","ai_generated":true,"unit":"wri-001260#insight-1","date_modified":"2026-10-23"},{"text":"Developing Asia, including China and India, along with the Middle East, contributed 27.7% of historic carbon dioxide emissions from fossil fuel combustion during the 1900-1999 period.","ai_generated":true,"unit":"wri-001260#insight-2","date_modified":"2026-10-23"},{"text":"Africa's contribution to historic carbon dioxide emissions from fossil fuel combustion from 1900 to 1999 was 2.5%.","ai_generated":true,"unit":"wri-001260#insight-3","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions"],"geography_discussed":["United States","People's Republic of China","India","Africa","Middle East","Australia"],"frame_perspective":[],"analysis_type":["quantitative analysis"]},{"id":"wri-001443","url":"https://climateinsightsdirectory.org/document/wri-001443","title":"U.S. GHG Emissions Flow Chart","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"http://wriorg.s3.amazonaws.com/s3fs-public/resources/us_greenhouse_gas_emissions_flowchart.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The U.S. GHG Emissions Flow Chart provides a detailed breakdown of 2003 emissions totaling 6,978 MtCO2 equivalent. The largest contributing sectors are Electricity & Heat (32.4%) and Transportation (27.2%), with Carbon Dioxide (CO2) accounting for 85% of the total gas composition.","ai_generated":true,"unit":"wri-001443#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In 2003, total U.S. emissions were 6,978 MtCO2 equivalent, with the primary contributing sectors being Electricity & Heat at 32.4%, Transportation at 27.2%, Energy (Industry) at 12.4%, Agriculture at 6.2%, Industrial Processes at 4.5%, and Waste at 2.6%.","ai_generated":true,"unit":"wri-001443#insight-1","date_modified":"2026-10-23"},{"text":"The composition of greenhouse gases is dominated by Carbon Dioxide (CO2) at 85%, followed by Methane (CH4) at 8%, Nitrous Oxide (N2O) at 5%, and HFCs, PFCs, SF6 at 2%.","ai_generated":true,"unit":"wri-001443#insight-2","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","carbon dioxide","methane","nitrous oxide","energy transition","Transportation emission","industrial emission"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["quantitative analysis","sectoral breakdown"]},{"id":"wri-001447","url":"https://climateinsightsdirectory.org/document/wri-001447","title":"World GHG Emissions Flow Chart","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"https://wriorg.s3.amazonaws.com/s3fs-public/resources/world_greenhouse_gas_emissions_flowchart.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document presents a flow chart of global greenhouse gas emissions for 2000, totaling 41,755 MtCO2 equivalent. It identifies Electricity & Heat (24.6%) and Land Use Change (18.2%) as the largest contributing sectors, while Carbon Dioxide (77%) is the dominant gas species.","ai_generated":true,"unit":"wri-001447#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Total global greenhouse gas emissions for the year 2000 are estimated at 41,755 MtCO2 equivalent, with Carbon Dioxide (CO2) accounting for 77%, Methane (CH4) for 14%, Nitrous Oxide (N2O) for 8%, and HFCs, PFCs, SF6 for 1%.","ai_generated":true,"unit":"wri-001447#insight-1","date_modified":"2026-10-23"},{"text":"The largest sectoral contributors to global emissions are Electricity & Heat at 24.6%, Land Use Change at 18.2%, and both Agriculture and Transportation at 13.5% each.","ai_generated":true,"unit":"wri-001447#insight-2","date_modified":"2026-10-23"},{"text":"Within the energy sector, the highest emissions come from Electricity & Heat (24.6%), followed by Industry (10.4%), and Fugitive Emissions (3.9%).","ai_generated":true,"unit":"wri-001447#insight-3","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","land-use change","agriculture","transportation","carbon dioxide","methane","nitrous oxide","deforestation","afforestation","reforestation"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["quantitative analysis"]},{"id":"wwf-000246","url":"https://climateinsightsdirectory.org/document/wwf-000246","title":"No Food Left Behind Part 1: Underutilized Produce Ripe for Alternative Markets","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"report","language":"en","date_published":null,"source_url":"https://www.worldwildlife.org/documents/329/1o0so2isvb_WWF_NoFoodLeftBehind820_2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes on-farm losses of specialty crops in the US, finding significant waste in fresh produce like romaine lettuce (56%) and tomatoes (40%) during the 2017-2018 season. It identifies drivers of loss including strict retail cosmetic standards, labor shortages, and unpredictable weather. The document argues that improving supply chain transparency, diversifying markets (e.g., frozen and canned), and reforming buyer-seller contracts could reduce environmental impacts and address food insecurity.","ai_generated":true,"unit":"wwf-000246#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"For the 2017-2018 growing season, measured losses at harvest for specific crops varied significantly: fresh romaine lettuce had the highest loss at 56%, followed by fresh tomatoes at 40%, fresh peaches at 39%, and processing potatoes at 2%.","ai_generated":true,"unit":"wwf-000246#insight-1","date_modified":"2026-10-23"},{"text":"On-farm food loss is primarily driven by a combination of weather, labor availability, and market conditions. Retailers' strict cosmetic and quality standards often lead to the culling of edible produce that is misshapen, overripe, or damaged.","ai_generated":true,"unit":"wwf-000246#insight-2","date_modified":"2026-10-23"},{"text":"Life-cycle assessments indicate that processing peaches have the highest direct water use per kilogram of product and are tied with potatoes as the most carbon-intensive crop to produce per kilogram.","ai_generated":true,"unit":"wwf-000246#insight-3","date_modified":"2026-10-23"},{"text":"Growers often view on-farm loss as more resource-efficient than downstream waste, as produce left on the farm avoids the additional labor, refrigeration, and transportation energy embedded in the supply chain.","ai_generated":true,"unit":"wwf-000246#insight-4","date_modified":"2026-10-23"},{"text":"Current food recovery methods include diverting culls into value-added processing (juicing, drying, freezing) and donating to food banks, though farmers often find that tax credits do not fully cover the variable costs of labor and logistics for donations.","ai_generated":true,"unit":"wwf-000246#insight-5","date_modified":"2026-10-23"},{"text":"The report suggests that the US could increase fruit and vegetable availability without increasing land conversion or water use by improving transparency, shifting consumer perceptions of 'ugly' or processed produce, and adopting 'whole-farm purchasing' models.","ai_generated":true,"unit":"wwf-000246#insight-6","date_modified":"2026-10-23"}],"climate_tags":["Post-harvest losses","greenhouse gas emissions","biodiversity loss","Global supply chain governance","emission intensity","food security"],"geography_discussed":["California","Los Angeles"],"frame_perspective":[],"analysis_type":["quantitative analysis","qualitative analysis","life-cycle assessment"]},{"id":"wwf-000995","url":"https://climateinsightsdirectory.org/document/wwf-000995","title":"Fighting Food Waste in Hotels","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"guide","language":"en","date_published":null,"source_url":"https://www.worldwildlife.org/documents/162/jokyswl5j_Hotel_Kitchen_Final.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines a comprehensive framework for hotels to reduce food waste through a 'prevention-first' mindset. It advocates for the creation of a cross-functional Food Waste Management Task Force to oversee separation and measurement schemes, staff training, and the implementation of waste-reducing menus. The guide provides specific operational tactics for the 'flow of food'—planning, handling, and serving—and offers a roadmap for establishing food donation partnerships and organic waste diversion programs to reduce environmental impacts and operational costs.","ai_generated":true,"unit":"wwf-000995#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Demonstration projects involving 10 hotels showed that implementing the toolkit's strategies resulted in food waste reductions between 17% and 38%.","ai_generated":true,"unit":"wwf-000995#insight-1","date_modified":"2026-10-23"},{"text":"The most effective waste reduction results were achieved by combining different interventions: separation and measurement with video training led to a 30% reduction in waste per guest, while adding audits increased the reduction to 38%.","ai_generated":true,"unit":"wwf-000995#insight-2","date_modified":"2026-10-23"},{"text":"Reducing food waste can provide significant financial benefits, including a potential 3% to 10% reduction in food spend, depending on whether measurement technology is used.","ai_generated":true,"unit":"wwf-000995#insight-3","date_modified":"2026-10-23"},{"text":"The act of separating food waste, even without formal prevention training, can reduce waste by at least 10% because it makes the volume of waste visible to culinary staff.","ai_generated":true,"unit":"wwf-000995#insight-4","date_modified":"2026-10-23"},{"text":"High-tech tracking solutions can lead to food waste reductions of 50% or more and annual savings in the tens of thousands of dollars for some properties.","ai_generated":true,"unit":"wwf-000995#insight-5","date_modified":"2026-10-23"},{"text":"The 'insurance policy' mentality—where clients, planners, and chefs all add extra food to avoid running out—leads to massive overproduction; one audit showed a kitchen produced 2 pounds of food per person for a lunch where the average person consumes only 1 pound.","ai_generated":true,"unit":"wwf-000995#insight-6","date_modified":"2026-10-23"},{"text":"Staff generally desire to reduce food waste but lack direction; over 90% of surveyed staff reported wanting to take action.","ai_generated":true,"unit":"wwf-000995#insight-7","date_modified":"2026-10-23"},{"text":"The Bill Emerson Good Samaritan Act of 1996 protects hotels from liability when donating food in good faith to non-profit organizations, provided specific safety and distribution requirements are met.","ai_generated":true,"unit":"wwf-000995#insight-8","date_modified":"2026-10-23"},{"text":"Diversion of organic waste from landfills is critical because landfill decomposition produces methane, a greenhouse gas at least 25 times more potent than carbon dioxide.","ai_generated":true,"unit":"wwf-000995#insight-9","date_modified":"2026-10-23"}],"climate_tags":["food waste","methane emissions","greenhouse gas emissions","biodiversity loss","food system","circular economy"],"geography_discussed":["New York City","Portland","Washington, D.C.","Orlando"],"frame_perspective":[],"analysis_type":["operational guide","case study","quantitative analysis"]}]}