{"query_echo":{"q":"","filters":{"analysis_type":["systematic review"]},"warnings":[]},"total":{"value":69,"relation":"eq"},"page":2,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=systematic+review&page=2","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=systematic+review&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":"sei-002736","url":"https://climateinsightsdirectory.org/document/sei-002736","title":"The future of marine multi-use: M4 (marine, multifunctional, mobile, and modular)","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"briefing","language":"en","date_published":"2023-12","source_url":"https://www.sei.org/wp-content/uploads/2023/12/sei2023.066-marine-multi-use-wind-hydrogen.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the M4 framework for marine multi-use projects, identifying a global trend toward combining offshore wind with other technologies, most notably hydrogen production. A technoeconomic analysis of a potential floating wind farm off Scotland indicates that centralized offshore hydrogen production is the most cost-effective strategy. The report highlights that while technical barriers are low, commercialization is hindered by regulatory gaps and a lack of multi-use integration in Marine Spatial Plans.","ai_generated":true,"unit":"sei-002736#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A review of 30 global M4 projects shows a growth trend since 2019, with 75% located in Europe. Most projects are in the concept or pilot testing phase, and the most common technology combination is offshore wind energy and hydrogen production, appearing in 11 projects.","ai_generated":true,"unit":"sei-002736#insight-1","date_modified":"2026-10-23"},{"text":"Technoeconomic analysis of a floating offshore wind farm off the coast of Scotland indicates that centralized offshore hydrogen production with pipeline transmission to shore is the most beneficial strategy. For a 2 GW wind farm, the levelized cost of hydrogen (LCOH) is estimated at 5.8 EUR/kg.","ai_generated":true,"unit":"sei-002736#insight-2","date_modified":"2026-10-23"},{"text":"The LCOH for offshore hydrogen production is most sensitive to the assumed levelized cost of electricity (LCOE), as electricity is the primary cost driver over a 30-year project lifetime.","ai_generated":true,"unit":"sei-002736#insight-3","date_modified":"2026-10-23"},{"text":"Industry stakeholders report that technical and economic barriers are not the primary obstacles; instead, the lack of an enabling regulatory environment and gaps in Marine Spatial Plans (MSPs) are major barriers to commercialization.","ai_generated":true,"unit":"sei-002736#insight-4","date_modified":"2026-10-23"},{"text":"To accelerate the adoption of M4 projects, the report recommends simplifying permitting procedures, providing economic incentives, and including marine multi-use as a non-price criterion when ranking bids for offshore wind projects.","ai_generated":true,"unit":"sei-002736#insight-5","date_modified":"2026-10-23"}],"climate_tags":["offshore wind power","aquaculture"],"geography_discussed":["Europe","Scotland","Belgium","Portugal","Spain","People's Republic of China","Denmark","Netherlands","Taiwan"],"frame_perspective":[],"analysis_type":["technoeconomic analysis","systematic review","stakeholder interviews"]},{"id":"napglob-000284","url":"https://climateinsightsdirectory.org/document/napglob-000284","title":"Transboundary Climate Risks and the National Adaptation Planning Process","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"briefing","language":"en","date_published":"2023-09","source_url":"https://napglobalnetwork.org/wp-content/uploads/2023/09/napgn-en-2023-transboundary-climate-risks-and-nap-processe.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"A review of 41 multisector NAP documents reveals that transboundary climate risks are sporadically mentioned and lack a systematic approach, with most references limited to shared ecosystems like river basins. The document argues that the dominance of place-based adaptation and state sovereignty norms hinder the integration of cross-border risks, and recommends leveraging intergovernmental organizations and territorial framing to improve regional collaboration.","ai_generated":true,"unit":"napglob-000284#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A review of 41 multisector NAP documents submitted to the UNFCCC by January 2023 shows that countries do not systematically identify or assess transboundary climate risks, with only South Sudan and Timor-Leste featuring dedicated sections on the topic.","ai_generated":true,"unit":"napglob-000284#insight-1","date_modified":"2026-10-23"},{"text":"References to transboundary issues in NAP documents are primarily focused on shared ecosystems and natural resources, particularly transboundary waterways, river basins, and lakes.","ai_generated":true,"unit":"napglob-000284#insight-2","date_modified":"2026-10-23"},{"text":"Coastal countries and Small Island Developing States frequently discuss ocean warming, acidification, and the resulting decline in fish stocks and coral reef degradation, yet they typically do not label these as transboundary risks.","ai_generated":true,"unit":"napglob-000284#insight-3","date_modified":"2026-10-23"},{"text":"Several African NAPs, including those from Chad, Sudan, Central African Republic, Togo, and Niger, highlight the risks to cross-border pastoralism, noting that climate hazards can trigger regional impacts and increase pastoral-herder conflicts.","ai_generated":true,"unit":"napglob-000284#insight-4","date_modified":"2026-10-23"},{"text":"While 25% of the reviewed NAP documents mention the migration of disease vectors across borders, none explicitly categorize these as transboundary climate risks or assess the impact of neighboring countries' health crises on their own systems.","ai_generated":true,"unit":"napglob-000284#insight-5","date_modified":"2026-10-23"},{"text":"Conflict-affected countries such as South Sudan, Chad, and Benin identify climate change as a \"threat multiplier\" that can worsen security through the influx of refugees across borders.","ai_generated":true,"unit":"napglob-000284#insight-6","date_modified":"2026-10-23"},{"text":"NAP documents rarely consider complex tele-connected risks, such as the climate vulnerability of trading partners, the impact on global supply chains, or the stability of overseas remittances.","ai_generated":true,"unit":"napglob-000284#insight-7","date_modified":"2026-10-23"},{"text":"The lack of transboundary integration in NAPs is attributed to the prevalence of place-based adaptation approaches, the principle of state sovereignty, and the absence of a universally agreed-upon framework for assessing such risks.","ai_generated":true,"unit":"napglob-000284#insight-8","date_modified":"2026-10-23"}],"climate_tags":["national adaptation plan","water security","ocean acidification","vector-borne disease","climate migration"],"geography_discussed":["South Sudan","Timor-Leste","Cambodia","Brazil","Sierra Leone","Liberia","Palestine","Bosnia and Herzegovina","Paraguay","Suriname","Kenya","Colombia","Albania","Chad","Sudan","Central African Republic","Togo","Niger","Burkina Faso","Benin","Cameroon","Indonesia","Amazon basin","Nile","Lake Chad","Himalayas","Amazon rainforest"],"frame_perspective":[],"analysis_type":["systematic review","content analysis"]},{"id":"catf-000838","url":"https://climateinsightsdirectory.org/document/catf-000838","title":"Climate Change and Economic Development in Africa","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"research paper","language":"en","date_published":"2023-05","source_url":"https://cdn.catf.us/wp-content/uploads/2023/06/06114939/climate-change-economic-development-africa.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The review finds that energy transition modeling in Africa is a rapidly growing field, yet it is dominated by researchers based outside the continent and largely ignores the nexus between decarbonization and socio-economic development. Most models focus on global targets (2030/2050) and techno-economic optimization, while neglecting political constraints, comprehensive transition costs, and a diverse range of low-carbon technologies like nuclear and carbon capture.","ai_generated":true,"unit":"catf-000838#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Energy transition modeling in Africa has grown rapidly since the 2015 Paris Agreement, with over 90% of the 156 reviewed papers published after the agreement and 60% published between 2019 and 2021.","ai_generated":true,"unit":"catf-000838#insight-1","date_modified":"2026-10-23"},{"text":"Research coverage is geographically uneven, with over one-third of studies focusing on Nigeria and South Africa, while nearly half of the African countries are not covered in the examined literature.","ai_generated":true,"unit":"catf-000838#insight-2","date_modified":"2026-10-23"},{"text":"Most models prioritize climate goals over development; 90% focus on the optimal energy mix and 60% on emissions pathways, while only 10% consider development as a central outcome of interest.","ai_generated":true,"unit":"catf-000838#insight-3","date_modified":"2026-10-23"},{"text":"Electricity consumption projections for sub-Saharan Africa are generally low-ambition, with the highest 2050 projection of 1,500 kWh per capita being less than half of the 2017 global average of 3,152 kWh.","ai_generated":true,"unit":"catf-000838#insight-4","date_modified":"2026-10-23"},{"text":"There is a significant gap in the consideration of comprehensive costs; only 4% of the reviewed papers discuss the total cost of the energy transition beyond the cost of the energy technology itself.","ai_generated":true,"unit":"catf-000838#insight-5","date_modified":"2026-10-23"},{"text":"While solar, wind, and hydro are predominant, other critical low-carbon technologies are under-studied; nuclear, geothermal, and biogas are considered in less than 30% of the papers, and hydrogen and carbon capture are considered in 4% and 8% respectively.","ai_generated":true,"unit":"catf-000838#insight-6","date_modified":"2026-10-23"},{"text":"Intellectual leadership is dominated by researchers based outside of Africa, who authored 63% of the papers. Furthermore, 75% of the papers cited in IPCC reports were authored by researchers based outside of Africa.","ai_generated":true,"unit":"catf-000838#insight-7","date_modified":"2026-10-23"},{"text":"Models are overwhelmingly techno-economic, with 95.51% focusing on such systems, while only 3.21% address socio-technical systems and none address political constraints.","ai_generated":true,"unit":"catf-000838#insight-8","date_modified":"2026-10-23"}],"climate_tags":["energy transition","decarbonization","Net-zero emissions","climate finance","economic development","energy poverty","carbon capture and storage","nuclear power","hydrogen","solar energy","wind power","hydropower","geothermal energy","biogas","climate change adaptation","Sustainable Development Goals"],"geography_discussed":["South Africa","Nigeria","Ghana","Kenya","Ethiopia"],"frame_perspective":[],"analysis_type":["systematic review","meta-analysis"]},{"id":"napglob-000392","url":"https://climateinsightsdirectory.org/document/napglob-000392","title":"Aborder les pertes et préjudices : que peuvent nous enseigner les plans nationaux d’adaptation des pays ?","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"report","language":"fr","date_published":"2023-05","source_url":"https://napglobalnetwork.org/wp-content/uploads/2024/03/napgn-fr-2023-loss-and-damage-in-naps.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes 41 multisectoral National Adaptation Plans (NAPs) to assess their integration of loss and damage (L&D) strategies. It finds that while nearly half of NAPs explicitly mention L&D and almost all include disaster risk management (DRM) components, there is a significant gap in addressing non-economic losses and irreversible impacts. The document proposes a 'spectrum' approach to L&D, ranging from avoidance (mitigation) and minimization (adaptation/DRR) to remediation (humanitarian response and reparations). It recommends that governments and international funders leverage existing NAP risk analyses as a starting point for L&D assessments and ensure that new L&D financing targets impacts that exceed adaptation limits to avoid duplicating existing adaptation efforts.","ai_generated":true,"unit":"napglob-000392#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Approximately 49% of the analyzed National Adaptation Plans (NAPs) explicitly mention the concept of loss and damage, with a high concentration of these documents submitted in 2021 and 2022, and 37% originating from small island developing states.","ai_generated":true,"unit":"napglob-000392#insight-1","date_modified":"2026-10-23"},{"text":"Disaster Risk Management (DRM) is nearly universal in NAPs, with 95% mentioning DRM or Disaster Risk Reduction (DRR), covering all components from risk understanding and reduction to emergency response and recovery.","ai_generated":true,"unit":"napglob-000392#insight-2","date_modified":"2026-10-23"},{"text":"DRM measures within NAPs are primarily focused on risk understanding and reduction; there are far fewer specific measures for emergency response and recovery, though early warning systems and insurance are common.","ai_generated":true,"unit":"napglob-000392#insight-3","date_modified":"2026-10-23"},{"text":"While only 17% of NAPs use the specific term 'slow onset events,' every single analyzed NAP refers to at least one such event, such as sea-level rise, temperature increase, or biodiversity loss.","ai_generated":true,"unit":"napglob-000392#insight-4","date_modified":"2026-10-23"},{"text":"Human mobility is mentioned in most NAPs, but only about 40% address it in a permanent sense, such as relocation or resettlement, rather than just seasonal or economic migration.","ai_generated":true,"unit":"napglob-000392#insight-5","date_modified":"2026-10-23"},{"text":"Non-economic losses are rarely addressed, appearing in only 29% of NAPs, with the loss of cultural heritage being the most frequently cited issue (15%).","ai_generated":true,"unit":"napglob-000392#insight-6","date_modified":"2026-10-23"},{"text":"NAPs generally contain limited information on scenarios that exceed adaptation limits, suggesting that countries need more support to assess existential threats as a basis for L&D responses.","ai_generated":true,"unit":"napglob-000392#insight-7","date_modified":"2026-10-23"}],"climate_tags":["loss and damage","national adaptation plan","disaster risk reduction","climate finance","climate justice","ecosystem-based adaptation","early warning system"],"geography_discussed":["Saint Lucia","Suriname","Tonga","Timor-Leste","Kiribati","Kenya","Madagascar","Sierra Leone","Albania","Sri Lanka","Peru","Bosnia and Herzegovina","Liberia","Central African Republic","Togo","Brazil","Cameroon","Benin","Saint Vincent and the Grenadines","Palestine","Nepal"],"frame_perspective":[],"analysis_type":["policy analysis","systematic review"]},{"id":"ipie-000038","url":"https://climateinsightsdirectory.org/document/ipie-000038","title":"改善全球信息环境 的战略","publisher":{"name":"International Panel on the Information Environment","organization":"international-panel-on-the-information-environment"},"document_type":"executive summary","language":"en","date_published":"2023-01","source_url":"https://cdn.prod.website-files.com/643ecb10be528d2c1da863cb/6563aed00eedb971ae092df8_SFP2023.1%20-%20ZHCN.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document synthesizes evidence from 4,798 peer-reviewed publications to evaluate strategies for improving the global information environment. It identifies a scientific consensus that content labels and corrective information are effective in reducing the impact of misinformation on user perception. However, it notes significant gaps in research, including a lack of non-English language studies, insufficient access to corporate social media data, and a lack of standardized definitions and metrics across the field.","ai_generated":true,"unit":"ipie-000038#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"While other strategies such as content and account moderation, information and media literacy, and redirecting users to accurate information are supported by systematic review, their effectiveness remains unverified by meta-analysis or is considered uncertain.","ai_generated":true,"unit":"ipie-000038#insight-1","date_modified":"2026-10-23"},{"text":"There is a critical need for standardized definitions and metrics in misinformation research, as few studies report measurable impacts or use methodologies that allow for knowledge synthesis.","ai_generated":true,"unit":"ipie-000038#insight-2","date_modified":"2026-10-23"}],"climate_tags":["climate change disinformation"],"geography_discussed":["Switzerland"],"frame_perspective":[],"analysis_type":["systematic review","meta-analysis"]},{"id":"ipie-000044","url":"https://climateinsightsdirectory.org/document/ipie-000044","title":"世界の情報環境 向上の戦略","publisher":{"name":"International Panel on the Information Environment","organization":"international-panel-on-the-information-environment"},"document_type":"executive summary","language":"ja","date_published":"2023-01","source_url":"https://cdn.prod.website-files.com/643ecb10be528d2c1da863cb/6563aee77052e26695997ad1_SFP2023.1%20-%20JA.pdf","generator":"Climate Insights Directory","generated_fields":["summary","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes 4,798 peer-reviewed publications to determine which social media design interventions effectively reduce misinformation. It identifies a scientific consensus that content labeling and correction information are effective, while the impact of other strategies remains unproven. The report emphasizes the need for more diverse, multi-lingual research and standardized metrics to improve the global information environment.","ai_generated":true,"unit":"ipie-000044#summary","date_modified":"2026-10-23"},"key_insights":[],"climate_tags":["climate change disinformation"],"geography_discussed":["Switzerland"],"frame_perspective":[],"analysis_type":["systematic review","meta-analysis"]},{"id":"ipie-000045","url":"https://climateinsightsdirectory.org/document/ipie-000045","title":"글로벌 정보 환경 개선을 위한 전략","publisher":{"name":"International Panel on the Information Environment","organization":"international-panel-on-the-information-environment"},"document_type":"executive summary","language":"en","date_published":"2023-01","source_url":"https://cdn.prod.website-files.com/643ecb10be528d2c1da863cb/6563aeedf32c4fcae5f379f6_SFP2023.1%20-%20KO.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies content labeling and corrective information as the most scientifically validated methods for reducing the impact of misinformation on user perception. While other strategies like content management and media literacy are recognized as plausible, their effectiveness remains uncertain due to a lack of rigorous, standardized, and diverse empirical data. The authors call for more research in non-English languages and across more diverse geographic regions to improve the global information environment.","ai_generated":true,"unit":"ipie-000045#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is an emerging scientific consensus that content labels and corrective information are effective in reducing the impact of misinformation on user perception.","ai_generated":true,"unit":"ipie-000045#insight-1","date_modified":"2026-10-23"},{"text":"While other countermeasures such as content or account management and information/media literacy are approved as plausible interventions, their actual effectiveness is considered uncertain.","ai_generated":true,"unit":"ipie-000045#insight-2","date_modified":"2026-10-23"},{"text":"The current body of research is limited by a lack of diversity in language and geography, with a heavy reliance on English-language studies and Western contexts.","ai_generated":true,"unit":"ipie-000045#insight-3","date_modified":"2026-10-23"},{"text":"There is a significant gap between the number of studies proposing countermeasures and those providing measurable evidence of their impact; fewer than one-fifth of studies report measurable effects.","ai_generated":true,"unit":"ipie-000045#insight-4","date_modified":"2026-10-23"},{"text":"To improve the global information environment, the report argues for the standardization of metrics and definitions, increased access to corporate social media data, and more research targeting non-English users and diverse countries.","ai_generated":true,"unit":"ipie-000045#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate change disinformation"],"geography_discussed":["Switzerland"],"frame_perspective":[],"analysis_type":["systematic review","meta-analysis"]},{"id":"ipie-000005","url":"https://climateinsightsdirectory.org/document/ipie-000005","title":"Countermeasures for Mitigating Digital Misinformation: A Systematic Review","publisher":{"name":"International Panel on the Information Environment","organization":"international-panel-on-the-information-environment"},"document_type":"report","language":"en","date_published":"2023","source_url":"https://www.ipie.info/research/sr2023-1","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes 588 peer-reviewed publications to map countermeasures against digital misinformation. It identifies four primary strategies—corrective information, information and media literacy, content moderation, and content labeling—but finds a significant gap in empirical validation, as less than one-fifth of the reviewed studies report on the effectiveness of their proposed solutions.","ai_generated":true,"unit":"ipie-000005#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The review identified four primary countermeasures promoted by at least 10% of the analyzed publications: corrective information, information and media literacy, content or account moderation, and content labeling.","ai_generated":true,"unit":"ipie-000005#insight-1","date_modified":"2026-10-23"},{"text":"There is a substantial gap between the proposal and the empirical testing of countermeasures; while 52% of publications recommend a countermeasure linked to empirical research, only 18% actually report on its effectiveness.","ai_generated":true,"unit":"ipie-000005#insight-2","date_modified":"2026-10-23"},{"text":"A significant portion of the research lacks specificity, with 44% of studies offering nonspecific solutions such as promoting a 'culture of humility' or building 'fake news awareness'.","ai_generated":true,"unit":"ipie-000005#insight-3","date_modified":"2026-10-23"},{"text":"The effectiveness of content labeling is inconsistent across the literature; some studies suggest it reduces belief in misinformation, while others, including a randomized field experiment, found it did not significantly decrease the consumption of low-quality news.","ai_generated":true,"unit":"ipie-000005#insight-4","date_modified":"2026-10-23"},{"text":"Research on misinformation countermeasures is heavily skewed toward Western perspectives, particularly scholarship from the USA, with notable gaps in coverage for West Africa, Latin America, Central Asia, and Central and Eastern Europe.","ai_generated":true,"unit":"ipie-000005#insight-5","date_modified":"2026-10-23"},{"text":"The choice of research methodology often influences the type of countermeasure proposed: content analysis tends to favor corrective information, survey-based studies promote media literacy, and experimental designs prominently feature content labeling.","ai_generated":true,"unit":"ipie-000005#insight-6","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["United States","People's Republic of China","Spain","Singapore","Caribbean","Central and Eastern Europe","Central Asia","Latin America","West Africa"],"frame_perspective":[],"analysis_type":["systematic review"]},{"id":"ipie-000009","url":"https://climateinsightsdirectory.org/document/ipie-000009","title":"Strategies for Improving the Global Information Environment: Results from A Systematic Review and Meta-Analysis","publisher":{"name":"International Panel on the Information Environment","organization":"international-panel-on-the-information-environment"},"document_type":"report","language":"en","date_published":"2023","source_url":"https://www.ipie.info/research/sfp2023-1","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","analysis_type"],"summary":{"text":"The report analyzes 4,798 peer-reviewed papers to determine which interventions effectively mitigate digital misinformation. While many countermeasures are proposed, fewer than one-fifth report measurable impacts. Meta-analysis of 43 experiments confirms that content labels and corrective information are effective in reducing the effects of misinformation on user perceptions. The authors call for more standardized definitions, robust statistical reporting, and a shift in research focus beyond Western countries and the English language to improve the global information environment.","ai_generated":true,"unit":"ipie-000009#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a growing scientific consensus that two specific interventions—content labeling and the publication of corrective information materials—are effective in reducing the impact of misinformation on how users perceive information.","ai_generated":true,"unit":"ipie-000009#insight-1","date_modified":"2026-10-23"},{"text":"A significant gap exists between the proposal of countermeasures and the empirical validation of their impact; of the studies that propose countermeasures, less than 20% report a measurable effect.","ai_generated":true,"unit":"ipie-000009#insight-2","date_modified":"2026-10-23"},{"text":"Current research on misinformation is heavily skewed toward Western contexts and English-language publications, creating a need for more multilingual and cross-national studies to better understand the global information environment.","ai_generated":true,"unit":"ipie-000009#insight-3","date_modified":"2026-10-23"},{"text":"The available body of research lacks methodological standardization, with only 18 of 588 empirical papers on countermeasures providing data that allows for the aggregation of knowledge through meta-analysis.","ai_generated":true,"unit":"ipie-000009#insight-4","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":[],"frame_perspective":[],"analysis_type":["systematic review","meta-analysis"]},{"id":"ipie-000023","url":"https://climateinsightsdirectory.org/document/ipie-000023","title":"Platform Responses to Misinformation: A Meta-Analysis of Data","publisher":{"name":"International Panel on the Information Environment","organization":"international-panel-on-the-information-environment"},"document_type":"report","language":"en","date_published":"2023","source_url":"https://www.ipie.info/research/sr2023-2","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes 43 studies from 18 manuscripts published between 2006 and 2022 to assess how digital platforms can combat misinformation. It finds that content labeling and corrective information both significantly improve users' ability to perceive the accuracy of information, though results vary by topic and design. The analysis highlights a heavy reliance on USA-based samples and a high level of heterogeneity in social science research, suggesting a need for more standardized measures and diverse geographic data.","ai_generated":true,"unit":"ipie-000023#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Content labeling is an effective countermeasure for improving users' perception of information credibility, trustworthiness, or accuracy, with an average effect size of Hedges’ g = 0.72.","ai_generated":true,"unit":"ipie-000023#insight-1","date_modified":"2026-10-23"},{"text":"Corrective information generally reduces misperception and improves the ability of users to identify the accuracy of information, with a pooled effect of g = 0.55.","ai_generated":true,"unit":"ipie-000023#insight-2","date_modified":"2026-10-23"},{"text":"The effectiveness of content labels is more consistent when they are presented as text accompanied by a warning sign and applied to political misinformation.","ai_generated":true,"unit":"ipie-000023#insight-3","date_modified":"2026-10-23"},{"text":"Corrective materials that use factual elaboration, incorporating both text and images, are more effective than simple text-only rebuttals in helping users distinguish \"fake news\".","ai_generated":true,"unit":"ipie-000023#insight-4","date_modified":"2026-10-23"},{"text":"The largest effects of corrective information were observed in studies debunking non-health and non-political misinformation, specifically regarding plants and climate change.","ai_generated":true,"unit":"ipie-000023#insight-5","date_modified":"2026-10-23"},{"text":"Evidence regarding the effectiveness of information and media literacy content is currently inconclusive and suggests it may be less effective than labeling or corrective information.","ai_generated":true,"unit":"ipie-000023#insight-6","date_modified":"2026-10-23"},{"text":"The meta-analysis is limited by a significant geographic bias, as the vast majority of the analyzed research was conducted in the USA.","ai_generated":true,"unit":"ipie-000023#insight-7","date_modified":"2026-10-23"},{"text":"There is a high level of heterogeneity across the analyzed studies, which is attributed to differences in study design, risk of bias, and varying definitions of countermeasures.","ai_generated":true,"unit":"ipie-000023#insight-8","date_modified":"2026-10-23"}],"climate_tags":["climate change disinformation"],"geography_discussed":["United States","Hong Kong"],"frame_perspective":[],"analysis_type":["meta-analysis","systematic review"]},{"id":"ipie-000030","url":"https://climateinsightsdirectory.org/document/ipie-000030","title":"Strategies for Improving the Global Information Environment","publisher":{"name":"International Panel on the Information Environment","organization":"international-panel-on-the-information-environment"},"document_type":"executive summary","language":"en","date_published":"2023","source_url":"https://cdn.prod.website-files.com/643ecb10be528d2c1da863cb/653f05e1786750c378ea4663_SFP2023.1%20-%20FINAL.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The International Panel on the Information Environment (IPIE) analyzed 4,798 peer-reviewed publications to determine which design solutions mitigate misinformation. While a systematic review of 588 empirical articles endorsed four strategies, a meta-analysis of 43 experiments validated only two: content labeling and corrective information. The report highlights significant gaps in research, noting a lack of standardized definitions, insufficient data from technology firms, and a heavy bias toward English-language studies focused on Western countries.","ai_generated":true,"unit":"ipie-000030#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is an emerging scientific consensus that content labels and corrective information are effective at reducing the impact of misinformation on user perceptions.","ai_generated":true,"unit":"ipie-000030#insight-1","date_modified":"2026-10-23"},{"text":"While a systematic review endorsed four strategies—content labeling, corrective information, content or account moderation, and information & media literacy—only the first two were validated through meta-analysis.","ai_generated":true,"unit":"ipie-000030#insight-2","date_modified":"2026-10-23"},{"text":"Many proposed countermeasures remain plausible but have uncertain effects due to a lack of empirical evidence; less than 20% of studies proposing countermeasures report a measurable impact.","ai_generated":true,"unit":"ipie-000030#insight-3","date_modified":"2026-10-23"},{"text":"Current research is heavily skewed toward English-language publications and Western contexts, failing to sufficiently address the global information environment.","ai_generated":true,"unit":"ipie-000030#insight-4","date_modified":"2026-10-23"},{"text":"The ability to conduct robust research is hindered by a lack of standardized definitions for misinformation and insufficient access to real-world data from social media firms.","ai_generated":true,"unit":"ipie-000030#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate change disinformation"],"geography_discussed":["Switzerland"],"frame_perspective":[],"analysis_type":["systematic review","meta-analysis"]},{"id":"ipie-000039","url":"https://climateinsightsdirectory.org/document/ipie-000039","title":"Stratégies pour améliorer l'environnement mondial de l'information","publisher":{"name":"International Panel on the Information Environment","organization":"international-panel-on-the-information-environment"},"document_type":"executive summary","language":"fr","date_published":"2023","source_url":"https://cdn.prod.website-files.com/643ecb10be528d2c1da863cb/6563aed47052e266959973f8_SFP2023.1%20-%20FR.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies a growing scientific consensus that content labeling and corrective information are effective at reducing the impact of disinformation on user perceptions. While other strategies like content moderation and media literacy are plausible, their effectiveness remains uncertain. The document emphasizes a critical need for more transnational, multilingual research and standardized metrics to improve the global information environment.","ai_generated":true,"unit":"ipie-000039#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is an emerging scientific consensus that two specific design solutions—content labeling and the publication of corrective information—are effective in reducing the effects of disinformation on user perceptions.","ai_generated":true,"unit":"ipie-000039#insight-1","date_modified":"2026-10-23"},{"text":"While several other countermeasures are considered plausible, their actual effectiveness is not unanimously agreed upon or remains uncertain. These include content or account moderation, information and media literacy, advertising policy changes, content reporting, user content sharing limits, disclosure, redirection, security/verification requirements, and self-fact-checking.","ai_generated":true,"unit":"ipie-000039#insight-2","date_modified":"2026-10-23"},{"text":"Current research on disinformation countermeasures is heavily skewed toward English-language publications and Western countries, leaving a gap in knowledge regarding users in other languages and regions.","ai_generated":true,"unit":"ipie-000039#insight-3","date_modified":"2026-10-23"},{"text":"The scientific community lacks standardized definitions and metrics for disinformation, and there is a shortage of empirical studies using real-world data that allow for the aggregation of knowledge.","ai_generated":true,"unit":"ipie-000039#insight-4","date_modified":"2026-10-23"},{"text":"The analysis was based on a vast collection of 4,798 peer-reviewed publications, though only 588 met the criteria for the systematic review, and only 18 publications (containing 43 experiments) met the high standards required for the meta-analysis.","ai_generated":true,"unit":"ipie-000039#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate change disinformation"],"geography_discussed":["Switzerland"],"frame_perspective":[],"analysis_type":["systematic review","meta-analysis"]},{"id":"ipie-000041","url":"https://climateinsightsdirectory.org/document/ipie-000041","title":"Стратегии улучшения глобальной информационной среды","publisher":{"name":"International Panel on the Information Environment","organization":"international-panel-on-the-information-environment"},"document_type":"executive summary","language":"ru","date_published":"2023","source_url":"https://cdn.prod.website-files.com/643ecb10be528d2c1da863cb/6563aedc5b72fd519b8909a6_SFP2023.1%20-%20RU.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The IPIE analyzed 4,798 peer-reviewed publications to evaluate strategies for improving the global information environment. A scientific consensus has emerged that content labeling and corrective information are effective in reducing the influence of disinformation on user opinions. While other strategies like content moderation and media literacy are discussed, their effectiveness remains uncertain due to a lack of empirical data and standardized metrics. The report emphasizes the need for more diverse, multi-lingual research and better access to real-world data from tech companies to improve policy development.","ai_generated":true,"unit":"ipie-000041#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a growing scientific consensus that two specific interventions—content labeling and the publication of corrective information—are effective in reducing the impact of disinformation on the formation of user opinions.","ai_generated":true,"unit":"ipie-000041#insight-1","date_modified":"2026-10-23"},{"text":"While other countermeasures such as content moderation, information and media literacy, and redirection are identified as potential strategies, there is no unified scientific opinion on their effectiveness.","ai_generated":true,"unit":"ipie-000041#insight-2","date_modified":"2026-10-23"},{"text":"The current body of research is limited by a lack of diversity in geography and language, with a disproportionate focus on English-language publications and a few Western countries.","ai_generated":true,"unit":"ipie-000041#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate change disinformation"],"geography_discussed":["Switzerland"],"frame_perspective":[],"analysis_type":["systematic review","meta-analysis"]},{"id":"ipie-000042","url":"https://climateinsightsdirectory.org/document/ipie-000042","title":"استراتیجیات تحسین البیئة المعلوماتیة العالمیة","publisher":{"name":"International Panel on the Information Environment","organization":"international-panel-on-the-information-environment"},"document_type":"executive summary","language":"ar","date_published":"2023","source_url":"https://cdn.prod.website-files.com/643ecb10be528d2c1da863cb/6563aee1f32c4fcae5f37547_SFP2023.1%20-%20AR.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The document synthesizes evidence from 4,798 peer-reviewed publications to evaluate strategies for improving the global information environment. It identifies a growing scientific consensus that content labeling and corrective information are effective in reducing the impact of misinformation on user perceptions. While other interventions—such as content moderation, media literacy, and advertising policy changes—are considered reasonable, the report notes that evidence for their effectiveness is less certain. The analysis highlights significant gaps in current research, specifically the over-reliance on English-language studies and Western contexts, and calls for more standardized definitions, better data access from tech companies, and cross-national, multilingual research to better inform policy interventions.","ai_generated":true,"unit":"ipie-000042#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is an emerging scientific consensus that content labels and corrective information are effective tools for mitigating the impact of misinformation on social media users' perceptions.","ai_generated":true,"unit":"ipie-000042#insight-1","date_modified":"2026-10-23"},{"text":"While several other countermeasures are deemed reasonable, there is significantly less scientific consensus regarding their actual effectiveness. These include content or account moderation, media and information literacy, advertising policy adjustments, content reporting changes, limiting user sharing, disclosure, redirection, security/verification requirements, and self-fact-checking.","ai_generated":true,"unit":"ipie-000042#insight-2","date_modified":"2026-10-23"},{"text":"The current body of research is heavily skewed toward English-language publications and Western countries, failing to provide sufficient insight into the problem in other global regions.","ai_generated":true,"unit":"ipie-000042#insight-3","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Switzerland"],"frame_perspective":[],"analysis_type":["systematic review","meta-analysis"]},{"id":"ipie-000043","url":"https://climateinsightsdirectory.org/document/ipie-000043","title":"Strategien zur Verbesserung der globalen Informationslandschaft","publisher":{"name":"International Panel on the Information Environment","organization":"international-panel-on-the-information-environment"},"document_type":"executive summary","language":"de","date_published":"2023","source_url":"https://cdn.prod.website-files.com/643ecb10be528d2c1da863cb/6563aee3c1f564efee00be58_SFP2023.1%20-%20DE.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The IPIE analyzed 4,798 peer-reviewed publications, including a systematic review of 588 articles and a meta-analysis of 43 experiments, to evaluate strategies for improving the global information environment. The findings establish a scientific consensus that content labeling and corrective information are effective in reducing the impact of misinformation on user perceptions. While other interventions such as content moderation and media literacy are plausible, there is less consensus on their effectiveness due to inconsistent study designs and a lack of measurable impact data. The report highlights significant research gaps, noting that most studies are published in English and focus on Western countries, and calls for more standardized definitions, better access to platform data, and more diverse, multilingual research to better understand the global information landscape.","ai_generated":true,"unit":"ipie-000043#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is an emerging scientific consensus that content labeling and the provision of corrective information are effective at reducing the impact of misinformation on how users perceive information.","ai_generated":true,"unit":"ipie-000043#insight-1","date_modified":"2026-10-23"},{"text":"While other countermeasures are considered plausible, there is significantly less scientific consensus regarding their actual effectiveness.","ai_generated":true,"unit":"ipie-000043#insight-2","date_modified":"2026-10-23"},{"text":"The current body of research is limited by a lack of standardized metrics and definitions, with fewer than one-fifth of the reviewed studies providing measurable impacts for their proposed countermeasures.","ai_generated":true,"unit":"ipie-000043#insight-3","date_modified":"2026-10-23"},{"text":"Research on misinformation is heavily skewed toward English-language publications and Western contexts, leaving a gap in understanding user experiences in other languages and non-Western regions.","ai_generated":true,"unit":"ipie-000043#insight-4","date_modified":"2026-10-23"},{"text":"Certain plausible strategies, specifically media literacy campaigns and redirecting users to correct information, have received substantially less research attention, particularly within the natural and health sciences.","ai_generated":true,"unit":"ipie-000043#insight-5","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Switzerland"],"frame_perspective":[],"analysis_type":["systematic review","meta-analysis"]},{"id":"ipie-000046","url":"https://climateinsightsdirectory.org/document/ipie-000046","title":"Estratégias para melhorar o ambiente de informação global","publisher":{"name":"International Panel on the Information Environment","organization":"international-panel-on-the-information-environment"},"document_type":"executive summary","language":"pt","date_published":"2023","source_url":"https://cdn.prod.website-files.com/643ecb10be528d2c1da863cb/6563aef13ec907e41b46d964_SFP2023.1%20-%20PT.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The document identifies content labeling and corrective information as the only two countermeasures with emerging scientific consensus and empirical validation for reducing the effects of misinformation on user perception. While other strategies like content moderation and media literacy are considered plausible, the report highlights a critical lack of robust, multi-lingual, and non-Western research, noting that less than one-fifth of studied countermeasures reported a measurable impact.","ai_generated":true,"unit":"ipie-000046#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is an emerging scientific consensus that content labels and corrective information are effective at reducing the impact of misinformation on user perceptions of accuracy, credibility, and reliability.","ai_generated":true,"unit":"ipie-000046#insight-1","date_modified":"2026-10-23"},{"text":"A meta-analysis of 43 experiments from 18 peer-reviewed publications validated content labeling and corrective information, while other interventions remain plausible but with uncertain effects.","ai_generated":true,"unit":"ipie-000046#insight-2","date_modified":"2026-10-23"},{"text":"The current body of research is heavily skewed toward English-language publications and Western countries, creating a need for more transnational and multi-lingual studies.","ai_generated":true,"unit":"ipie-000046#insight-3","date_modified":"2026-10-23"},{"text":"There is a significant gap between the number of proposed countermeasures and those with measurable evidence; fewer than 20% of studies reporting countermeasures mention a measurable impact.","ai_generated":true,"unit":"ipie-000046#insight-4","date_modified":"2026-10-23"},{"text":"The research landscape lacks standardized definitions and measures, and there is insufficient access to real-world data from technology companies to properly evaluate the relationship between information operations and behavioral changes.","ai_generated":true,"unit":"ipie-000046#insight-5","date_modified":"2026-10-23"},{"text":"Certain strategies, specifically media and information literacy campaigns and user redirection to correct information, are significantly under-studied, particularly within the physical and health sciences.","ai_generated":true,"unit":"ipie-000046#insight-6","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Switzerland"],"frame_perspective":[],"analysis_type":["systematic review","meta-analysis"]},{"id":"ipie-000047","url":"https://climateinsightsdirectory.org/document/ipie-000047","title":"Mikakati ya Kuimarisha Mazingira ya Taarifa Kimataifa","publisher":{"name":"International Panel on the Information Environment","organization":"international-panel-on-the-information-environment"},"document_type":"executive summary","language":"sw","date_published":"2023","source_url":"https://cdn.prod.website-files.com/643ecb10be528d2c1da863cb/6563aef754a59afdcfc30aa4_SFP2023.1%20-%20SW.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The International Panel on the Information Environment (IPIE) analyzed 4,798 peer-reviewed publications to identify effective countermeasures against digital misinformation. The synthesis, comprising a systematic review of 588 articles and a meta-analysis of 43 experiments from 18 publications, found emerging scientific consensus that content labeling and corrective information are effective in reducing the impact of misinformation on user beliefs. Other strategies, such as content moderation, media literacy, and reporting mechanisms, are considered acceptable but lack consistent evidence of effectiveness. The report highlights a critical need for more research involving non-English languages, diverse global geographies beyond Western countries, and access to real-world industry data to strengthen the global information environment.","ai_generated":true,"unit":"ipie-000047#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is an emerging scientific consensus that two specific design solutions—content labeling and the provision of corrective information—are effective in reducing the impact of misinformation on user beliefs.","ai_generated":true,"unit":"ipie-000047#insight-1","date_modified":"2026-10-23"},{"text":"While many other countermeasures are considered acceptable, there is insufficient scientific agreement regarding their actual effectiveness; fewer than 20% of studies proposing countermeasures report a measurable impact.","ai_generated":true,"unit":"ipie-000047#insight-2","date_modified":"2026-10-23"},{"text":"Current research on misinformation is heavily skewed toward Western countries and English-language content, leaving a gap in understanding how these issues manifest in other languages and global contexts.","ai_generated":true,"unit":"ipie-000047#insight-3","date_modified":"2026-10-23"},{"text":"The report identifies several critical requirements to improve the global understanding of the information environment, including the need for real-world social media data from industry sources and more standardized reporting of research results.","ai_generated":true,"unit":"ipie-000047#insight-4","date_modified":"2026-10-23"},{"text":"The analysis reveals that research into countermeasures is unevenly distributed across disciplines; social and behavioral sciences lead the research, while computer science and engineering focus primarily on content moderation.","ai_generated":true,"unit":"ipie-000047#insight-5","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Switzerland"],"frame_perspective":[],"analysis_type":["systematic review","meta-analysis"]},{"id":"glorespar-000046","url":"https://climateinsightsdirectory.org/document/glorespar-000046","title":"Indicator-based tools for assessing ocean risks and vulnerabilities","publisher":{"name":"Global Resilience Partnership","organization":"global-resilience-partnership"},"document_type":"briefing","language":"en","date_published":"2022-12-19","source_url":"https://www.globalresiliencepartnership.org/resource/indicator-based-tools-for-assessing-ocean-risks-and-vulnerabilities/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"This briefing provides an overview of indicator-based tools used to assess ocean risks and vulnerabilities, based on a systematic review of grey literature and peer-reviewed articles. It highlights a tendency to focus on climate change over other risks and notes significant data gaps in specific developing regions.","ai_generated":true,"unit":"glorespar-000046#summary","date_modified":"2026-08-17"},"key_insights":[{"text":"The systematic review of indicator-based tools revealed that there is an uneven focus on specific risks, with climate change being disproportionately emphasized compared to other ocean risks. Furthermore, most studies fail to account for the cumulative impacts and complex interlinkages between different risk types.","ai_generated":true,"unit":"glorespar-000046#insight-1","date_modified":"2026-08-17"},{"text":"Significant data gaps hinder the assessment of risks in coastal least developed countries (LDCs) and small island developing states (SIDS) within Sub-Saharan Africa.","ai_generated":true,"unit":"glorespar-000046#insight-2","date_modified":"2026-08-17"},{"text":"Future research priorities include developing methods to understand cumulative impacts from multiple stressors, implementing regular socioeconomic and environmental surveys in data-poor areas, and utilizing data-poor assessment methods like fuzzy logic to address data challenges.","ai_generated":true,"unit":"glorespar-000046#insight-3","date_modified":"2026-08-17"}],"climate_tags":["climate change","ocean economy","risk assessment","vulnerability"],"geography_discussed":["sub-Saharan Africa"],"frame_perspective":[],"analysis_type":["Systematic Review"]},{"id":"iisd-000178","url":"https://climateinsightsdirectory.org/document/iisd-000178","title":"Gender-Responsive National Adaptation Plan (NAP) Processes: Progress and promising examples","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2022-06-09","source_url":"https://www.iisd.org/publications/report/gender-responsive-national-adaptation-plan-nap-processes","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report finds that 97% of developing countries submitting NAPs to the UNFCCC now integrate gender considerations, with 29% specifically referring to gender responsiveness—a significant increase from zero in 2018. Additionally, about 50% of NAPs recognize women as agents of change in adaptation planning.","ai_generated":true,"unit":"iisd-000178#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a high rate of gender integration among developing countries submitting National Adaptation Plans to the UNFCCC, with 97% of these countries incorporating gender considerations into their documents.","ai_generated":true,"unit":"iisd-000178#insight-1","date_modified":"2026-10-23"},{"text":"The explicit mention of gender responsiveness in NAPs has grown from 0% in 2018 to 29% currently.","ai_generated":true,"unit":"iisd-000178#insight-2","date_modified":"2026-10-23"},{"text":"Roughly half of all NAPs acknowledge the role of women as agents of change, suggesting that incorporating their lived experiences can improve adaptation outcomes.","ai_generated":true,"unit":"iisd-000178#insight-3","date_modified":"2026-10-23"}],"climate_tags":["national adaptation plan","climate change adaptation","United Nations Framework Convention on Climate Change"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["systematic review"]},{"id":"sei-002798","url":"https://climateinsightsdirectory.org/document/sei-002798","title":"Cutting through the aid reporting chaos","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"en","date_published":"2022-01","source_url":"https://www.sei.org/wp-content/uploads/2022/01/swashgrow-10.51414-sei2022.003.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies a lack of coherence between the coding systems used for procurement (such as UNSPSC and CPV) and those used for reporting (such as OECD DAC CRS and IATI). This fragmentation creates barriers for innovators attempting to enter the humanitarian and development markets, as it is difficult to track what products are being procured and how they are reported. The authors recommend harmonizing reporting formats, clarifying stakeholder responsibilities, and developing user-friendly platforms to match solution providers with donor needs.","ai_generated":true,"unit":"sei-002798#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a significant lack of continuity and connection between the coding systems used during the procurement phase and those used for end-of-project reporting.","ai_generated":true,"unit":"sei-002798#insight-1","date_modified":"2026-10-23"},{"text":"Different international organizations utilize distinct and often incompatible coding systems for procurement: the UN uses the UN Standard Products and Services Code (UNSPSC), while the EU employs the Common Procurement Vocabulary (CPV).","ai_generated":true,"unit":"sei-002798#insight-2","date_modified":"2026-10-23"},{"text":"The OECD's Creditor Reporting System (CRS) sectoral codes are the most widely used for reporting and serve as the basis for the International Aid Transparency Initiative (IATI) 'common code', but they are primarily used for end-of-project reporting rather than procurement.","ai_generated":true,"unit":"sei-002798#insight-3","date_modified":"2026-10-23"},{"text":"The fragmentation of reporting systems hinders the ability to track financial flows from donors to final recipients, as most organizations lack systems to collect data beyond the first-level recipient.","ai_generated":true,"unit":"sei-002798#insight-4","date_modified":"2026-10-23"},{"text":"Innovators in the WASH sector find the diversity of tendering platforms intimidating and difficult to navigate, which obstructs the adoption of new technologies.","ai_generated":true,"unit":"sei-002798#insight-5","date_modified":"2026-10-23"},{"text":"In the context of humanitarian aid, detailed WASH data is often lost because activities are grouped under general 'Emergency Response' or 'Material relief' codes rather than specific water or sanitation categories.","ai_generated":true,"unit":"sei-002798#insight-6","date_modified":"2026-10-23"},{"text":"Current aid reporting systems primarily serve the interests of donors and their domestic audiences rather than the recipient countries or solution providers.","ai_generated":true,"unit":"sei-002798#insight-7","date_modified":"2026-10-23"},{"text":"To improve innovation uptake, the report recommends that donor organizations clarify how innovative companies can enter the procurement process and develop platforms that match solution providers' activities to donor needs.","ai_generated":true,"unit":"sei-002798#insight-8","date_modified":"2026-10-23"}],"climate_tags":["procurement"],"geography_discussed":["Sweden","Ethiopia","South Sudan","Kenya","Benin","India","Argentina","Vietnam","People's Republic of China"],"frame_perspective":[],"analysis_type":["policy analysis","systematic review","stakeholder interviews"]}]}