{"query_echo":{"q":"","filters":{"analysis_type":["demographic analysis"]},"warnings":[]},"total":{"value":72,"relation":"eq"},"page":2,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=demographic+analysis&page=2","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=demographic+analysis&page=3","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":"commgmu-000026","url":"https://climateinsightsdirectory.org/document/commgmu-000026","title":"The prevalence of Climate Change Psychological Distress among American adults","publisher":{"name":"Center for Climate Change Communication","organization":"center-for-climate-change-communication"},"document_type":"research paper","language":"en","date_published":"2023-07-25","source_url":"https://climatecommunication.gmu.edu/all/the-prevalence-of-climate-change-psychological-distress-among-american-adults/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The study finds that 7% of American adults experience at least mild levels of Climate Change Psychological Distress (CCPD), with Hispanic/Latino adults and younger generations (Gen Z, Millennials, and Gen X) showing the highest rates of anxiety and depression. Approximately 8% of American adults are interested in or already seeking professional counseling to discuss their feelings about global warming, a figure that rises to 21% among Hispanic/Latino respondents.","ai_generated":true,"unit":"commgmu-000026#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Approximately 3% of American adults exhibit potentially serious levels of both climate change-related anxiety and climate change-related depression. Hispanic/Latino adults are the most affected group, with 10% experiencing high levels of both anxiety and depression, compared to 4% and 2% for Black Americans and Whites, respectively, for anxiety, and 3% and 2% for depression.","ai_generated":true,"unit":"commgmu-000026#insight-1","date_modified":"2026-10-23"},{"text":"Overall, 7% of American adults experience at least mild levels of Climate Change Psychological Distress (CCPD). This prevalence is significantly higher among Hispanic/Latino adults (17%) than among Black Americans (5%) or Whites (5%). Hispanic/Latino adults also have the highest rate of severe CCPD at 3%.","ai_generated":true,"unit":"commgmu-000026#insight-2","date_modified":"2026-10-23"},{"text":"Younger generations report higher rates of climate-related distress than older adults. Gen Z and Millennials (10%) and Gen X (8%) are more likely to experience at least mild CCPD than Baby Boomers and older generations (3%).","ai_generated":true,"unit":"commgmu-000026#insight-3","date_modified":"2026-10-23"},{"text":"About 8% of American adults are either already discussing their feelings about global warming with a therapist or counselor, or would be interested in doing so. This interest is most pronounced among Hispanic/Latino adults (21%) and Gen Z/Millennials (13%), while it is lowest among White Americans (5%) and Baby Boomers/older adults (4%).","ai_generated":true,"unit":"commgmu-000026#insight-4","date_modified":"2026-10-23"}],"climate_tags":["mental health"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["prevalence study","demographic analysis"]},{"id":"commyale-000063","url":"https://climateinsightsdirectory.org/document/commyale-000063","title":"Climate Change Psychological Distress Prevalence","publisher":{"name":"Yale Program on Climate Change Communication","organization":"yale-program-on-climate-change-communication"},"document_type":"report","language":"en","date_published":"2023-07-25","source_url":"https://climatecommunication.yale.edu/publications/climate-change-psychological-distress-prevalence/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report finds that 7% of American adults experience at least mild levels of Climate Change Psychological Distress (CCPD), with Hispanic/Latino adults and younger generations showing the highest prevalence of anxiety and depression. It also notes that 8% of American adults are interested in or already seeking professional counseling to discuss their feelings about global warming.","ai_generated":true,"unit":"commyale-000063#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Approximately 3% of American adults exhibit potentially serious levels of both climate change-related anxiety (measured by GAD-2 Climate) and climate change-related depression (measured by PHQ-2 Climate).","ai_generated":true,"unit":"commyale-000063#insight-1","date_modified":"2026-10-23"},{"text":"Overall, 7% of American adults experience at least mild levels of Climate Change Psychological Distress (CCPD). Hispanic/Latino adults are the most affected group, with 17% experiencing mild or higher levels of CCPD and the highest rate of severe CCPD at 3%.","ai_generated":true,"unit":"commyale-000063#insight-2","date_modified":"2026-10-23"},{"text":"Younger generations report higher rates of climate-related distress than older adults. Gen Z and Millennials report climate anxiety at 5% and depression at 4%, while Baby Boomers and older adults report 1% for both.","ai_generated":true,"unit":"commyale-000063#insight-3","date_modified":"2026-10-23"},{"text":"A total of 8% of American adults are either already discussing their feelings about global warming with a counselor or therapist, or would be interested in doing so. This interest is most pronounced among Hispanics/Latinos (21%) and Gen Z/Millennials (13%).","ai_generated":true,"unit":"commyale-000063#insight-4","date_modified":"2026-10-23"}],"climate_tags":["mental health"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["prevalence study","demographic analysis"]},{"id":"catf-001142","url":"https://climateinsightsdirectory.org/document/catf-001142","title":"Perspectives from Environmental Justice Communities: A National Survey","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"report","language":"en","date_published":"2023-07","source_url":"https://cdn.catf.us/wp-content/uploads/2023/07/11093912/perspectives-environmental-justice-communities-national-survey.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The survey reveals high levels of concern regarding air and water quality, particularly among Hispanic and Black communities. While there is strong support for the clean energy transition and interest in related careers, significant barriers exist, including lack of education, financial insecurity, and low awareness of job opportunities. Trust in government is low, while trust in scientists and family is high.","ai_generated":true,"unit":"catf-001142#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A significant portion of respondents are concerned about environmental pollution, with 62.7% agreeing they are concerned about health effects and 46.6% stating that pollutants have already affected their or their neighbors' health.","ai_generated":true,"unit":"catf-001142#insight-1","date_modified":"2026-10-23"},{"text":"Perceptions of environmental and health impacts are notably higher among Hispanic or Latino and Black or African American communities compared to the overall average.","ai_generated":true,"unit":"catf-001142#insight-2","date_modified":"2026-10-23"},{"text":"Awareness of clean energy technologies varies by maturity; while solar (72%), wind (61.4%), and electric vehicles (57.5%) are well-known, nascent technologies like carbon capture (12.9%) and green hydrogen (11.5%) have very low awareness.","ai_generated":true,"unit":"catf-001142#insight-3","date_modified":"2026-10-23"},{"text":"Respondents generally view the clean energy transition positively, with 66.6% believing it could provide well-paying jobs and 65.4% approving of new clean energy infrastructure in their communities.","ai_generated":true,"unit":"catf-001142#insight-4","date_modified":"2026-10-23"},{"text":"Despite positive perceptions, 35.4% of respondents fear that the transition to clean energy will lead to job losses in their communities, a concern that is 10 percentage points higher among Hispanic or Latino respondents than the average.","ai_generated":true,"unit":"catf-001142#insight-5","date_modified":"2026-10-23"},{"text":"There is a gap between interest in clean energy careers and actual pursuit; 66% express interest, but 62.7% have never considered working in the industry and 17.3% have considered it without searching for jobs.","ai_generated":true,"unit":"catf-001142#insight-6","date_modified":"2026-10-23"},{"text":"The primary barriers to entering the clean energy workforce are a lack of education or training (61.7%) and a lack of knowledge on where to find job listings (56.3%).","ai_generated":true,"unit":"catf-001142#insight-7","date_modified":"2026-10-23"},{"text":"Civic engagement is perceived as important, but actual participation is low; about half of respondents have never participated in civic activities beyond expressing opinions on the internet.","ai_generated":true,"unit":"catf-001142#insight-8","date_modified":"2026-10-23"},{"text":"Trust in information sources is highest for scientists, family/friends, and environmental organizations, while the government and local politicians are the least trusted sources, with under 40% expressing trust.","ai_generated":true,"unit":"catf-001142#insight-9","date_modified":"2026-10-23"},{"text":"Electricity costs are viewed as too high by 76.4% of respondents, yet only 13% are aware of programs or rebates to reduce these costs.","ai_generated":true,"unit":"catf-001142#insight-10","date_modified":"2026-10-23"},{"text":"Major obstacles to general career advancement include insufficient financial resources (63.7%), lack of relevant experience (59.9%), and lack of required academic degrees or certifications (57.9%).","ai_generated":true,"unit":"catf-001142#insight-11","date_modified":"2026-10-23"}],"climate_tags":["environmental justice","climate justice","energy transition","renewable energy","solar energy","wind power","electric vehicle","energy efficiency","hydropower","energy storage","Grid modernization","smart grid","microgrid","carbon capture and storage","green hydrogen","air quality","water quality","workforce development","green job","energy access"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["national survey","demographic analysis","perception study"]},{"id":"ucs-000360","url":"https://climateinsightsdirectory.org/document/ucs-000360","title":"Cleaner Cars, Cleaner Air","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"report","language":"en","date_published":"2023-06","source_url":"https://www.ucs.org/sites/default/files/2023-06/cleaner-cars-cleaner-air-report_0.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the impact of passenger vehicles manufactured before 2004 in California, finding that while they represent only 19% of registered vehicles, they produce the majority of nitrogen oxides and reactive organic gases. This pollution contributes to the formation of PM2.5, which is linked to significant health issues and premature deaths. The study demonstrates that exposure to this pollution is inequitably distributed, disproportionately affecting Latino, Black, and low-income communities, particularly in Southern California. The authors recommend prioritizing vehicle replacement incentives for disadvantaged populations and expanding non-private transportation alternatives.","ai_generated":true,"unit":"ucs-000360#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Passenger vehicles manufactured before 2004 produce a disproportionate amount of pollution compared to newer models. Despite making up only 19% of registered vehicles and 12% of miles driven, they are responsible for 73% of all nitrogen oxides exhaust and 64% of reactive organic gases from passenger vehicles.","ai_generated":true,"unit":"ucs-000360#insight-1","date_modified":"2026-10-23"},{"text":"Older vehicles have significantly lower fuel efficiency and higher operating costs. Older cars average 23 MPG and older trucks average 17 MPG, whereas new cars and trucks in California average more than 30 MPG and 25 MPG, respectively. Additionally, 20-year-old cars fail Smog Checks twice as often as 10-year-old vehicles.","ai_generated":true,"unit":"ucs-000360#insight-2","date_modified":"2026-10-23"},{"text":"Exposure to PM2.5 pollution from older vehicles is inequitably distributed by race, ethnicity, and income. Latino Californians are exposed to concentrations 19% higher than the state average, and Black Californians are exposed to concentrations 12% higher, while White Californians are exposed to 20% lower concentrations. Higher-income households (over $200,000) have 18% lower exposure than the state average.","ai_generated":true,"unit":"ucs-000360#insight-3","date_modified":"2026-10-23"},{"text":"The highest concentrations of PM2.5 pollution from older vehicles are located in the southern half of California, specifically in central Los Angeles and Long Beach. In areas with the highest exposure, 67% of residents are Latino and 8% are Black, compared to statewide populations of 40% and 5%, respectively.","ai_generated":true,"unit":"ucs-000360#insight-4","date_modified":"2026-10-23"},{"text":"Pollution from older vehicles is estimated to cause between 97 and 421 premature deaths per year in California. These deaths are heavily concentrated in Southern California, with Los Angeles County alone accounting for over one-third of the state total.","ai_generated":true,"unit":"ucs-000360#insight-5","date_modified":"2026-10-23"},{"text":"While urban areas have the highest total number of older vehicles, rural areas have a higher proportion of them. In rural Modoc, Trinity, and Sierra counties, over 40% of vehicles are model year 2003 or older.","ai_generated":true,"unit":"ucs-000360#insight-6","date_modified":"2026-10-23"}],"climate_tags":["fuel efficiency","greenhouse gas emissions","electric vehicle","zero-emissions vehicle","environmental justice","transport policy","air quality"],"geography_discussed":["Southern California","Los Angeles","Long Beach","Los Angeles County","San Diego County","Orange County","San Bernardino County","Riverside County","Modoc County","Trinity","Sierra","San Francisco"],"frame_perspective":[],"analysis_type":["impact assessment","demographic analysis","health impact modeling"]},{"id":"commyale-000044","url":"https://climateinsightsdirectory.org/document/commyale-000044","title":"Who is most likely to talk about climate change?","publisher":{"name":"Yale Program on Climate Change Communication","organization":"yale-program-on-climate-change-communication"},"document_type":"research paper","language":"en","date_published":"2023-05-18","source_url":"https://climatecommunication.yale.edu/publications/who-is-most-likely-to-talk-about-climate-change/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The analysis finds that a majority of Americans (63%) rarely or never discuss global warming. Those most likely to engage in these conversations include Democrats, individuals with higher education, urban residents, Gen Z and Millennials, and Hispanic/Latino Americans. The study highlights a strong correlation between climate concern—specifically those in the 'Alarmed' category—and the frequency of discussion, as well as the influence of supportive social norms and media exposure in encouraging climate conversations.","ai_generated":true,"unit":"commyale-000044#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Most Americans do not frequently discuss global warming; 63% of respondents report they \"rarely\" (30%) or \"never\" (33%) talk about it with family and friends, while only 37% do so \"occasionally\" (29%) or \"often\" (8%).","ai_generated":true,"unit":"commyale-000044#insight-1","date_modified":"2026-10-23"},{"text":"Certain demographic groups are more likely to discuss global warming (over 40% doing so at least occasionally), specifically Democrats, people with a Bachelor’s degree or higher, urban residents, Gen Z and Millennials, and Hispanic/Latino Americans. Conversely, Republicans, rural residents, those with a high school education or less, and those uninterested in politics are the least likely (under 30%).","ai_generated":true,"unit":"commyale-000044#insight-2","date_modified":"2026-10-23"},{"text":"Political affiliation shows a stark divide in conversation frequency, with Liberal Democrats (68%) being the most likely to discuss the issue and conservative Republicans (11%) being the least likely.","ai_generated":true,"unit":"commyale-000044#insight-3","date_modified":"2026-10-23"},{"text":"There is a strong link between the level of worry about climate change and the likelihood of talking about it; 83% of those categorized as \"Alarmed\" discuss global warming, compared to much lower rates for the Cautious (14%), Disengaged (9%), Doubtful (3%), and Dismissive (10%) groups.","ai_generated":true,"unit":"commyale-000044#insight-4","date_modified":"2026-10-23"},{"text":"Social norms and external triggers significantly increase the frequency of climate discussions. 76% of Americans who hear others talk about global warming at least once a month discuss it themselves, compared to 22% of those who hear it less often. Additionally, 66% of those perceiving strong descriptive norms and 61% of those perceiving strong injunctive norms are more likely to discuss the issue.","ai_generated":true,"unit":"commyale-000044#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate change","climate change communication"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["demographic analysis","survey analysis"]},{"id":"commgmu-000107","url":"https://climateinsightsdirectory.org/document/commgmu-000107","title":"Who is most likely to talk about climate change?","publisher":{"name":"Center for Climate Change Communication","organization":"center-for-climate-change-communication"},"document_type":"research paper","language":"en","date_published":"2023-05-17","source_url":"https://climatecommunication.gmu.edu/all/who-is-most-likely-to-talk-about-climate-change__trashed/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The analysis finds that a majority of Americans rarely or never discuss global warming, with the highest rates of conversation occurring among Democrats, educated urban residents, Gen Z and Millennials, and Hispanic/Latino Americans. The study highlights a strong correlation between talking about climate change and being in the 'Alarmed' category of the Global Warming’s Six Americas framework, as well as the influence of supportive social norms and frequent exposure to climate discussions in social circles and the media.","ai_generated":true,"unit":"commgmu-000107#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Most Americans do not frequently discuss global warming; 63% of the population reports that they either \"rarely\" or \"never\" talk about the issue with family and friends, while only 37% do so \"occasionally\" or \"often\".","ai_generated":true,"unit":"commgmu-000107#insight-1","date_modified":"2026-10-23"},{"text":"Specific demographic groups are more likely to engage in climate conversations, with over 40% of Democrats, people with a Bachelor’s degree or higher, urban residents, Gen Z and Millennials, and Hispanic/Latino Americans discussing the topic. Conversely, Republicans, rural residents, those with a high school education or less, and those uninterested in politics are the least likely, with less than 30% discussing it. Liberal Democrats (68%) and conservative Republicans (11%) represent the opposite ends of this spectrum.","ai_generated":true,"unit":"commgmu-000107#insight-2","date_modified":"2026-10-23"},{"text":"There is a strong link between a person's level of concern and their likelihood to talk about the issue. 83% of those categorized as 'Alarmed' in the Global Warming’s Six Americas framework discuss global warming, compared to much lower rates for the Cautious (14%), Disengaged (9%), Doubtful (3%), and Dismissive (10%) groups.","ai_generated":true,"unit":"commgmu-000107#insight-3","date_modified":"2026-10-23"},{"text":"Social norms and external triggers significantly increase the frequency of climate discussions. 66% of people who perceive strong descriptive norms and 61% of those who perceive strong injunctive norms discuss global warming, compared to only 20% for those with weak perceptions of either. Additionally, 76% of people who hear others talk about global warming at least once a month discuss it themselves, and 45% of those who hear about it in the media at least once a month do so, compared to 22% and 27% respectively for those with lower exposure.","ai_generated":true,"unit":"commgmu-000107#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change communication"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["demographic analysis","correlational study"]},{"id":"issafri-000034","url":"https://climateinsightsdirectory.org/document/issafri-000034","title":"Development prospects for the Horn of Africa countries to 2040","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2023-05-15","source_url":"https://futures.issafrica.org/special-reports/guide.pdf?report=region/horn-of-africa&topic=04-demographics","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Horn of Africa is characterized by a very young population and high fertility rates, particularly in Somalia. Only Djibouti has currently reached the working-age to dependent ratio necessary to potentially realize a demographic dividend. The region is predominantly rural, with Ethiopia being the most rural and Djibouti the most urbanized. High youth populations combined with limited economic opportunities are identified as contributors to socio-political instability.","ai_generated":true,"unit":"issafri-000034#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Horn of Africa's population is projected to reach 241.3 million by 2030, with Ethiopia, Somalia, and Sudan expected to grow by 33.4 million, 3.8 million, and 13.5 million people respectively over the next 10 years.","ai_generated":true,"unit":"issafri-000034#insight-1","date_modified":"2026-10-23"},{"text":"Somalia has the second highest total fertility rate in the world at 6.1 children per woman, while Djibouti has the lowest in the region at 2.8.","ai_generated":true,"unit":"issafri-000034#insight-2","date_modified":"2026-10-23"},{"text":"Only Djibouti has achieved the critical ratio of at least 1.7 working-age people (15-65) for each dependent (under 15) required to potentially experience a demographic dividend, recording a ratio of 1.9. Other countries in the region are not projected to reach this ratio until after 2040, with Somalia not expected to reach it until 2070.","ai_generated":true,"unit":"issafri-000034#insight-3","date_modified":"2026-10-23"},{"text":"The region is the most rural in Africa, with an average of only 27% of the population living in urban areas. Ethiopia is the most rural, while Djibouti is the most urbanized, with approximately 80% of its population living in cities.","ai_generated":true,"unit":"issafri-000034#insight-4","date_modified":"2026-10-23"},{"text":"A 'youth bulge'—where 40% of the adult population is between 15 and 29 years old—increases the risk of socio-political instability if job prospects and governance participation are limited.","ai_generated":true,"unit":"issafri-000034#insight-5","date_modified":"2026-10-23"}],"climate_tags":["urbanization","economic growth"],"geography_discussed":["Nigeria","People's Republic of China","India","Niger","South Korea","Taiwan","Addis Ababa","Khartoum","Mogadishu"],"frame_perspective":[],"analysis_type":["demographic analysis","economic forecasting"]},{"id":"issafri-000075","url":"https://climateinsightsdirectory.org/document/issafri-000075","title":"Stagnation or Growth? Algeria’s development pathway to 2040","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2023-05-12","source_url":"https://futures.issafrica.org/special-reports/guide.pdf?report=country/algeria&topic=04-demographics","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes Algeria's demographic transition, noting a decline in fertility rates and a projected population of 54 million by 2040. It highlights economic risks associated with an aging population and low female labor participation, while observing that a shrinking 'youth bulge' may reduce the likelihood of social instability compared to sub-Saharan Africa.","ai_generated":true,"unit":"issafri-000075#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Algeria's population is projected to grow by approximately 24% over the next 20 years, reaching nearly 54 million people by 2040 in the Current Path forecast.","ai_generated":true,"unit":"issafri-000075#insight-1","date_modified":"2026-10-23"},{"text":"The total fertility rate (TFR) is expected to reach the replacement level of 2.1 births by 2035 and fall below two children per woman after 2040, potentially leading to a shrinking economy, increased health spending for the elderly, and a higher burden of non-communicable diseases.","ai_generated":true,"unit":"issafri-000075#insight-2","date_modified":"2026-10-23"},{"text":"Despite a favorable working-age population, Algeria faces high unemployment and significantly low female labor participation, estimated at 18.5%, which is about 20.5 percentage points lower than its peers.","ai_generated":true,"unit":"issafri-000075#insight-3","date_modified":"2026-10-23"},{"text":"Urbanization is high, with 74% of the population (32 million) living in coastal plain urban areas as of the reporting period, a figure projected to rise to 82% (44 million) by 2040.","ai_generated":true,"unit":"issafri-000075#insight-4","date_modified":"2026-10-23"},{"text":"The 'youth bulge' (population aged 15-29) has declined from a peak of 52% in the 1980s to just over 30% today, which is expected to moderate the demographic tendency for social instability compared to sub-Saharan Africa, where the bulge is 48%.","ai_generated":true,"unit":"issafri-000075#insight-5","date_modified":"2026-10-23"}],"climate_tags":["urbanization","public health"],"geography_discussed":["Afghanistan","Africa"],"frame_perspective":[],"analysis_type":["forecasting","demographic analysis"]},{"id":"commyale-000048","url":"https://climateinsightsdirectory.org/document/commyale-000048","title":"Global Warming\u0019s Six Americas: Age, Race, Ethnicity, Gender","publisher":{"name":"Yale Program on Climate Change Communication","organization":"yale-program-on-climate-change-communication"},"document_type":"report","language":"en","date_published":"2023-04-05","source_url":"https://climatecommunication.yale.edu/publications/global-warmings-six-americas-age-race-ethnicity-gender/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"Based on survey data from 2020-2022, the report finds that younger Americans, women, and people of color—particularly women of color—are more likely to be 'Alarmed' or 'Concerned' about global warming. Conversely, White adults and older generations are more likely to be 'Doubtful' or 'Dismissive'. The analysis emphasizes the need for diversity and inclusion in climate policy and the environmental movement to better engage these varied demographic groups.","ai_generated":true,"unit":"commyale-000048#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Younger Americans (Gen Z and Millennials) exhibit higher levels of climate concern and lower levels of skepticism compared to older cohorts. 60% of Gen Z and Millennials are 'Alarmed' or 'Concerned', compared to 53% for Gen X and 53% for Baby Boomers and older generations. Additionally, only 16% of Gen Z and Millennials are 'Doubtful' or 'Dismissive', whereas these figures rise to 21% for Gen X and 25% for Baby Boomers and older generations.","ai_generated":true,"unit":"commyale-000048#insight-1","date_modified":"2026-10-23"},{"text":"Racial and ethnic disparities in climate opinion are significant, with Hispanic/Latino (64%) and Black adults (61%) more likely to be 'Alarmed' or 'Concerned' than White adults (50%). White adults are significantly more likely to be 'Doubtful' or 'Dismissive' (26%) than Black adults (9%) or Hispanic/Latino adults (13%).","ai_generated":true,"unit":"commyale-000048#insight-2","date_modified":"2026-10-23"},{"text":"Gender differences show that women are more likely to be 'Alarmed' or 'Concerned' (59%) than men (52%), and more likely to be 'Alarmed' specifically (29% vs 26%). Women are also less likely to be 'Doubtful' or 'Dismissive' (17%) than men (24%), though a higher proportion of women (8%) are 'Disengaged' compared to men (4%).","ai_generated":true,"unit":"commyale-000048#insight-3","date_modified":"2026-10-23"},{"text":"Intersectional analysis reveals that women of color are the most 'Alarmed' group, with Gen Z and Millennial women of color at 39%, followed by Gen X women of color at 37% and older generations of women of color at 32%.","ai_generated":true,"unit":"commyale-000048#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate justice"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["demographic analysis","intersectional analysis","public opinion survey"]},{"id":"commgmu-000105","url":"https://climateinsightsdirectory.org/document/commgmu-000105","title":"Global Warming’s Six Americas across age, race/ethnicity, and gender","publisher":{"name":"Center for Climate Change Communication","organization":"center-for-climate-change-communication"},"document_type":"research paper","language":"en","date_published":"2023-04-04","source_url":"https://climatecommunication.gmu.edu/all/global-warmings-six-americas-age-race-ethnicity-gender/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The analysis finds that younger generations, women, and people of color—particularly women of color—are more likely to be 'Alarmed' or 'Concerned' about global warming, while White adults are more likely to be 'Doubtful' or 'Dismissive'.","ai_generated":true,"unit":"commgmu-000105#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Younger generations (Gen Z and Millennials) are more likely to be Alarmed or Concerned (60%) and less likely to be Doubtful or Dismissive (16%) compared to Gen X (53% Alarmed/Concerned; 21% Doubtful/Dismissive) and Baby Boomers and older generations (53% Alarmed/Concerned; 25% Doubtful/Dismissive).","ai_generated":true,"unit":"commgmu-000105#insight-1","date_modified":"2026-10-23"},{"text":"Hispanic/Latino (64%) and Black adults (61%) are more likely to be Alarmed or Concerned than White adults (50%). White adults are significantly more likely to be Doubtful or Dismissive (26%) than Black adults (9%) or Hispanic/Latino adults (13%).","ai_generated":true,"unit":"commgmu-000105#insight-2","date_modified":"2026-10-23"},{"text":"Women are more likely than men to be Alarmed or Concerned (59% vs 52%) and less likely to be Doubtful or Dismissive (17% vs 24%). However, a higher proportion of women (8%) are Disengaged compared to men (4%).","ai_generated":true,"unit":"commgmu-000105#insight-3","date_modified":"2026-10-23"},{"text":"Intersectionally, women of color are the most Alarmed group, with Gen Z and Millennial women of color at 39%, Gen X women of color at 37%, and older generations of women of color at 32%.","ai_generated":true,"unit":"commgmu-000105#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change","climate justice"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["demographic analysis","intersectional analysis"]},{"id":"commyale-000291","url":"https://climateinsightsdirectory.org/document/commyale-000291","title":"Global Warming’s Six Americas","publisher":{"name":"Yale Program on Climate Change Communication","organization":"yale-program-on-climate-change-communication"},"document_type":"fact sheet","language":"en","date_published":"2023","source_url":"https://climatecommunication.yale.edu/wp-content/uploads/2023/12/six-americas-fall-2023-data-tables.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document presents longitudinal data on U.S. public perceptions of global warming, categorizing adults into six segments: Alarmed, Concerned, Cautious, Disengaged, Doubtful, and Dismissive. It tracks these percentages across 29 survey waves from November 2008 to October 2023 and provides a breakdown of 'Alarmed or Concerned' responses by political party for late 2022 and 2023.","ai_generated":true,"unit":"commyale-000291#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Between November 2008 and October 2023, the percentage of U.S. adults categorized as 'Alarmed' regarding global warming fluctuated, starting at 17% in November 2008 and reaching 28% by October 2023.","ai_generated":true,"unit":"commyale-000291#insight-1","date_modified":"2026-10-23"},{"text":"Political affiliation is strongly associated with levels of concern about global warming. In October 2023, 82% of Democrats were categorized as either 'Alarmed or Concerned', compared to 28% of Republicans.","ai_generated":true,"unit":"commyale-000291#insight-2","date_modified":"2026-10-23"}],"climate_tags":["climate change","climate change communication"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["longitudinal study","demographic analysis"]},{"id":"seforall-000100","url":"https://climateinsightsdirectory.org/document/seforall-000100","title":"Global access to cooling gaps 2023: Summary","publisher":{"name":"Sustainable Energy for All","organization":"sustainable-energy-for-all"},"document_type":"executive summary","language":"en","date_published":"2023","source_url":"https://www.seforall.org/chilling-prospects-access-to-cooling-gaps-2023/summary","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Chilling Prospects 2023 analysis identifies 1.12 billion people at high risk of lacking cooling access, primarily the rural and urban poor. While high-risk populations decreased slightly by 20.4 million since 2022, the lower-middle-income group at medium risk grew to 2.9 billion people. The report highlights significant gender disparities, with women overrepresented in high-risk groups, and identifies 'Critical 9' countries—including India, China, and Nigeria—where the most pronounced risks exist.","ai_generated":true,"unit":"seforall-000100#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In 2023, 1.12 billion people among the rural and urban poor are at high risk due to a lack of access to cooling, representing a decrease of approximately 20.4 million people from the 2022 analysis. This high-risk group is composed of 596 million women and 525 million men, with women making up 52 percent of the high-risk population in rural areas and 54 percent in urban areas.","ai_generated":true,"unit":"seforall-000100#insight-1","date_modified":"2026-10-23"},{"text":"The lower-middle-income population at medium risk increased to 2.90 billion people, a 0.4 percent increase in the 2023 analysis and a 7.1 percent increase between 2019 and 2023. Approximately 80 percent of this group lives below the higher poverty line of USD 6.85 per day, which may create affordability constraints for women.","ai_generated":true,"unit":"seforall-000100#insight-2","date_modified":"2026-10-23"},{"text":"The 'Critical 9' countries—Bangladesh, Brazil, China, India, Indonesia, Mozambique, Nigeria, Pakistan, and Sudan—contain 772.2 million people at high risk. Mozambique has the highest proportional risk at 83 percent of its population, followed by Nigeria (53 percent) and Sudan (44 percent).","ai_generated":true,"unit":"seforall-000100#insight-3","date_modified":"2026-10-23"},{"text":"India showed a significant shift in risk profiles: the rural and urban poor populations declined by 16.9 million and 4.2 million people respectively, while the lower-middle-income population at medium risk grew by 21.8 million people, likely due to improvements in rural electricity access and economic resilience.","ai_generated":true,"unit":"seforall-000100#insight-4","date_modified":"2026-10-23"},{"text":"Middle-income people at low risk grew by approximately 57 million people since 2022 to reach 958.7 million, with a relatively balanced gender distribution of 475 million women and 484 million men.","ai_generated":true,"unit":"seforall-000100#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","heat stress","energy access","decarbonization"],"geography_discussed":["People's Republic of China","Iran","Mexico","North Africa","sub-Saharan Africa","India","Bangladesh","Pakistan","Brazil","Mozambique","Nigeria","Sudan","Yemen","Indonesia"],"frame_perspective":[],"analysis_type":["risk assessment","demographic analysis"]},{"id":"commyale-000046","url":"https://climateinsightsdirectory.org/document/commyale-000046","title":"More educational outreach on extreme heat needed in the Midwest and Southwest","publisher":{"name":"Yale Program on Climate Change Communication","organization":"yale-program-on-climate-change-communication"},"document_type":"research paper","language":"en","date_published":"2022-08-16","source_url":"https://climatecommunication.yale.edu/publications/more-educational-outreach-on-extreme-heat-needed-in-the-midwest-and-southwest/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Analysis of FEMA heat data and Yale Climate Opinion Maps reveals a positive correlation (r = 0.12) between extreme heat exposure and worry about global warming in the U.S. However, a specific group of 217 counties—primarily in the Midwest and South—exhibit high exposure but lower-than-average worry. These counties, representing 6.4 million people, are characterized by higher proportions of white residents, rural populations, and 2020 Republican voters compared to the national average. The authors argue that these gaps in risk perception increase vulnerability to heat-related illness and death, necessitating tailored educational outreach and policy responses.","ai_generated":true,"unit":"commyale-000046#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a positive population-weighted correlation (r = 0.12) between past exposure to extreme heat and worry about global warming across 2,293 U.S. counties, indicating that residents in areas with more extreme heat days generally report higher levels of worry.","ai_generated":true,"unit":"commyale-000046#insight-1","date_modified":"2026-10-23"},{"text":"A critical group of 217 counties, representing approximately 6.4 million people (2.6% of the U.S. population), are characterized by high exposure to extreme heat but lower-than-average worry about global warming. These counties are located almost exclusively in the Midwest and the South.","ai_generated":true,"unit":"commyale-000046#insight-2","date_modified":"2026-10-23"},{"text":"Residents in the 'Higher Exposure, Lower Worry' counties are more likely to be white, live in rural areas, and have voted Republican in the 2020 presidential election compared to the general U.S. population. Their median household income is approximately $57,000, which is about 9% below the U.S. median of $62,000, though SNAP benefit receipt (11%) is similar to the national average (12%).","ai_generated":true,"unit":"commyale-000046#insight-3","date_modified":"2026-10-23"},{"text":"Regional variations exist in the relationship between heat and worry: counties in the West tend to have both high exposure and high worry, while many in the Northeast show high worry despite lower historical heat exposure.","ai_generated":true,"unit":"commyale-000046#insight-4","date_modified":"2026-10-23"}],"climate_tags":["extreme heat","climate change","climate change adaptation","public health","climate change communication"],"geography_discussed":["Midwestern United States","Southwest","Northeastern United States","South","West"],"frame_perspective":[],"analysis_type":["correlation analysis","demographic analysis","spatial analysis"]},{"id":"commyale-000080","url":"https://climateinsightsdirectory.org/document/commyale-000080","title":"Exploring Support for Climate Justice Policies in the United States","publisher":{"name":"Yale Program on Climate Change Communication","organization":"yale-program-on-climate-change-communication"},"document_type":"research paper","language":"en","date_published":"2022-08-04","source_url":"https://climatecommunication.yale.edu/publications/exploring-support-for-climate-justice-policies-in-the-united-states/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report finds strong and broad public support across demographic and political lines for climate justice policies in the United States. A majority of Americans support transitioning to 100% clean energy by 2050, increasing funding for disproportionately harmed low-income communities and communities of color, and creating jobs programs to transition workers from the fossil fuel industry.","ai_generated":true,"unit":"commyale-000080#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A significant majority of the U.S. public supports a full transition to clean energy, with 70% of people supporting the shift of the U.S. economy—including industry, buildings, transportation, and electric utilities—from fossil fuels to 100% clean energy by 2050.","ai_generated":true,"unit":"commyale-000080#insight-1","date_modified":"2026-10-23"},{"text":"There is strong support for targeted investments in marginalized communities: 68% of Americans support increased funding for communities of color and low-income communities disproportionately affected by water and air pollution, and 79% support federal funding to improve energy efficiency in residential buildings within low-income communities.","ai_generated":true,"unit":"commyale-000080#insight-2","date_modified":"2026-10-23"},{"text":"Public opinion favors clean energy over fossil fuels regarding employment, with 61% believing clean energy production will create more new jobs than fossil fuel production. High levels of support (over 80%) exist for specific jobs programs, including re-establishing the Civilian Conservation Corps (83%), hiring unemployed oil and gas workers to close abandoned wells (81%), and hiring unemployed coal workers to close old mines and restore landscapes (81%).","ai_generated":true,"unit":"commyale-000080#insight-3","date_modified":"2026-10-23"},{"text":"Support for climate justice policies is widespread across demographic groups, though it is consistently higher among non-white racial groups, including Black and Hispanic/Latino respondents. Support is high across all age groups and education levels, and while Democrats show higher support than Republicans, majorities of Republicans still support policies for climate-friendly jobs and energy efficiency in low-income communities.","ai_generated":true,"unit":"commyale-000080#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate justice","just transition","clean energy","renewable energy","fossil fuel","energy efficiency","green job","environmental justice"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["public opinion survey","demographic analysis"]},{"id":"commgmu-000014","url":"https://climateinsightsdirectory.org/document/commgmu-000014","title":"Who is willing to participate in non-violent civil disobedience for the climate?","publisher":{"name":"Center for Climate Change Communication","organization":"center-for-climate-change-communication"},"document_type":"research paper","language":"en","date_published":"2022-01-25","source_url":"https://climatecommunication.gmu.edu/all/non-violent-civil-disobedience-climate-participant/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report finds that the 'Alarmed' segment of the Six Americas, younger adults, and people of color are the most likely to support or personally participate in non-violent civil disobedience against activities that exacerbate global warming. While support for organizations engaging in such actions is higher than the willingness to personally participate, the data indicates millions of American adults are open to these tactics.","ai_generated":true,"unit":"commgmu-000014#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Among the 'Six Americas' segments, the Alarmed are the most likely to support organizations using non-violent civil disobedience, with 50% stating they 'definitely' (21%) or 'probably' (29%) would do so. Additionally, 28% of the Alarmed would personally engage in such actions if asked by someone they respect, with the 'definitely willing' group (10%) representing approximately 8.6 million American adults.","ai_generated":true,"unit":"commgmu-000014#insight-1","date_modified":"2026-10-23"},{"text":"Millennial and younger adults (aged 18-40) show higher levels of support for non-violent civil disobedience than older generations. Approximately 35% of this group (14% 'definitely' and 21% 'probably') would support such organizations, and 20% (8% 'definitely' and 12% 'probably') would personally engage in these actions if asked by a respected person.","ai_generated":true,"unit":"commgmu-000014#insight-2","date_modified":"2026-10-23"},{"text":"Black Americans and Hispanics/Latinos are more likely than white Americans to both support organizations and personally engage in non-violent civil disobedience for the climate. Support for such organizations is at 34% for Black Americans and 35% for Hispanics/Latinos. Personal willingness to engage is approximately 22% for Black Americans (5% 'definitely' and 17% 'probably') and 17% for Hispanics/Latinos (6% 'definitely' and 11% 'probably').","ai_generated":true,"unit":"commgmu-000014#insight-3","date_modified":"2026-10-23"},{"text":"There is a gap between the willingness to support organizations engaging in non-violent civil disobedience and the willingness to personally participate, which the authors suggest is likely due to barriers such as the fear of arrest.","ai_generated":true,"unit":"commgmu-000014#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change mitigation","climate change","climate change communication"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["public opinion survey","demographic analysis"]},{"id":"commgmu-000064","url":"https://climateinsightsdirectory.org/document/commgmu-000064","title":"Global Warming’s Six Americas","publisher":{"name":"Center for Climate Change Communication","organization":"center-for-climate-change-communication"},"document_type":"report","language":"en","date_published":"2022-01-12","source_url":"https://climatecommunication.gmu.edu/all/global-warming-six-americas-2021/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report identifies six groups of Americans based on climate change attitudes: Alarmed, Concerned, Cautious, Disengaged, Doubtful, and Dismissive. As of September 2021, the Alarmed segment is the largest at 33%, having nearly doubled in size over five years. Combined, the Alarmed and Concerned make up 59% of the population, while the Doubtful and Dismissive comprise 19%. The document notes a general trend of increasing public worry and support for climate solutions, though it emphasizes that the Concerned and Cautious groups still lack a full understanding of climate threats and urgency.","ai_generated":true,"unit":"commgmu-000064#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Americans are categorized into six groups based on climate change perspectives: the Alarmed (highly engaged and supportive of action), the Concerned (view it as a threat but prioritize it less), the Cautious (aware but uncertain of causes), the Disengaged (largely unaware), the Doubtful (question the reality or human cause), and the Dismissive (firmly reject human-caused warming and oppose policies).","ai_generated":true,"unit":"commgmu-000064#insight-1","date_modified":"2026-10-23"},{"text":"The Alarmed segment has become the largest group in the U.S. population, growing from 18% to 33% over five years, including a 9 percentage point increase between March and September 2021.","ai_generated":true,"unit":"commgmu-000064#insight-2","date_modified":"2026-10-23"},{"text":"A majority of Americans (59%) are either Alarmed or Concerned, while a minority (19%) are Doubtful or Dismissive; specifically, the Alarmed (33%) outnumber the Dismissive (9%) by more than 3 to 1.","ai_generated":true,"unit":"commgmu-000064#insight-3","date_modified":"2026-10-23"},{"text":"While public support for climate policies is growing across party lines, the Concerned and Cautious segments, representing 42% of U.S. adults, do not fully grasp the urgency or the threat of climate impacts.","ai_generated":true,"unit":"commgmu-000064#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change","climate policy","climate change communication"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["demographic analysis","trend analysis"]},{"id":"seforall-000010","url":"https://climateinsightsdirectory.org/document/seforall-000010","title":"Lower-middle-income population at risk in 2022","publisher":{"name":"Sustainable Energy for All","organization":"sustainable-energy-for-all"},"document_type":"report","language":"en","date_published":"2022","source_url":"https://www.seforall.org/chilling-prospects-2022/lower-middle-income-population-at-risk","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"This report chapter analyzes the growth of the lower-middle-income population in high-impact countries in 2022, highlighting the risks associated with their potential purchase of inefficient cooling devices and the impact of the COVID-19 pandemic on income levels.","ai_generated":true,"unit":"seforall-000010#summary","date_modified":"2026-08-17"},"key_insights":[{"text":"In 2022, the lower-middle-income population in high-impact countries grew by 108.8 million, reaching a total of 2.39 billion people. This group is defined as those living outside of rural and urban poverty but on less than USD 10.01 per day. There is a concern that this group may purchase affordable but inefficient air conditioners or refrigerators, which could lead to a significant rise in energy use and greenhouse gas (GHG) emissions.","ai_generated":true,"unit":"seforall-000010#insight-1","date_modified":"2026-08-17"},{"text":"The COVID-19 pandemic reversed a previous downward trend in the lower-middle-income population, returning levels to those seen in 2018. In 2021, the pandemic caused an estimated 165 million additional people globally to live on less than USD 5.50 per day, with 82 million in South Asia and 15 million in Sub-Saharan Africa.","ai_generated":true,"unit":"seforall-000010#insight-2","date_modified":"2026-08-17"},{"text":"India, China, and Indonesia had the highest absolute numbers of lower-middle-income populations, with India seeing an increase of approximately 45.2 million people. The most significant relative increases were found in Papua New Guinea (19.2%), Iran (13.4%), and Sudan (9.6%). Conversely, Mozambique experienced the largest reduction in this population segment, decreasing by approximately 18.2%.","ai_generated":true,"unit":"seforall-000010#insight-3","date_modified":"2026-08-17"},{"text":"Asia and the Middle East contain the vast majority of the lower-middle-income population in high-impact countries, accounting for 81% of the global total (1.94 billion people). This regional population grew by nearly 100 million in the last year and 158 million since 2020. The highest proportional increases occurred in Iran (13.4%), Sri Lanka (9.6%), and Iraq (8.7%).","ai_generated":true,"unit":"seforall-000010#insight-4","date_modified":"2026-08-17"},{"text":"In Africa, 31 high-impact countries represent about 15% of the global lower-middle-income population, totaling 361.1 million people in 2022. Egypt and Nigeria have the largest populations in this group, while Algeria, Morocco, and Sudan each have over 20 million. In contrast, the lower-middle-income population is below 3% in the Congo (DR), Guinea-Bissau, Mozambique, and Somalia.","ai_generated":true,"unit":"seforall-000010#insight-5","date_modified":"2026-08-17"},{"text":"In Latin America and the Caribbean, the lower-middle-income population grew by 6.6 million to reach 88 million in 2022, representing 3.7% of the global total. Brazil saw the largest absolute increase with approximately 5 million more people, while Argentina and Peru increased by 400,000 and 130,000 people respectively. Paraguay's lower-middle-income population decreased by 3%.","ai_generated":true,"unit":"seforall-000010#insight-6","date_modified":"2026-08-17"}],"climate_tags":["energy consumption","greenhouse gas (ghg) emissions","cooling","energy transition"],"geography_discussed":["India","People's Republic of China","Indonesia","Papua New Guinea","Iran","Sudan","Mozambique","Asia","Middle East","Africa","Egypt","Nigeria","Algeria","Morocco","Congo (DR)","Guinea-Bissau","Somalia","Sri Lanka","Iraq","Yemen","Myanmar","Latin America","Caribbean","Brazil","Argentina","Peru","Paraguay"],"frame_perspective":[],"analysis_type":["demographic analysis","economic analysis"]},{"id":"seforall-000058","url":"https://climateinsightsdirectory.org/document/seforall-000058","title":"Middle-income population at risk in 2022","publisher":{"name":"Sustainable Energy for All","organization":"sustainable-energy-for-all"},"document_type":"report","language":"en","date_published":"2022","source_url":"https://www.seforall.org/chilling-prospects-2022/middle-income-population-at-risk","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"This report section analyzes the middle-income population at risk due to a lack of access to sustainable cooling in 2022, focusing on high-impact countries. It details a global decline in this demographic, driven largely by the economic effects of the COVID-19 pandemic, and provides regional and country-specific breakdowns of population shifts.","ai_generated":true,"unit":"seforall-000058#summary","date_modified":"2026-08-17"},"key_insights":[{"text":"The middle-income population in high-impact countries, defined as those living on between USD 10.01 and USD 20 per day, decreased by approximately 75.7 million from 1.38 billion in 2021 to 1.3 billion in 2022. This follows a previous reduction of 79 million people from a 2020 global total of 1.46 billion.","ai_generated":true,"unit":"seforall-000058#insight-1","date_modified":"2026-08-17"},{"text":"China has the largest middle-income population globally at 693.3 million, representing about 53 percent of the global total. Together with India, Brazil, Indonesia, and Vietnam, these five countries account for approximately 81 percent of the global middle-income population.","ai_generated":true,"unit":"seforall-000058#insight-2","date_modified":"2026-08-17"},{"text":"Economic impacts of the COVID-19 pandemic caused a shift toward lower-middle-income segments, leading to significant population decreases in China (nearly 19 million) and India (45.2 million) compared to the previous year. Five countries saw middle-income population decreases of 10 percent or more: Bangladesh, Djibouti, India, Myanmar, and Pakistan.","ai_generated":true,"unit":"seforall-000058#insight-3","date_modified":"2026-08-17"},{"text":"Regionally, Asia and the Middle East contain 87 percent of the global middle-income population across 16 high-impact countries, though the population there fell by 79.3 million between 2021 and 2022. In contrast, the 31 high-impact countries in Africa saw their middle-income population increase by 7.1 million to reach 75.4 million, with the largest absolute increases in Egypt (2.3 million) and Uganda (1.3 million).","ai_generated":true,"unit":"seforall-000058#insight-4","date_modified":"2026-08-17"},{"text":"In Latin America and the Caribbean, the middle-income population dropped by 3.5 million, from 98.4 million in 2021 to 94.9 million in 2022. This decline included reductions of 2.7 million in Brazil, 500,000 in Argentina, and 155,000 in Peru.","ai_generated":true,"unit":"seforall-000058#insight-5","date_modified":"2026-08-17"}],"climate_tags":["sustainable cooling","energy transition","climate risk","socio-economic impact"],"geography_discussed":["People's Republic of China","India","Brazil","Indonesia","Vietnam","Benin","Uganda","Bangladesh","Djibouti","Myanmar","Pakistan","Asia","Middle East","Africa","Egypt","Latin America and the Caribbean","Argentina","Peru"],"frame_perspective":[],"analysis_type":["demographic analysis","economic impact assessment"]},{"id":"ucs-001111","url":"https://climateinsightsdirectory.org/document/ucs-001111","title":"Too Hot to Work","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"report","language":"en","date_published":"2021-08","source_url":"https://www.ucs.org/sites/default/files/2021-09/Too-Hot-to-Work_9-7.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that without action to reduce emissions, outdoor workers in the US will face a three- to fourfold increase in exposure to dangerous heat (heat index above 100°F) by midcentury, putting up to $55.4 billion in annual earnings at risk. It highlights that Black/African American and Hispanic/Latino workers are disproportionately represented in outdoor occupations and will bear a heavier burden of these losses. The authors argue that current voluntary heat guidelines are insufficient and call for the enactment of the Asunción Valdivia Heat Illness and Prevention Act of 2021 to establish mandatory, enforceable federal heat safety standards.","ai_generated":true,"unit":"ucs-001111#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Approximately 32 million workers in the United States are employed in occupational categories where two-thirds or more of the jobs require outdoor work, including construction, farming, and protective services.","ai_generated":true,"unit":"ucs-001111#insight-1","date_modified":"2026-10-23"},{"text":"Outdoor workers face significantly higher mortality risks from heat than the general public, and Black/African American and Hispanic/Latino populations are disproportionately represented in this workforce, comprising over 40 percent of outdoor workers compared to 32 percent of the general population.","ai_generated":true,"unit":"ucs-001111#insight-2","date_modified":"2026-10-23"},{"text":"By midcentury, if no action is taken to reduce global emissions, the exposure of outdoor workers to days with a heat index above 100°F—the threshold where the CDC recommends reducing work hours—is projected to increase three- to fourfold, rising from a historical 315 million person-days per year to 1.4 billion person-days per year.","ai_generated":true,"unit":"ucs-001111#insight-3","date_modified":"2026-10-23"},{"text":"Extreme heat is projected to put between $39.3 billion (slow-action scenario) and $55.4 billion (no-action scenario) of outdoor workers' annual earnings at risk by midcentury. In the no-action scenario, over 7.1 million workers would see 10 percent or more of their annual earnings at risk.","ai_generated":true,"unit":"ucs-001111#insight-4","date_modified":"2026-10-23"},{"text":"The economic impact of extreme heat will disproportionately affect workers of color, with Hispanic/Latino workers facing an estimated $11.2 to $16.1 billion and Black/African American workers facing $5.2 to $7.5 billion in annual earnings at risk.","ai_generated":true,"unit":"ucs-001111#insight-5","date_modified":"2026-10-23"},{"text":"Current heat protections in the US are largely voluntary recommendations from OSHA and the CDC; only California and Washington State have established enforceable heat-related protective standards for outdoor workers.","ai_generated":true,"unit":"ucs-001111#insight-6","date_modified":"2026-10-23"},{"text":"The report advocates for the passage of the Asunción Valdivia Heat Illness and Prevention Act of 2021 to mandate a federal heat health protective standard enforceable by OSHA, including requirements for hydration, shade, and rest breaks.","ai_generated":true,"unit":"ucs-001111#insight-7","date_modified":"2026-10-23"}],"climate_tags":["extreme heat","climate change","climate justice","economic impact","greenhouse gas emissions","urban heat island"],"geography_discussed":["California","Washington","Nevada","Florida","Texas"],"frame_perspective":[],"analysis_type":["economic projection","demographic analysis","policy assessment"]},{"id":"iisd-002336","url":"https://climateinsightsdirectory.org/document/iisd-002336","title":"Communities and Demographics","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"fact sheet","language":"en","date_published":"2021-05","source_url":"https://www.iisd.org/system/files/2021-06/winnipeg-river-basin-sheet-7-communities-demographics.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The lower Winnipeg River basin (LWRB) is a sparsely populated area characterized by low population density and significant seasonal population fluctuations due to cottage developments. Between 2011 and 2016, the population across six census subdivisions grew by 4%, from 11,839 to 12,292. While towns like Pinawa, Lac du Bonnet, and Powerview-Pine Falls have high occupancy rates for usual residents, rural municipalities like Alexander and Lac du Bonnet have less than half of their dwellings occupied by permanent residents. The region has a strong Indigenous presence, including the Fort Alexander First Nation/Sagkeeng Anicinabe and Métis people, who traditionally use the land and water for harvesting and spiritual activities.","ai_generated":true,"unit":"iisd-002336#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The population within six census subdivisions in the lower Winnipeg River basin grew by 4% over five years, increasing from 11,839 in 2011 to 12,292 in 2016.","ai_generated":true,"unit":"iisd-002336#insight-1","date_modified":"2026-10-23"},{"text":"The region experiences dramatic seasonal population increases in the summer months; for example, the RM of Alexander grows from 3,333 to 20,000 people, and the RM and Town of Lac du Bonnet grow from 3,800 to 8,000 people.","ai_generated":true,"unit":"iisd-002336#insight-2","date_modified":"2026-10-23"},{"text":"Residential occupancy varies by area: in the RM of Alexander and RM of Lac du Bonnet, less than 50% of dwellings are occupied by usual residents, whereas in the towns of Powerview-Pine Falls, Lac du Bonnet, and Pinawa, occupancy is around 90%.","ai_generated":true,"unit":"iisd-002336#insight-3","date_modified":"2026-10-23"},{"text":"The lower Winnipeg River basin is sparsely populated, with the highest densities found in the Town of Pinawa (856 people per km2), the Town of Lac du Bonnet (507 people per km2), and the Town of Powerview-Pine Falls (262 people per km2).","ai_generated":true,"unit":"iisd-002336#insight-4","date_modified":"2026-10-23"},{"text":"Indigenous communities have deep historical and cultural ties to the basin; the Fort Alexander First Nation/Sagkeeng Anicinabe is located within the boundaries, and Métis people traditionally use the lands for hunting, fishing, trapping, and gathering.","ai_generated":true,"unit":"iisd-002336#insight-5","date_modified":"2026-10-23"}],"climate_tags":["indigenous rights","traditional knowledge"],"geography_discussed":["Winnipeg River basin","Ontario","Manitoba","United States","Minnesota","Lac du Bonnet"],"frame_perspective":[],"analysis_type":["demographic analysis","socio-economic assessment"]}]}