{"query_echo":{"q":"","filters":{"geography":["Myanmar"]},"warnings":[]},"total":{"value":471,"relation":"eq"},"page":13,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?geography=Myanmar&page=13","next":"https://climateinsightsdirectory.org/api/v1/search?geography=Myanmar&page=14","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":"saiia-001403","url":"https://climateinsightsdirectory.org/document/saiia-001403","title":"MULTI-STAKEHOLDER INITIATIVES: WHAT HAVE WE LEARNED?","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"report","language":"en","date_published":"2018-04","source_url":"https://saiia.org.za/wp-content/uploads/2018/04/2018-MSI-overview-literature-review.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report assesses three multi-stakeholder initiatives (MSIs)—the APRM, OGP, and EITI—finding that while they provide platforms for transparency and civil society engagement, their ability to drive fundamental governance transformation is limited by varying levels of political will, uneven implementation, and challenges in measuring direct impact.","ai_generated":true,"unit":"saiia-001403#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The three MSIs differ significantly in their approach to compliance and sanctions. The EITI is the most rule-bound, suspending countries for missing reporting deadlines. The OGP uses a 'naming and shaming' approach, designating members as 'inactive' or driving them out. In contrast, the APRM lacks effective sanctions, with the report noting that it 'seldom follows through on its threats of sanctions in response to non-compliance.'","ai_generated":true,"unit":"saiia-001403#insight-1","date_modified":"2026-10-23"},{"text":"Civil society participation varies across the initiatives. The OGP is described as having the strongest involvement, featuring a Steering Committee where civil society representatives co-chair alongside government representatives. The APRM is criticized for allowing governments to use civil society as 'window dressing' or for 'open washing,' particularly in restrictive regimes like Ethiopia.","ai_generated":true,"unit":"saiia-001403#insight-2","date_modified":"2026-10-23"},{"text":"Implementation of the APRM has been weak, with National Programs of Action (NPoAs) often failing to align with national budgets or development plans. The report attributes this to a lack of political will and the loss of momentum following the departure of 'presidential champions' such as Nigeria's Obasanjo and South Africa's Mbeki.","ai_generated":true,"unit":"saiia-001403#insight-3","date_modified":"2026-10-23"},{"text":"The OGP's impact is characterized as modest and incremental, acting more as a 'platform' or 'accelerant' for reform than a primary initiator. While it has led to access to information (ATI) reforms and technological innovations—such as Tanzania's 'Nifanyeje?' portal—the overall impact on governance remains ambiguous.","ai_generated":true,"unit":"saiia-001403#insight-4","date_modified":"2026-10-23"},{"text":"The EITI has successfully improved the disclosure of extractive industry revenues and payments, but evidence of its impact on broader governance is limited. It is most effective in 'hybrid' countries, whereas its impact is lower in both highly democratic and highly autocratic states.","ai_generated":true,"unit":"saiia-001403#insight-5","date_modified":"2026-10-23"},{"text":"The APRM has demonstrated some success in promoting specific governance reforms in certain countries. Examples include the establishment of a Ministry of Chieftaincy and Culture and a whistleblower act in Ghana, and the adoption of a Small and Medium Enterprise development policy in Rwanda in 2010.","ai_generated":true,"unit":"saiia-001403#insight-6","date_modified":"2026-10-23"},{"text":"All three MSIs face the risk of 'open-washing,' where member states comply with reporting requirements on paper to gain prestige or aid without adhering to the spirit of the process or implementing substantive reforms.","ai_generated":true,"unit":"saiia-001403#insight-7","date_modified":"2026-10-23"},{"text":"The EITI has evolved from a narrow set of rules on revenue collection into a broader international norm. The 2016 Standard expanded its scope to include beneficial ownership disclosure, contract transparency, and the integration of EITI into government systems.","ai_generated":true,"unit":"saiia-001403#insight-8","date_modified":"2026-10-23"}],"climate_tags":["transparency","extractive industry","climate change"],"geography_discussed":["Ghana","Kenya","Rwanda","South Africa","Tanzania","Myanmar","Liberia","Mozambique"],"frame_perspective":[],"analysis_type":["literature review","comparative analysis"]},{"id":"saiia-001084","url":"https://climateinsightsdirectory.org/document/saiia-001084","title":"SOUTH AFRICA’S HAZARDOUS BALLET WITH HUMAN RIGHTS DIPLOMACY","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"policy brief","language":"en","date_published":"2018-03","source_url":"https://saiia.org.za/wp-content/uploads/2018/04/Policy-Insights-53.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The policy brief examines the decline of human rights as a cornerstone of South African foreign policy, contrasting the country's strong domestic human rights framework with its controversial voting record at the UN Security Council and UN Human Rights Council. The author contends that this 'de-norming' undermines South Africa's role as a bridge-builder and normative leader in Africa and the Global South. To reverse this trend, the document recommends a three-point action plan: reconceptualising human rights diplomacy through a national 'indaba', strengthening bilateral ties with human rights-promoting nations, and increasing civil society pressure for government accountability.","ai_generated":true,"unit":"saiia-001084#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Since its transition in 1994, South Africa has shifted from positioning human rights as the center of its foreign policy to relegating them to the periphery of its diplomatic practice.","ai_generated":true,"unit":"saiia-001084#insight-1","date_modified":"2026-10-23"},{"text":"South Africa's voting record during its tenures as a non-permanent member of the UN Security Council (2007-2008 and 2011-2012) demonstrates a lack of consistency with human rights norms, including voting against resolutions regarding human rights abuses in Myanmar and sanctions against Robert Mugabe's regime in Zimbabwe.","ai_generated":true,"unit":"saiia-001084#insight-2","date_modified":"2026-10-23"},{"text":"The author describes South Africa's record at the UN Human Rights Council (UNHRC) as 'ominous', citing instances where the country voted with states having poor human rights records and showed policy incoherence regarding the appointment of an independent expert on gender identity and sexual orientation.","ai_generated":true,"unit":"saiia-001084#insight-3","date_modified":"2026-10-23"},{"text":"There is a stark contradiction between South Africa's domestic institutionalisation of human rights—supported by an independent judiciary and Chapter 9 institutions—and its 'de-norming' of human rights in multilateral diplomacy.","ai_generated":true,"unit":"saiia-001084#insight-4","date_modified":"2026-10-23"},{"text":"The document proposes a three-part recovery plan: conducting a strategic 'indaba' to re-conceptualise human rights diplomacy (including appointing a human rights envoy in DIRCO), leveraging relationships with human rights-promoting countries, and increasing domestic civil society pressure on the government.","ai_generated":true,"unit":"saiia-001084#insight-5","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Africa","Myanmar","Libya","India","Brazil","Argentina","South Korea"],"frame_perspective":[],"analysis_type":["policy brief"]},{"id":"saiia-000467","url":"https://climateinsightsdirectory.org/document/saiia-000467","title":"The Tortured Path of Global Migration Reforms","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"research paper","language":"en","date_published":"2018-02-27","source_url":"https://saiia.org.za/research/the-tortured-path-of-global-migration-reforms/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes the difficulties in establishing the Global Compact for Migration (GCM) compared to the Global Compact on Refugees, citing domestic political pressures, populism, and a lack of UN leadership. It highlights the unequal nature of migration negotiations between the African Union and the European Union, where the EU prioritizes border control while African nations focus on development. The author critiques the GCM's zero draft as a non-binding 'wish list' that lacks accountability mechanisms, though it notes the potential of its proposed capacity-building mechanism to support African regional migration goals.","ai_generated":true,"unit":"saiia-000467#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Global Compact for Migration (GCM) faces greater obstacles than the Global Compact for Refugees (GCR) due to domestic political pressures, right-wing extremism, and populism in regions such as Europe, Australia, and the United States, which prioritize border controls and deterrence over migrant rights.","ai_generated":true,"unit":"saiia-000467#insight-1","date_modified":"2026-10-23"},{"text":"The GCM process has suffered from a lack of centralized UN leadership compared to the GCR; while the GCR was led by the UNHCR, the GCM is a state-led process co-facilitated by Switzerland and Mexico, with the IOM providing only technical expertise.","ai_generated":true,"unit":"saiia-000467#insight-2","date_modified":"2026-10-23"},{"text":"Migration negotiations between the African Union (AU) and European Union (EU) are characterized by an imbalance of power and conflicting priorities: the EU focuses on stemming irregular migration and readmission, while African countries emphasize development and legal pathways to Europe.","ai_generated":true,"unit":"saiia-000467#insight-3","date_modified":"2026-10-23"},{"text":"The February 2018 zero draft of the GCM is criticized for being a non-binding instrument that lacks legal mechanisms to hold states accountable, functioning more as a 'wish list' than an implementable framework while continuing to prioritize state sovereignty.","ai_generated":true,"unit":"saiia-000467#insight-4","date_modified":"2026-10-23"},{"text":"Despite its flaws, the GCM's proposed capacity-building mechanism could help African countries improve domestic and regional migration management and move toward a human rights-based approach, supporting the African Union's objectives for free movement.","ai_generated":true,"unit":"saiia-000467#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate change","human rights","capacity building"],"geography_discussed":["Europe","Australia","United States","Myanmar","Switzerland","Mexico","Morocco","Libya","Italy","South Africa","Kenya","Africa"],"frame_perspective":[],"analysis_type":["policy analysis","geopolitical analysis"]},{"id":"fordecl-000050","url":"https://climateinsightsdirectory.org/document/fordecl-000050","title":"NEW YORK DECLARATION ON FORESTS PROGRESS ASSESSMENT","publisher":{"name":"Forest Declaration Assessment","organization":"forest-declaration-assessment"},"document_type":"report","language":"en","date_published":"2018","source_url":"https://forestdeclaration.org/wp-content/uploads/2021/08/2017Goal8.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The assessment finds that 'green' finance aligned with forest emission reduction is significantly outweighed by 'grey' finance that potentially drives deforestation. While some middle-income countries invest more domestically in REDD+ than they receive internationally, overall international public finance for forestry remains insufficient. Private sector investment in 'business as usual' farming and forestry is estimated at USD 168 billion annually, and while some financial institutions are adopting deforestation risk policies, transparency and mandatory enforcement remain low. The report suggests that blended finance and public sector tools are necessary to shift private capital toward sustainable land use.","ai_generated":true,"unit":"fordecl-000050#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Finance aligned with forest emission reduction ('green' finance) is vastly smaller than finance that may negatively impact forests ('grey' finance), with the former totaling roughly USD 16 billion compared to roughly USD 777 billion for the latter.","ai_generated":true,"unit":"fordecl-000050#insight-1","date_modified":"2026-10-23"},{"text":"International public mitigation finance for the forestry sector is insufficient relative to other sectors; between 2010 and 2015, USD 2.3 billion in green finance was provided for forestry, while other sectors received USD 167 billion.","ai_generated":true,"unit":"fordecl-000050#insight-2","date_modified":"2026-10-23"},{"text":"Domestic investment in REDD+ programs in certain upper-middle-income countries can exceed international public support. For example, Mexico, Costa Rica, Ghana, and Chile planned allocations of USD 8 billion, USD 1 billion, USD 53.7 million, and USD 36.9 million respectively over a four to ten year period.","ai_generated":true,"unit":"fordecl-000050#insight-3","date_modified":"2026-10-23"},{"text":"Private investment in traditional, non-sustainable farming and forestry is estimated at USD 168 billion annually, and is over 50 times greater than the combined international public and private support aligned with Goal 8.","ai_generated":true,"unit":"fordecl-000050#insight-4","date_modified":"2026-10-23"},{"text":"Financial institutions are increasingly adopting deforestation risk policies, but these are often non-mandatory recommendations with limited transparency regarding client compliance.","ai_generated":true,"unit":"fordecl-000050#insight-5","date_modified":"2026-10-23"},{"text":"Private capital committed to sustainable food and fiber production, habitat conservation, and water protection in Latin America, Asia, and Africa totaled nearly USD 2.7 billion from 2004 to 2015.","ai_generated":true,"unit":"fordecl-000050#insight-6","date_modified":"2026-10-23"}],"climate_tags":["Reducing emissions from deforestation and forest degradation","climate finance","deforestation","agricultural subsidy","Blended Finance"],"geography_discussed":["Mexico","Costa Rica","Ghana","Chile","Brazil","Amazonas","Acre","Paraguay","Democratic Republic of the Congo","Myanmar","Indonesia","Norway"],"frame_perspective":[],"analysis_type":["progress assessment","financial analysis"]},{"id":"prio-001256","url":"https://climateinsightsdirectory.org/document/prio-001256","title":"BUSINESS AND PEACEBUILDING","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"report","language":"en","date_published":"2018","source_url":"https://cdn.cloud.prio.org/files/f1ecefb4-4528-4c5e-b14a-1631ee109aa4/Business and Peacebuilding Seven Ways to Maximize Positive Impact Online 2018.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report provides an evaluation of corporate peacebuilding initiatives, arguing that most 'Business for Peace' (B4P) efforts have yielded few positive impacts and can sometimes exacerbate local conflicts. It presents seven key questions for firms to assess their impact on conflict environments, local definitions of peace, socio-economic structures, and supply chain links to conflict actors. The authors conclude that the most peace-positive strategy is often to avoid conflict regions entirely and that substantive progress requires binding, independently verified regulatory initiatives.","ai_generated":true,"unit":"prio-001256#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The report concludes that while companies may have aspirational goals for peacebuilding, there is little evidence of significant positive impacts in the conflict-affected areas where they are most needed; in many cases, the most effective strategy for peace is for a firm to avoid the region entirely.","ai_generated":true,"unit":"prio-001256#insight-1","date_modified":"2026-10-23"},{"text":"Assessing peace initiatives only at the firm level can overlook larger societal consequences. In places like Myanmar, the cumulative effect of multiple individually positive business-peace projects can overwhelm a society's absorptive capacity, resulting in a collective negative effect.","ai_generated":true,"unit":"prio-001256#insight-2","date_modified":"2026-10-23"},{"text":"Corporate activities can unintentionally fuel conflict by distorting local socio-economic structures, such as when jobs are sourced from distant cities rather than locally, or when the distribution of gains is so skewed that it creates a sense of relative deprivation.","ai_generated":true,"unit":"prio-001256#insight-3","date_modified":"2026-10-23"},{"text":"Many firms fail to conduct comprehensive due diligence on their entire operational presence, often relying on subcontractors who may be owned by military-political elites or who make unreported payments to conflict actors.","ai_generated":true,"unit":"prio-001256#insight-4","date_modified":"2026-10-23"},{"text":"The report argues that for corporate peacebuilding to be effective, it must be integrated into the firm's core operations and supported by the CEO and Board, rather than being relegated to CSR or public relations departments.","ai_generated":true,"unit":"prio-001256#insight-5","date_modified":"2026-10-23"},{"text":"Firms are encouraged to define a clear 'red line' for terminating operations before a situation deteriorates to avoid using self-justifying rationales to remain in a conflict zone and to provide clear signals to host governments.","ai_generated":true,"unit":"prio-001256#insight-6","date_modified":"2026-10-23"},{"text":"The authors state that real progress in how companies interact with conflict-affected societies requires binding regulatory initiatives that are independently verified, universally applied, and possess punitive capabilities.","ai_generated":true,"unit":"prio-001256#insight-7","date_modified":"2026-10-23"}],"climate_tags":["Sustainable Development Goals","economic development"],"geography_discussed":["Colombia","Sierra Leone","Brazil","Guatemala","El Salvador","Burundi","Central African Republic"],"frame_perspective":[],"analysis_type":["evaluation","policy toolkit"]},{"id":"prio-001626","url":"https://climateinsightsdirectory.org/document/prio-001626","title":"Children Affected by Armed Conflict, 1990–2017","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"policy brief","language":"en","date_published":"2018","source_url":"https://cdn.cloud.prio.org/files/6edb427a-12f5-40f6-a5e8-70f31712b033/Ostby Rustad Tollefsen et al- Children Affected by Armed Conflict 1990-2017 Conflict Trends 10-2018.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed"],"summary":{"text":"The document provides a mapping of children living in conflict settings, distinguishing between those in conflict-affected countries and those in 'conflict zones' (within 50km of fighting). In 2017, approximately 1.8 billion children lived in conflict-affected countries, while 420 million lived in conflict zones. Asia has the highest absolute number of affected children, but the Middle East has the highest proportion relative to its population. The report also notes a rise in the number of children in conflict zones since 2000 and discusses the severe impact of the denial of humanitarian access, particularly in South Sudan, Yemen, Syria, and the Central African Republic.","ai_generated":true,"unit":"prio-001626#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Approximately 420 million children (more than 1 in 6) lived in 'conflict zones' in 2017, defined as being within a 50km radius of a conflict event. This represents a 7% increase from 2016, when the figure was 393 million.","ai_generated":true,"unit":"prio-001626#insight-1","date_modified":"2026-10-23"},{"text":"Asia is the region with the highest absolute number of children in conflict zones (195 million), while the Middle East has the highest relative share, with approximately 40% of its children living in such zones.","ai_generated":true,"unit":"prio-001626#insight-2","date_modified":"2026-10-23"},{"text":"Six countries account for more than half of all children living in conflict zones in 2017: India (over 56 million), Pakistan, Nigeria, Egypt, Bangladesh, and the Philippines.","ai_generated":true,"unit":"prio-001626#insight-3","date_modified":"2026-10-23"},{"text":"The number of children living in conflict zones has risen by more than 50% since the early-to-mid 1990s, when the figure was around 200 million.","ai_generated":true,"unit":"prio-001626#insight-4","date_modified":"2026-10-23"},{"text":"In 2017, 33.7% of children in conflict zones lived in high-intensity zones (conflicts with over 1,000 battle-related deaths per year), a decrease from 46.8% in 2016.","ai_generated":true,"unit":"prio-001626#insight-5","date_modified":"2026-10-23"},{"text":"The United Nations verified 1,432 incidents of denial of humanitarian access (DHA) to children in 2017. South Sudan had the most incidents (783), followed by Yemen (248), Syria (107), and the Central African Republic (101).","ai_generated":true,"unit":"prio-001626#insight-6","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Asia","Middle East","Africa","Americas","Europe","India","Pakistan","Nigeria","Egypt","Bangladesh","Philippines","People's Republic of China","Indonesia","South Sudan","Yemen","Syria","Central African Republic","Myanmar","Gaza Strip"],"frame_perspective":[],"analysis_type":[]},{"id":"seforall-000226","url":"https://climateinsightsdirectory.org/document/seforall-000226","title":"Tracking SDG7: The Energy Progress Report 2018","publisher":{"name":"Sustainable Energy for All","organization":"sustainable-energy-for-all"},"document_type":"report","language":"en","date_published":"2018","source_url":"https://www.seforall.org/system/files/2019-05/TrackingSDG7_18electrification_annex.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes electricity access in 20 high-deficit countries by comparing government reports, utility data, household surveys, and solar sales. It consistently finds that household consumption (wealth) is a stronger driver of access disparity than gender, although specific national patterns vary. In many cases, significant gaps exist between formal utility connection rates and household survey results, often attributed to off-grid solutions, informal connections, or self-supply methods like diesel generators.","ai_generated":true,"unit":"seforall-000226#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In Bangladesh, there is a significant gap of 18.8% between the electrification rate reported by the HIES (75.9%) and the estimated grid connection rate (57.1%), which is partially explained by off-grid solar solutions providing service to 11.6% of the population in 2016.","ai_generated":true,"unit":"seforall-000226#insight-1","date_modified":"2026-10-23"},{"text":"In Burkina Faso, electricity access is highly skewed by wealth, with access rates improving by more than 38 times from the bottom consumption quintile to the top quintile.","ai_generated":true,"unit":"seforall-000226#insight-2","date_modified":"2026-10-23"},{"text":"The Democratic Republic of Congo exhibits a massive disparity in access based on wealth, with access rates improving by more than 60 times from the bottom quintile to the top quintile, a gradient steeper than most other large access deficit countries in Sub-Saharan Africa.","ai_generated":true,"unit":"seforall-000226#insight-3","date_modified":"2026-10-23"},{"text":"In Ethiopia, a high rate of shared metered connections due to high connection charges explains why household surveys report a grid connection rate of 29%, while utility data estimates it at 10.5%.","ai_generated":true,"unit":"seforall-000226#insight-4","date_modified":"2026-10-23"},{"text":"India's electrification is driven by a $2.5 billion program aiming for universal access by December 2018, with a formal grid connection rate estimated at 80.3% in 2017.","ai_generated":true,"unit":"seforall-000226#insight-5","date_modified":"2026-10-23"},{"text":"In Kenya, off-grid solar power is a significant contributor to access, with 14.1% of the population relying on it according to household surveys, compared to a formal grid connection rate of 40.4%.","ai_generated":true,"unit":"seforall-000226#insight-6","date_modified":"2026-10-23"},{"text":"Tanzania shows a severe wealth-based access gap, where the access rate for the top quintile is 19 times that of the bottom quintile.","ai_generated":true,"unit":"seforall-000226#insight-7","date_modified":"2026-10-23"},{"text":"In Nigeria, there is a substantial gap between the formal and informal grid connection rate (combined at 26.5%) and the household survey electrification rate (59.3%), partly due to self-supply via diesel generation which serves an additional 5.2% of the population.","ai_generated":true,"unit":"seforall-000226#insight-8","date_modified":"2026-10-23"},{"text":"Pakistan reports a high formal grid connection rate of 82.4%, with an additional 1.7% of the population estimated to have access through informal connections, particularly shared metered connections.","ai_generated":true,"unit":"seforall-000226#insight-9","date_modified":"2026-10-23"},{"text":"In Sudan, gender is a more significant driver of access disparity than in other Sub-Saharan African countries, with male-headed households outperforming female-headed households by 12 percentage points.","ai_generated":true,"unit":"seforall-000226#insight-10","date_modified":"2026-10-23"}],"climate_tags":["energy poverty","energy transition"],"geography_discussed":["Asia","sub-Saharan Africa"],"frame_perspective":[],"analysis_type":["comparative analysis","data triangulation","socioeconomic disaggregation"]},{"id":"seforall-000248","url":"https://climateinsightsdirectory.org/document/seforall-000248","title":"LEVERS OF CHANGE: HOW GLOBAL TRENDS IMPACT GENDER EQUALITY AND SOCIAL INCLUSION IN ACCESS TO SUSTAINABLE ENERGY","publisher":{"name":"Sustainable Energy for All","organization":"sustainable-energy-for-all"},"document_type":"report","language":"en","date_published":"2018","source_url":"https://www.seforall.org/system/files/gather-content/18_SEforALL_SETrendsReport_0.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the intersection of global energy trends and gender equality, arguing that universal energy access by 2030 requires moving beyond 'business-as-usual' to address systemic discrimination. It identifies decentralization, affordability, and mobile payments as potential catalysts for inclusion, while urbanization and humanitarian crises present significant hurdles. Through case studies in five countries, the document highlights how barriers such as lack of land tenure, digital gender gaps, and inadequate financial services prevent women from leveraging these trends to improve their livelihoods and health.","ai_generated":true,"unit":"seforall-000248#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Decentralized renewable energy (DRE) solutions, including off-grid and mini-grid systems, are expected to provide the majority of new energy access connections by 2030. These systems can drive women's economic empowerment by enabling productive uses of energy and reducing drudgery in remote areas.","ai_generated":true,"unit":"seforall-000248#insight-1","date_modified":"2026-10-23"},{"text":"A significant gender gap exists in digital access in low- and middle-income countries, where women are 10 percent less likely than men to own a mobile phone, representing a gap of 184 million people. This divide hinders women's ability to use mobile finance for energy products and entrepreneurship.","ai_generated":true,"unit":"seforall-000248#insight-2","date_modified":"2026-10-23"},{"text":"Women entrepreneurs often outperform men in selling energy products like solar lanterns and cookstoves due to their social networks and understanding of women's specific energy needs. However, they face greater bottlenecks than men, including lack of financing, discriminatory norms, and limited land tenure.","ai_generated":true,"unit":"seforall-000248#insight-3","date_modified":"2026-10-23"},{"text":"In urban informal settlements, energy access is hampered by insecure property tenure and a lack of coordination between housing and energy initiatives. Women in these areas often rely on expensive, unsafe fuels or illegal connections, and a lack of street lighting increases the risk of gender-based crime.","ai_generated":true,"unit":"seforall-000248#insight-4","date_modified":"2026-10-23"},{"text":"In humanitarian settings, the reliance on collected firewood for cooking poses severe safety risks for women and girls, including physical aggression and rape. An estimated 20,000 forcibly displaced people die prematurely each year from indoor pollution caused by traditional fuels.","ai_generated":true,"unit":"seforall-000248#insight-5","date_modified":"2026-10-23"},{"text":"Tanzania has a thriving off-grid solar market supported by one of Africa's strongest mobile money systems, though gender inequalities in land ownership and decision-making persist.","ai_generated":true,"unit":"seforall-000248#insight-6","date_modified":"2026-10-23"},{"text":"Bangladesh is projected to reach universal electricity access by 2030, largely through government-subsidized solar home systems, which have reduced kerosene use and increased schoolwork time for girls.","ai_generated":true,"unit":"seforall-000248#insight-7","date_modified":"2026-10-23"},{"text":"In Myanmar, the clean cooking sector is in its infancy and lacks government support, with over 90 percent of the population still relying on biomass for cooking.","ai_generated":true,"unit":"seforall-000248#insight-8","date_modified":"2026-10-23"},{"text":"Haiti is the only Latin American country where more than 90 percent of the population cooks with solid biomass, and its national energy sector development plan does not address gender equality.","ai_generated":true,"unit":"seforall-000248#insight-9","date_modified":"2026-10-23"}],"climate_tags":["gender equality","social inclusion","urbanization","Mini-grids","energy poverty","land tenure"],"geography_discussed":["Kenya","Nepal","Indonesia","India","Burkina Faso","Jordan","South Africa","Thailand","Argentina"],"frame_perspective":[],"analysis_type":["scoping study","case study"]},{"id":"wri-001688","url":"https://climateinsightsdirectory.org/document/wri-001688","title":"The Business of Planting Trees","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"report","language":"en","date_published":"2018","source_url":"https://wriorg.s3.amazonaws.com/s3fs-public/business-planting-trees_0.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies a growing \"restoration economy\" where businesses generate financial returns by improving the ecological function of degraded landscapes. It categorizes these opportunities into four main investment themes: technology, consumer products, project management, and commercial forestry. Through case studies of 14 companies across eight countries, the authors illustrate how various models—from drone-based reforestation and climate-smart credit for smallholders to sustainable timber and bamboo plantations—can scale. The document highlights that while significant market opportunities exist due to government pledges and rising resource demand, investors face hurdles such as high transaction costs, low liquidity, and insecure land tenure in developing regions.","ai_generated":true,"unit":"wri-001688#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The emerging \"restoration economy\" consists of a diverse range of business models that provide financial returns while restoring degraded forests and agricultural lands, with some companies growing rapidly, such as one that expanded from 110 to 450 employees in 18 months.","ai_generated":true,"unit":"wri-001688#insight-1","date_modified":"2026-10-23"},{"text":"The report identifies four primary investment themes in land restoration: technology (improving efficiency and lowering costs), consumer products (linking sales to restoration), project management (end-to-end implementation), and commercial forestry (sustainable timber on degraded land).","ai_generated":true,"unit":"wri-001688#insight-2","date_modified":"2026-10-23"},{"text":"Technological innovations are reducing the high upfront costs of active restoration. For example, drone technology can plant seeds up to 150 times faster than traditional hand-planting, and specialized products like the 'Cocoon' can increase young tree survival rates from 0–20 percent to 75閕 percent in arid lands.","ai_generated":true,"unit":"wri-001688#insight-3","date_modified":"2026-10-23"},{"text":"Consumer-facing business models are creating new funding channels for restoration by integrating it into their core value proposition. Examples include search engines using ad profits for reforestation and apparel companies planting 10 trees for every product sold.","ai_generated":true,"unit":"wri-001688#insight-4","date_modified":"2026-10-23"},{"text":"Project management firms are increasingly essential for handling the logistical complexity of restoration, often driven by government mandates. In the U.S., compensatory mitigation requirements generate an estimated $3.8 billion annually from restoration and conservation activities.","ai_generated":true,"unit":"wri-001688#insight-5","date_modified":"2026-10-23"},{"text":"Sustainable commercial forestry on degraded land offers significant returns; impact investing funds in the timber sector produced internal rates of return (IRRs) of 5.9 percent compared to 3.3 percent for conventional timber funds between 1997 and 2014.","ai_generated":true,"unit":"wri-001688#insight-6","date_modified":"2026-10-23"},{"text":"Distributed plantation models, where supply is aggregated from smallholder farmers, are particularly promising in Africa to meet wood demand without destroying natural forests. In Kenya, this model can provide a local family with two to seven years' worth of baseline annual cash income from a single harvest.","ai_generated":true,"unit":"wri-001688#insight-7","date_modified":"2026-10-23"},{"text":"Bamboo plantations represent a high-productivity alternative to traditional timber, as bamboo can be harvested repeatedly for up to 40 years and stores more carbon than similar-sized tree species.","ai_generated":true,"unit":"wri-001688#insight-8","date_modified":"2026-10-23"},{"text":"Mixed-species plantations can increase wood production through a \"diversity dividend,\" as a 10 percent loss in tree diversity in natural forests typically leads to a 3 percent loss in wood production.","ai_generated":true,"unit":"wri-001688#insight-9","date_modified":"2026-10-23"},{"text":"Significant systemic barriers hinder the restoration economy, including the market's failure to fully value biodiversity and carbon sequestration, government subsidies for conventional agriculture that incentivize land degradation, and long investment horizons of 10–20 years.","ai_generated":true,"unit":"wri-001688#insight-10","date_modified":"2026-10-23"}],"climate_tags":["nature restoration","reforestation","agroforestry","carbon sequestration","green infrastructure","biodiversity","nature-based solutions","carbon offset"],"geography_discussed":["Canada","Myanmar","Australia","United Kingdom","Netherlands","Mexico","People's Republic of China","Ghana","Rwanda","Argentina","Paraguay","Madagascar","Nepal","Germany","France","Burkina Faso","Indonesia","Morocco","Nicaragua","Peru","Tanzania","Uganda","Costa Rica","Panama","Colombia","New Zealand","Malaysia","Laos","South Africa"],"frame_perspective":[],"analysis_type":["case study","market analysis","investment guide"]},{"id":"wwf-000877","url":"https://climateinsightsdirectory.org/document/wwf-000877","title":"PULSE OF THE FOREST THE STATE OF THE GREATER MEKONG’S FORESTS AND THE EVERYDAY PEOPLE WORKING TO PROTECT THEM","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"report","language":"en","date_published":"2018","source_url":"https://www.worldwildlife.org/documents/687/9f8wb4wv7u_Forest_Pulse_Report_2018.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Greater Mekong region, comprising Cambodia, Laos, Myanmar, Thailand, and Vietnam, has lost a third of its tree cover since the 1970s and faces further loss due to industrial agriculture and infrastructure. The report highlights the critical role of forests in providing ecosystem services, such as water filtration and climate regulation, and their importance for biodiversity, including tigers and elephants. WWF advocates for a 'landscape model' that balances economic development with conservation. Key solutions include establishing Community Protected Areas (CPAs), promoting FSC-certified sustainable products like rattan and acacia, and transitioning to deforestation-free rubber supply chains. The report emphasizes that empowering local communities and integrating natural capital into government policy are essential for long-term forest stability.","ai_generated":true,"unit":"wwf-000877#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Greater Mekong region has experienced significant forest loss, having lost one-third of its tree cover since the 1970s, and is projected to lose another third between 2010 and 2030 if current trends persist.","ai_generated":true,"unit":"wwf-000877#insight-1","date_modified":"2026-10-23"},{"text":"Deforestation in the region is primarily driven by industrial farming, including crop plantations for sugar cane, rubber, rice, and biofuels, as well as illegal logging and infrastructure projects like roads and dams.","ai_generated":true,"unit":"wwf-000877#insight-2","date_modified":"2026-10-23"},{"text":"Forests in the Greater Mekong provide essential ecosystem services, including the filtration of drinking water for millions and supporting a fishery in the Mekong River that provides approximately 80% of the region's protein intake.","ai_generated":true,"unit":"wwf-000877#insight-3","date_modified":"2026-10-23"},{"text":"The region is a critical biodiversity hotspot where over 2,200 new vertebrate and vascular plant species have been discovered since 1997, though it also saw the highest number of large mammal and bird extinctions of any continental region in the 20th century.","ai_generated":true,"unit":"wwf-000877#insight-4","date_modified":"2026-10-23"},{"text":"Community Protected Areas (CPAs) in Cambodia's Srepok Wildlife Sanctuary demonstrate the effectiveness of local management, where 60% of residents are involved and rangers have seized significant amounts of illegal timber and poaching equipment.","ai_generated":true,"unit":"wwf-000877#insight-5","date_modified":"2026-10-23"},{"text":"Sustainable harvesting and FSC certification for non-timber forest products, such as rattan in Laos, have increased household incomes and reduced reliance on unpredictable agriculture.","ai_generated":true,"unit":"wwf-000877#insight-6","date_modified":"2026-10-23"},{"text":"In Vietnam, FSC certification for acacia plantations has increased net profits for smallholders by 67% by encouraging longer harvest cycles (seven years instead of five).","ai_generated":true,"unit":"wwf-000877#insight-7","date_modified":"2026-10-23"},{"text":"Myanmar has the potential to lead in sustainable rubber production by increasing yields (currently 650kg per hectare compared to India's 2,000kg) to remove the incentive for plantation expansion into forests.","ai_generated":true,"unit":"wwf-000877#insight-8","date_modified":"2026-10-23"},{"text":"Wildlife conservation efforts have shown success in specific areas, such as the doubling of tiger cubs in Thailand's Mae Wong national park since 2014 and zero elephant poaching deaths in Kuiburi National Park since 2010.","ai_generated":true,"unit":"wwf-000877#insight-9","date_modified":"2026-10-23"},{"text":"The report advocates for a 'landscape model' of development that prioritizes the needs of all partners and ensures infrastructure projects, such as the Dawei road, include wildlife crossings and avoid critical ecological areas.","ai_generated":true,"unit":"wwf-000877#insight-10","date_modified":"2026-10-23"}],"climate_tags":["deforestation","biodiversity","ecosystem service","climate change","natural capital","green economy","agroforestry","carbon sequestration"],"geography_discussed":["Srepok Wildlife Sanctuary","Bolikhamxay Province","Tanintharyi Region","Mae Wong National Park","Kui Buri National Park","Lang Sen Wetland Reserve"],"frame_perspective":[],"analysis_type":["environmental assessment","policy recommendation","case study"]},{"id":"iisd-000959","url":"https://climateinsightsdirectory.org/document/iisd-000959","title":"Investment Laws of ASEAN Countries: A comparative review","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2017-12-12","source_url":"https://www.iisd.org/publications/report/investment-laws-asean-countries-comparative-review","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes investment laws in ASEAN countries, noting that not all members have a dedicated investment law and that such laws are only a small part of the broader regulatory regime. It distinguishes these laws from investment treaties, highlighting that ASEAN investment laws generally lack the vague investor rights and general consent to investor-state arbitration typically found in treaties.","ai_generated":true,"unit":"iisd-000959#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Investment laws are not universal across ASEAN member states, and where they exist, they may serve different functions; for instance, Singapore lacks an investment law despite its success in attracting foreign investment, while Malaysia and Thailand have laws focused specifically on incentives or restrictions respectively.","ai_generated":true,"unit":"iisd-000959#insight-1","date_modified":"2026-10-23"},{"text":"Investment laws constitute only a small portion of the overall legal and regulatory environment governing investment in these countries, meaning they cannot be evaluated in isolation from the wider framework.","ai_generated":true,"unit":"iisd-000959#insight-2","date_modified":"2026-10-23"},{"text":"ASEAN investment laws differ fundamentally from investment treaties by omitting vague investor rights and general consent to investor-state arbitration. Only the Myanmar Investment Law (2016) mentions \"fair and equitable treatment\" (FET), though it defines it differently than treaty tribunals do.","ai_generated":true,"unit":"iisd-000959#insight-3","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Singapore","Malaysia","Thailand","Myanmar"],"frame_perspective":[],"analysis_type":["comparative review"]},{"id":"iisd-003156","url":"https://climateinsightsdirectory.org/document/iisd-003156","title":"Investment Laws of ASEAN Countries: A comparative review","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2017-12","source_url":"https://www.iisd.org/system/files/publications/investment-laws-asean-countries.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The report finds that there is no single 'good practice' model for investment laws in ASEAN, as their functions vary significantly by country—ranging from managing entry approvals to granting incentives. Some members, such as Singapore, have no specific investment law, relying instead on general and sector-specific legislation. A key distinction is made between national investment laws and investment treaties; the report notes that ASEAN investment laws generally lack the vague, broad investor rights (such as 'fair and equitable treatment') and the general consent to investor-state arbitration typically found in treaties. The author argues that investment laws cannot be evaluated in isolation and must be understood as part of a broader national regulatory regime.","ai_generated":true,"unit":"iisd-003156#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is no uniform 'good practice' approach to investment laws in ASEAN, as some countries lack a dedicated investment law entirely. Singapore, for instance, does not have one and instead governs foreign investment through laws of general application and sector-specific legislation.","ai_generated":true,"unit":"iisd-003156#insight-1","date_modified":"2026-10-23"},{"text":"Investment laws in ASEAN serve different primary functions depending on the country. For example, Malaysia's Promotion of Investment Act focuses exclusively on incentives, while Thailand's Foreign Business Act focuses on restrictions and conditions for foreign investment.","ai_generated":true,"unit":"iisd-003156#insight-2","date_modified":"2026-10-23"},{"text":"Investment laws are only one component of a larger national regulatory framework and cannot be analyzed in isolation. Their effectiveness depends on how they interact with other laws, such as whether an investment law's approval process overrides the need for other regulatory permits like construction permits.","ai_generated":true,"unit":"iisd-003156#insight-3","date_modified":"2026-10-23"},{"text":"ASEAN investment laws differ fundamentally from investment treaties, as they generally do not include the vague investor rights common in treaties. Specifically, no ASEAN investment law contains an 'umbrella clause' or a vaguely drafted guarantee of 'fair and equitable treatment' (FET), with the exception of Myanmar's 2016 law, which defines FET much more narrowly than treaty tribunals do.","ai_generated":true,"unit":"iisd-003156#insight-4","date_modified":"2026-10-23"},{"text":"No ASEAN country provides general consent to investor-state arbitration within its national investment laws. While some countries allow such arbitration, it typically requires a specific agreement or contract between the individual investor and the host government.","ai_generated":true,"unit":"iisd-003156#insight-5","date_modified":"2026-10-23"},{"text":"In Myanmar, the 2016 Investment Law establishes that rights and privileges granted under the law override other Myanmar laws of general application, such as the Transfer of Immovable Property Restriction Law (1987) regarding foreign lease limits.","ai_generated":true,"unit":"iisd-003156#insight-6","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Brunei","Cambodia","Indonesia","Laos","Malaysia","Myanmar","Philippines","Singapore","Thailand","Vietnam"],"frame_perspective":[],"analysis_type":["comparative review","legal analysis"]},{"id":"sei-002740","url":"https://climateinsightsdirectory.org/document/sei-002740","title":"Case study on sediment in the Mekong River Basin: Current state and future trends","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"en","date_published":"2017-11","source_url":"https://www.sei.org/mediamanager/documents/Publications/Bangkok/SEI_2017_Report_Mekong_sediment_LoRes.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the critical role of sediment in the Mekong River Basin and the threats posed by human activity and climate change. It finds that hydropower dams and riverbed mining are drastically reducing sediment loads, which threatens the productivity of the Mekong Delta and Tonle Sap, impacts fisheries and agriculture, and increases coastal erosion. The authors recommend enhanced regional monitoring, better data sharing between China and Lower Mekong countries, and the integration of sediment management into the entire hydropower lifecycle.","ai_generated":true,"unit":"sei-002740#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Hydropower development in the Upper Mekong/Lancang River and its tributaries, alongside riverbed mining in the Mekong Delta, has caused sediment load reductions greater than previously estimated. Monitoring data from the Mekong River Commission (MRC) shows average suspended loads decreased from 60 to 10 Mt at Chiang Saen (83% reduction), 120 to 60 million tonnes/year at Pakse (50% reduction), and 160 to 90 million tonnes per year at Kratie (43% reduction) between the periods before 2003 and after 2009.","ai_generated":true,"unit":"sei-002740#insight-1","date_modified":"2026-10-23"},{"text":"Under a 'full hydropower development scenario' where all proposed dams in the Lower Mekong Basin (LMB) are built, approximately 96% of the sediment load would be trapped, leaving only 4% to reach the delta region.","ai_generated":true,"unit":"sei-002740#insight-2","date_modified":"2026-10-23"},{"text":"The reduction of sediment and nutrients due to mainstream dams is projected to decrease the primary productivity of aquatic systems in the delta region by 12-27%. Specifically, at Kratie, the total transport of phosphorus is projected to reduce by 47-53% and nitrogen by 57-62% under full hydropower development.","ai_generated":true,"unit":"sei-002740#insight-3","date_modified":"2026-10-23"},{"text":"Sediment loss is expected to significantly impact agriculture and fisheries. In a 10-year impact scenario, rice production could decline by approximately 552,500 tonnes in Viet Nam and 203,300 tonnes in Cambodia. Certain fish species, including Lithophils, Psammophils, and Pelagophils, are specifically dependent on bedload and wash load for reproduction and may fail to adjust to changes in spawning grounds.","ai_generated":true,"unit":"sei-002740#insight-4","date_modified":"2026-10-23"},{"text":"Riverbed mining for construction and landfill, particularly for roads in the delta and exports to Singapore and China, is a major source of sediment loss. In 2011, an estimated 55.2 million tonnes of sediment were extracted from the mainstream in Lao PDR, Thailand, Cambodia, and Viet Nam, with Cambodia accounting for 60% of the extraction.","ai_generated":true,"unit":"sei-002740#insight-5","date_modified":"2026-10-23"},{"text":"Climate change is expected to increase uncertainty and variability in sediment transport. Projections suggest annual sediment yield could range from a 27% decrease to a 160% increase. Additionally, a shift in tropical cyclone climatology away from the Indochina peninsula is projected to further reduce suspended sediment delivery to the Mekong Delta.","ai_generated":true,"unit":"sei-002740#insight-6","date_modified":"2026-10-23"},{"text":"The decline in sediment delivery is causing morphological changes, including riverbed scouring and bank erosion. In the Mekong Delta, this contributes to the slow sinking of the delta and increased vulnerability to erosion at river mouths, with some estimates suggesting an increase of 4-12 metres/year in erosion at river mouths due to mainstream dams.","ai_generated":true,"unit":"sei-002740#insight-7","date_modified":"2026-10-23"},{"text":"There is a critical lack of consensus on sediment baselines due to limited spatial and temporal resolution of monitoring data for suspended and bed loads in the Lancang and Mekong rivers and their tributaries.","ai_generated":true,"unit":"sei-002740#insight-8","date_modified":"2026-10-23"}],"climate_tags":["hydropower","climate change","land-use change","deforestation","coastal erosion","agricultural production"],"geography_discussed":["People's Republic of China","Myanmar","Laos","Thailand","Cambodia","Vietnam","Mekong Delta","Tonlé Sap","Singapore"],"frame_perspective":[],"analysis_type":["case study","literature review","impact assessment"]},{"id":"gclifun-005959","url":"https://climateinsightsdirectory.org/document/gclifun-005959","title":"Detailed Gender Analysis","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2017-10","source_url":"https://www.greenclimate.fund/sites/default/files/document/gender-assessment-fp076-adb-cambodia.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The analysis identifies women as central actors in Cambodian agricultural value chains, particularly in rice and cassava, though they face systemic barriers in literacy, technical training, and access to extension services. While women often control household finances and run a majority of micro-enterprises, they are more vulnerable to climate shocks and labor shortages caused by rural-urban migration. The report recommends a Gender Action Plan (GAP) to increase women's participation in agricultural machinery operation, infrastructure construction, and value chain management, leveraging the Women Farmers Network for outreach.","ai_generated":true,"unit":"gclifun-005959#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Women play a dominant role in agricultural enterprises and cooperatives in Cambodia, owning 65% of all businesses and representing 60% of agricultural cooperative members, although most of their businesses are micro-enterprises with four or fewer workers.","ai_generated":true,"unit":"gclifun-005959#insight-1","date_modified":"2026-10-23"},{"text":"There is a significant gap between women's contribution to food production and their access to management and technical services; women produce 70% of the country's food but only 24% are household agricultural holding managers and 10% are beneficiaries of extension services.","ai_generated":true,"unit":"gclifun-005959#insight-2","date_modified":"2026-10-23"},{"text":"Rural-urban migration, driven by household debt and crop failures, has created labor shortages and left a high number of households headed by older women who must manage livestock and cultivation while caring for grandchildren.","ai_generated":true,"unit":"gclifun-005959#insight-3","date_modified":"2026-10-23"},{"text":"Climate change increases the vulnerability of poor women due to their limited access to resources, restricted mobility, and lack of knowledge regarding new production techniques, magnifying existing gender inequalities.","ai_generated":true,"unit":"gclifun-005959#insight-4","date_modified":"2026-10-23"},{"text":"Women are central to the 'value added' in rice and cassava chains, often acting as collectors and intermediaries who manage financial operations, while men typically handle the physical hauling and transport of crops.","ai_generated":true,"unit":"gclifun-005959#insight-5","date_modified":"2026-10-23"},{"text":"Agricultural mechanization is reducing the demand for unskilled manual labor traditionally performed by women, such as transplanting and harvesting, leading to a desire among women to be trained in operating machinery to secure paid work.","ai_generated":true,"unit":"gclifun-005959#insight-6","date_modified":"2026-10-23"},{"text":"Despite legal frameworks for equal land rights, social norms and a lack of literacy hinder women from registering land in their own names, though 70% of land titles are issued jointly between spouses.","ai_generated":true,"unit":"gclifun-005959#insight-7","date_modified":"2026-10-23"},{"text":"The project's Gender Action Plan (GAP) sets specific targets to ensure women's inclusion, including that women represent at least 40% of participants in consultations and 40% of the labor pool trained to operate agricultural machinery.","ai_generated":true,"unit":"gclifun-005959#insight-8","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","climate change mitigation","climate resilience","gender mainstreaming","agricultural irrigation","renewable energy","smallholder","climate finance"],"geography_discussed":["Kampong Cham Province","Tbong Khmum Province","Kampot Province","Takeo","Laos","Myanmar","Vietnam","Thailand"],"frame_perspective":[],"analysis_type":["gender analysis","sectoral assessment","policy recommendation"]},{"id":"iisd-002519","url":"https://climateinsightsdirectory.org/document/iisd-002519","title":"Assessing the Impacts of Investment Treaties: Overview of the evidence","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2017-09","source_url":"https://www.iisd.org/system/files/publications/assessing-impacts-investment-treaties.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report assesses the evidence on whether investment treaties attract foreign direct investment (FDI), facilitate domestic reforms, or limit government policy space. It finds that while treaties may modestly increase FDI, particularly in high-sunk-cost sectors like mining, they often benefit foreign investors at the expense of host states through distributive effects and potential regulatory chill. The evidence on other claimed benefits, such as 'levelling the playing field' or depoliticizing disputes, is found to be limited or contradictory.","ai_generated":true,"unit":"iisd-002519#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Quantitative evidence on whether investment treaties increase foreign direct investment (FDI) inflows is mixed. While a review by UNCTAD of 35 studies suggests a positive impact for the majority, a significant minority find the opposite, and results vary based on econometric models and data sets.","ai_generated":true,"unit":"iisd-002519#insight-1","date_modified":"2026-10-23"},{"text":"Investment treaties appear most effective at attracting FDI in sectors with high sunk costs, such as the extractive and mining sectors, which are often considered less beneficial from a host country's perspective compared to high-tech manufacturing.","ai_generated":true,"unit":"iisd-002519#insight-2","date_modified":"2026-10-23"},{"text":"The policy justification that investment treaties 'level the playing field' is contested because these treaties are fundamentally preferential instruments that grant foreign investors rights—such as 'fair and equitable treatment'—that are not necessarily available to domestic investors.","ai_generated":true,"unit":"iisd-002519#insight-3","date_modified":"2026-10-23"},{"text":"There is little empirical evidence to support the claim that investment treaties facilitate domestic reforms or improve the rule of law; some quantitative studies have even found a negative impact on rule of law metrics.","ai_generated":true,"unit":"iisd-002519#insight-4","date_modified":"2026-10-23"},{"text":"Investment treaties limit government policy space, and there are instances where states have delayed or relaxed regulations (e.g., tobacco packaging in New Zealand or environmental conditions in Germany) due to the threat of arbitration, although the extent of this 'chilling effect' is not well-researched.","ai_generated":true,"unit":"iisd-002519#insight-5","date_modified":"2026-10-23"},{"text":"Investment treaties have clear distributive effects that benefit foreign investors at the expense of host states by allowing them to obtain compensation and strengthening their bargaining position in dispute settlements.","ai_generated":true,"unit":"iisd-002519#insight-6","date_modified":"2026-10-23"},{"text":"Developing countries are more exposed to the costs of investment treaties due to lower legal capacity to evaluate treaty language, lower capacity for policy coordination, and limited ability to respond to arbitration threats.","ai_generated":true,"unit":"iisd-002519#insight-7","date_modified":"2026-10-23"},{"text":"The practice of 'treaty shopping' allows investors to use corporate subsidiaries in third states to access the most favorable investment treaty, increasing the legal exposure of host states, particularly developing ones.","ai_generated":true,"unit":"iisd-002519#insight-8","date_modified":"2026-10-23"},{"text":"Investment chapters within Free Trade Agreements (FTAs) may be more effective at promoting FDI than free-standing Bilateral Investment Treaties (BITs), potentially due to higher public visibility or the combination of investment liberalization with tariff reductions.","ai_generated":true,"unit":"iisd-002519#insight-9","date_modified":"2026-10-23"},{"text":"Qualitative evidence suggests that the majority of investors do not value investment treaties in their decision-making, and the high cost of arbitration—averaging over USD 4 million per party—makes these treaties of limited value to small investors.","ai_generated":true,"unit":"iisd-002519#insight-10","date_modified":"2026-10-23"}],"climate_tags":["extractive industry","environmental regulation","climate finance","governance"],"geography_discussed":["Brazil","Germany","New Zealand","South Africa","Australia","People's Republic of China","Myanmar"],"frame_perspective":[],"analysis_type":["literature review","scoping study","empirical assessment"]},{"id":"issafri-002122","url":"https://climateinsightsdirectory.org/document/issafri-002122","title":"How ethnic and religious discrimination drive violent extremism","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2017-09","source_url":"https://issafrica.s3.amazonaws.com/site/uploads/aitwr-4.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that discriminatory state practices, often driven by a focus on state security over human security, are counterproductive to countering violent extremism. It examines how 'othering' specific religious or ethnic groups—particularly Muslims and certain African ethnic communities—creates grievances that extremist groups exploit for recruitment. The authors advocate for a 'whole of society' approach that prioritises the rule of law, human rights, and socio-economic drivers over identity-based risk assessments.","ai_generated":true,"unit":"issafri-002122#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"State responses to terrorism often fail because they employ strategies that alienate the communities they intend to help through religious or ethnic discrimination, prioritising state security over human security.","ai_generated":true,"unit":"issafri-002122#insight-1","date_modified":"2026-10-23"},{"text":"The 'othering' of Muslims by law enforcement and security agencies—including surveillance of mosques and the use of 'risk community' labels—erodes communal trust, which is essential for effective counter-terrorism measures.","ai_generated":true,"unit":"issafri-002122#insight-2","date_modified":"2026-10-23"},{"text":"Extrajudicial abuse, torture, and humiliation by state security forces serve as powerful recruitment tools for violent extremist groups, who use these actions in propaganda to justify their cause.","ai_generated":true,"unit":"issafri-002122#insight-3","date_modified":"2026-10-23"},{"text":"Ethnic marginalisation, often a legacy of colonial and post-independence governance, creates socio-economic grievances—such as unemployment and lack of services—that drive individuals toward violent extremism.","ai_generated":true,"unit":"issafri-002122#insight-4","date_modified":"2026-10-23"},{"text":"Identity factors like religion and ethnicity are often less significant drivers of radicalisation than socio-economic, political, or individual frustrations, yet states continue to rely on them for risk assessment.","ai_generated":true,"unit":"issafri-002122#insight-5","date_modified":"2026-10-23"},{"text":"Effective preventing violent extremism (PVE) requires a 'whole of society' approach involving civil society and local communities to ensure transparency, ownership, and adherence to human rights.","ai_generated":true,"unit":"issafri-002122#insight-6","date_modified":"2026-10-23"}],"climate_tags":["human rights","civil society"],"geography_discussed":["Kenya","Nigeria","Myanmar","United States","United Kingdom","Australia","Denmark","Rwanda","Egypt","France","Netherlands","Uganda","Somalia","Iraq"],"frame_perspective":[],"analysis_type":["policy analysis","human rights assessment"]},{"id":"glorespar-000071","url":"https://climateinsightsdirectory.org/document/glorespar-000071","title":"DIGITAL TECHNOLOGIES FOR RESILIENCE SUMMARY FINDINGS","publisher":{"name":"Global Resilience Partnership","organization":"global-resilience-partnership"},"document_type":"report","language":"en","date_published":"2017-05","source_url":"https://www.globalresiliencepartnership.org/wp-content/uploads/2020/11/digitaltechnologiesforresilienceinventory_may2017.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report inventories over 125 submissions of digital technologies designed to build resilience, primarily in the Asia-Pacific region. It categorizes these tools by technology type, scale of impact, supported systems, and primary focus (preparedness, recurring event response, or catastrophic event response). The inventory details specific projects, such as the use of satellite data for flood risk in India, mobile health programs in India, and 3D printing for medical supplies in Nepal, highlighting a strong trend toward pro-poor focus and the use of mobile-based communication (SMS, IVR) and geospatial data (GIS, remote sensing) to support vulnerable populations.","ai_generated":true,"unit":"glorespar-000071#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The inventory was based on more than 125 submissions, which were filtered to include only those with \"clear resilience relevance\".","ai_generated":true,"unit":"glorespar-000071#insight-1","date_modified":"2026-10-23"},{"text":"A significant number of the listed technologies are designed with a pro-poor focus or aim to empower the poor, as indicated by 117 submissions answering 'Yes' to this focus.","ai_generated":true,"unit":"glorespar-000071#insight-2","date_modified":"2026-10-23"},{"text":"Mobile-based communication tools, including SMS, IVR (Interactive Voice Response), and mobile applications, are widely used to deliver early warnings and agricultural advice. Examples include the 'KHUSHAAL ZAMINDAR' service in Pakistan, which provides localized weather and agronomic advisory to 2.7 million farmers.","ai_generated":true,"unit":"glorespar-000071#insight-3","date_modified":"2026-10-23"},{"text":"Geospatial technologies, such as GIS, remote sensing, and satellite imagery, are central to disaster preparedness and response. The 'Global Flood Risk Dashboard' by Cloud to Street uses satellite data to identify vulnerable populations, such as 197,000 people at extreme risk in Uttarakhand, India.","ai_generated":true,"unit":"glorespar-000071#insight-4","date_modified":"2026-10-23"},{"text":"Digital tools are being used to improve maternal and child health as a means of building family resilience. The 'Kilkari' program in India provides audio-based health messages to nearly 10 million new and expecting mothers.","ai_generated":true,"unit":"glorespar-000071#insight-5","date_modified":"2026-10-23"},{"text":"Innovative hardware is being deployed for emergency response, such as the 'Movable and Deployable ICT Resource Unit (MDRU)' in the Philippines and Japan, which establishes communication networks in disaster zones using WiFi and satellite connections.","ai_generated":true,"unit":"glorespar-000071#insight-6","date_modified":"2026-10-23"},{"text":"3D printing is utilized to bypass disrupted supply chains during disasters, as seen with Field Ready's kits in Nepal and Haiti to produce essential medical devices on-demand.","ai_generated":true,"unit":"glorespar-000071#insight-7","date_modified":"2026-10-23"},{"text":"Financial inclusion tools, such as 'Risk-contingent credit (RCC)' by IFPRI, use satellite-derived drought indices to trigger insurance-linked credit, reducing production risk for farmers in Kenya and India.","ai_generated":true,"unit":"glorespar-000071#insight-8","date_modified":"2026-10-23"},{"text":"Open-source data platforms like GeoNode and OpenStreetMap are used to share geospatial resilience data globally, facilitating responses to events like the 2015 Nepal Earthquake.","ai_generated":true,"unit":"glorespar-000071#insight-9","date_modified":"2026-10-23"},{"text":"The 'PetaBencana.id' platform in Indonesia uses a \"people as sensors\" approach, harnessing social media data to provide real-time flood monitoring for over 50 million residents in three mega cities.","ai_generated":true,"unit":"glorespar-000071#insight-10","date_modified":"2026-10-23"}],"climate_tags":["disaster risk reduction","early warning system","climate change adaptation","remote sensing","Agricultural technology","food security","urban resilience"],"geography_discussed":["Philippines","India","Nepal","Bangladesh","Indonesia","Kenya","Ghana","Sri Lanka","Pakistan","Cambodia","Laos","Vietnam","Thailand","Myanmar","Maldives","Fiji","World"],"frame_perspective":[],"analysis_type":["inventory","summary findings"]},{"id":"client-000114","url":"https://climateinsightsdirectory.org/document/client-000114","title":"Info-brief: EUTR enforcement in Denmark","publisher":{"name":"ClientEarth","organization":"clientearth"},"document_type":"briefing","language":"en","date_published":"2017-03","source_url":"https://www.clientearth.org/media/exih2dkw/2017-03-28-eutr-enforcement-in-denmark-ce-en.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines Denmark's EUTR framework, noting that the Danish Environmental Protection Agency serves as the Competent Authority. It details a penalty regime involving fines, confiscation of profits, and potential detention, while highlighting a trend of increasing checks from 2013 to 2016. The brief identifies significant challenges for NGOs in pursuing substantiated concerns due to a lack of formal decision requirements and limited appeal options.","ai_generated":true,"unit":"client-000114#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Danish Environmental Protection Agency became the Competent Authority (CA) for both domestic and imported timber on 1 February 2017, taking over from the Danish Agency for Water and Nature Management.","ai_generated":true,"unit":"client-000114#insight-1","date_modified":"2026-10-23"},{"text":"The number of checks conducted by the Competent Authority increased annually from 5 in 2013 to 46 in 2016. In March 2017, the CA issued warnings and injunctions against companies regarding the high risk of illegally harvested timber from Myanmar.","ai_generated":true,"unit":"client-000114#insight-2","date_modified":"2026-10-23"},{"text":"Penalties for EUTR breaches include fines determined by a judge and the confiscation of profits. Detention of up to one year may be applied if the offence involved intentionality, gross negligence, damage to protected interests, or the pursuit of an economic advantage.","ai_generated":true,"unit":"client-000114#insight-3","date_modified":"2026-10-23"},{"text":"There are significant legal hurdles for NGOs attempting to challenge the Competent Authority's inaction on substantiated concerns (SCs), as there is no prescribed format for SCs, no obligation for the CA to issue a formal decision, and no administrative appeal process in the Danish court system.","ai_generated":true,"unit":"client-000114#insight-4","date_modified":"2026-10-23"},{"text":"The document identifies the lack of financial administrative fines and the difficulty for NGOs to pursue substantiated concerns when the CA does not follow up as key enforcement weaknesses.","ai_generated":true,"unit":"client-000114#insight-5","date_modified":"2026-10-23"}],"climate_tags":["illegal logging"],"geography_discussed":["Myanmar"],"frame_perspective":[],"analysis_type":["policy analysis","legal analysis"]},{"id":"wwf-000251","url":"https://climateinsightsdirectory.org/document/wwf-000251","title":"Assessing Climate Risk in Myanmar","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"executive summary","language":"en","date_published":"2017-03","source_url":"https://www.worldwildlife.org/documents/418/1qs26pdotb_climate_risk_assessment_summary_eng.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report assesses current and future climate risks in Myanmar, projecting significant temperature increases, variable rainfall changes, and rising sea levels by mid-century. It highlights vulnerabilities across biodiversity, health, agriculture, and infrastructure, while demonstrating how the Myanmar Climate Change Alliance (MCCA) uses vulnerability assessments in the Ayeyarwady Delta and Central Dry Zone to guide local adaptation planning.","ai_generated":true,"unit":"wwf-000251#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Myanmar's average annual temperatures are projected to rise by 0.7°C–1.1°C during the 2020s and accelerate to 1.3°C–2.7°C by the middle of the 21st century. The most significant warming is expected in the eastern and northern hilly regions, where hot season average temperatures could rise by up to 3°C.","ai_generated":true,"unit":"wwf-000251#insight-1","date_modified":"2026-10-23"},{"text":"Extreme heat is projected to increase dramatically; while Myanmar averaged about one day of extreme heat per month between 1981 and 2010, future projections suggest this could increase to between four and 17 days per month. April is expected to see the highest increase in these extreme heat days.","ai_generated":true,"unit":"wwf-000251#insight-2","date_modified":"2026-10-23"},{"text":"Rainfall projections indicate an increase in precipitation during the monsoon season, which may increase flooding in some regions. However, projections for the hot and cool seasons are uncertain, with both increases and decreases possible.","ai_generated":true,"unit":"wwf-000251#insight-3","date_modified":"2026-10-23"},{"text":"Sea levels along the Myanmar coastline are projected to rise by 5 cm to 13 cm in the 2020s, 20 cm to 41 cm in the 2050s, and 37 cm to 83 cm in the 2080s. A 0.5 m rise could cause the coastline to retreat by approximately 10 km in low-lying areas such as the Ayeyarwady Delta.","ai_generated":true,"unit":"wwf-000251#insight-4","date_modified":"2026-10-23"},{"text":"Historical data from 1981 to 2010 shows that Myanmar's climate is already changing, with average temperatures increasing by 0.25°C and daily maximum temperatures rising faster in inland regions (0.57°C per decade) than in coastal areas (0.23°C per decade).","ai_generated":true,"unit":"wwf-000251#insight-5","date_modified":"2026-10-23"},{"text":"While the total number of tropical cyclones reaching Myanmar has increased since 1990, future projections on cyclone frequency and severity remain uncertain. However, climate change is expected to increase maximum wind speeds and precipitation intensity for cyclones that do make landfall.","ai_generated":true,"unit":"wwf-000251#insight-6","date_modified":"2026-10-23"},{"text":"The Myanmar Climate Change Alliance (MCCA) is implementing a three-phase adaptation approach in the Pakokku (Central Dry Zone) and Labutta (Ayeyarwady Delta) townships, using vulnerability assessments to prioritize healthy ecosystems, a resilient economy, and resilient infrastructure.","ai_generated":true,"unit":"wwf-000251#insight-7","date_modified":"2026-10-23"}],"climate_tags":["climate change","sea level rise","extreme heat","tropical cyclone","biodiversity","ecosystem service","coastal flood","agriculture","water resource","infrastructure","public health","climate change adaptation","vulnerability assessment","ecosystem-based adaptation"],"geography_discussed":["Irrawaddy Delta","Central Dry Zone","Pakokku","Labutta","Bay of Bengal"],"frame_perspective":[],"analysis_type":["climate risk assessment","future projections","vulnerability analysis"]},{"id":"wwf-000488","url":"https://climateinsightsdirectory.org/document/wwf-000488","title":"ASSESSING CLIMATE RISK IN MYANMAR","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"report","language":"en","date_published":"2017-03","source_url":"https://www.worldwildlife.org/documents/419/4d2f7581vl_Final_Technical_Report___Assessing_Climate_Risk_in_Myanmar.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that Myanmar is experiencing significant warming, with inland areas warming faster than coastal ones. Projections for the mid-21st century indicate temperature increases of 1.3°C to 2.7°C and sea level rise of 20 to 41 centimeters. While wet season precipitation is expected to increase, potentially exacerbating flooding, changes in the hot and cool seasons remain uncertain. The report emphasizes the high vulnerability of the Ayeyarwaddy Delta and Central Dry Zone, advocating for ecosystem-based adaptation and the integration of climate risk data into infrastructure and agricultural planning.","ai_generated":true,"unit":"wwf-000488#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Between 1981 and 2010, Myanmar's national average daily temperatures increased by approximately 0.25°C per decade, while daily maximum temperatures rose faster at 0.4°C per decade.","ai_generated":true,"unit":"wwf-000488#insight-1","date_modified":"2026-10-23"},{"text":"Observed warming from 1981 to 2010 was more pronounced in inland regions (0.35°C per decade for average temperature) compared to coastal regions (0.14°C per decade).","ai_generated":true,"unit":"wwf-000488#insight-2","date_modified":"2026-10-23"},{"text":"By the mid-21st century (2041-2070), average temperatures across Myanmar are projected to rise by 1.3°C to 2.7°C above historical levels, with the most dramatic warming expected in the Eastern and Northern Hilly Regions.","ai_generated":true,"unit":"wwf-000488#insight-3","date_modified":"2026-10-23"},{"text":"The frequency of extreme heat days is projected to increase significantly; while only about one extreme heat day per month was observed between 1981-2010, this could rise to between four and 17 days per month by mid-century.","ai_generated":true,"unit":"wwf-000488#insight-4","date_modified":"2026-10-23"},{"text":"Precipitation projections indicate a likely increase in rainfall during the wet season (June to October) by mid-century, though trends for the hot and cool seasons remain uncertain.","ai_generated":true,"unit":"wwf-000488#insight-5","date_modified":"2026-10-23"},{"text":"Sea levels along the Myanmar coastline are projected to rise by 20 to 41 centimeters by the 2050s, with potential increases of 37 to 83 centimeters by the 2080s.","ai_generated":true,"unit":"wwf-000488#insight-6","date_modified":"2026-10-23"},{"text":"The Ayeyarwaddy Delta is identified as particularly vulnerable to sea level rise and storm surges; a 0.5 meter rise in sea levels could result in the coastline retreating by approximately 10 kilometers in the lowest lying areas.","ai_generated":true,"unit":"wwf-000488#insight-7","date_modified":"2026-10-23"},{"text":"Analysis of historical extreme events, such as the May 2010 heat wave, shows that while temperature extremes are clearly detectable in weather data, reported droughts and floods do not always correspond to extreme precipitation shortages or surpluses in the records.","ai_generated":true,"unit":"wwf-000488#insight-8","date_modified":"2026-10-23"},{"text":"Tropical cyclones reaching Myanmar have increased in number since 1990, with a rise in pre-monsoon events and a trend toward more hurricane-force storms (wind speeds of 119km/hour or greater) since 1980.","ai_generated":true,"unit":"wwf-000488#insight-9","date_modified":"2026-10-23"},{"text":"The Myanmar Climate Change Alliance (MCCA) is applying this risk information to local adaptation planning in Labutta and Pakkoku townships, using vulnerability assessments to prioritize ecosystem health, economic resilience, and resilient infrastructure.","ai_generated":true,"unit":"wwf-000488#insight-10","date_modified":"2026-10-23"}],"climate_tags":["sea level rise","tropical cyclone","extreme heat","ecosystem-based adaptation","Climate risk assessment","agriculture","infrastructure","public health","biodiversity","coastal flood","vulnerability assessment"],"geography_discussed":["Ayeyarwaddy Delta","Central Dry Zone","Labutta Township","Pakkoku","Bay of Bengal"],"frame_perspective":[],"analysis_type":["observational analysis","predictive modeling","sectoral impact assessment","vulnerability assessment"]}]}