{"query_echo":{"q":"","filters":{"analysis_type":["quantitative data analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'quantitative data analysis' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":2,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=quantitative+data+analysis","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":"catf-000915","url":"https://climateinsightsdirectory.org/document/catf-000915","title":"Evidence-Based Recommendations for Overcoming Barriers to Federal Transmission Permitting","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"report","language":"en","date_published":"2024-04","source_url":"https://www.catf.us/wp-content/uploads/2024/04/evidence-based-recommendations-overcoming-barriers-federal-transmission-permitting.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the federal permitting process for high-capacity electric transmission lines in the U.S., identifying systemic delays caused by poor interagency coordination, capacity shortages, and regulatory misalignment between federal and state authorities. Based on a dataset of 37 projects and case studies, it argues that while litigation is often cited as a primary barrier, it is rarely the sole cause of project failure. The authors recommend that the President prioritize transmission as a national priority, that Congress consolidate siting authority for multi-state projects, and that agencies adopt more agile, transparent, and collaborative environmental review processes, including expanded use of programmatic EISs and categorical exclusions.","ai_generated":true,"unit":"catf-000915#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The U.S. requires a three- to four-fold increase in transmission capacity over the next 30 years to meet demand, yet annual investment for large powerlines (100 kV and above) actually decreased between 2010 and 2020.","ai_generated":true,"unit":"catf-000915#insight-1","date_modified":"2026-10-23"},{"text":"Transmission constraints have led to over 1,000 gigawatts of clean energy being stuck in interconnection queues, with average wait times increasing from less than two years in 2008 to five years in 2023.","ai_generated":true,"unit":"catf-000915#insight-2","date_modified":"2026-10-23"},{"text":"Data analysis of 37 transmission projects with an Environmental Impact Statement (EIS) between 2010 and 2020 shows that these projects represent only 3.5% of all new lines but account for 26% of total new line miles.","ai_generated":true,"unit":"catf-000915#insight-3","date_modified":"2026-10-23"},{"text":"The average time from the publication of a Notice of Intent (NOI) to the release of a Record of Decision (ROD) for the analyzed projects was 4.3 years, with a median of 3.7 years.","ai_generated":true,"unit":"catf-000915#insight-4","date_modified":"2026-10-23"},{"text":"Contrary to common belief, litigation is not the primary driver of project failure; 54% of analyzed projects faced no litigation or substantial opposition, and only four of the 37 investigated lines were canceled.","ai_generated":true,"unit":"catf-000915#insight-5","date_modified":"2026-10-23"},{"text":"Most lawsuits filed by project opponents are decided in favor of the project, and courts almost always deny motions for preliminary injunctions.","ai_generated":true,"unit":"catf-000915#insight-6","date_modified":"2026-10-23"},{"text":"Permitting delays are often caused by a 'waterfall' approach to regulatory review, where agencies wait for their turn rather than engaging in concurrent, iterative coordination.","ai_generated":true,"unit":"catf-000915#insight-7","date_modified":"2026-10-23"},{"text":"Regulatory misalignment between state and federal processes can add years to timelines; for example, Oregon law requires a site certificate application to be incomplete until all federal permit applications are submitted and timelines are identified.","ai_generated":true,"unit":"catf-000915#insight-8","date_modified":"2026-10-23"},{"text":"The use of the FAST-41 process, which provides coordinated and transparent review, was cited as a reason for the relatively quick 2.5-year EIS completion for the Ten West Link project.","ai_generated":true,"unit":"catf-000915#insight-9","date_modified":"2026-10-23"}],"climate_tags":["electric power transmission","wide area synchronous grid","Resilience (power system)","decarbonization","climate change adaptation"],"geography_discussed":["Oregon","Arizona","California","New Mexico","Wisconsin","Utah","Washington","Florida","Pennsylvania","New Jersey","New York","Arkansas","Oklahoma","Tennessee"],"frame_perspective":[],"analysis_type":["quantitative data analysis","legal analysis","case study analysis","stakeholder interviews"]},{"id":"clipolin-000423","url":"https://climateinsightsdirectory.org/document/clipolin-000423","title":"ENHANCING MDB–NDB COOPERATION","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"report","language":"en","date_published":"2023-12","source_url":"https://www.climatepolicyinitiative.org/wp-content/uploads/2023/12/CPI-E3G-Report-Enhancing-MDBNDB-cooperation-3.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that climate-related financial cooperation between MDBs and NDBs is currently limited, with approximately USD 7 billion in tracked flows from 2015 to 2022. There is significant divergence in how these institutions approach Paris alignment, with MDBs generally possessing more standardised targets and dedicated energy policies, while NDBs often anchor their goals in national NDCs. Key barriers to increased cooperation include currency risks, differing institutional mandates, and gaps in technical capacity. The authors recommend that MDBs optimise on-lending models, promote local currency instruments, and share expertise through platforms like Finance in Common to scale up climate investment.","ai_generated":true,"unit":"clipolin-000423#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate-related financial flows from MDBs to NDBs in emerging and developing economies (EMDEs) between 2015 and 2022 totaled approximately USD 7 billion, based on a sample of 55 transactions.","ai_generated":true,"unit":"clipolin-000423#insight-1","date_modified":"2026-10-23"},{"text":"The majority of MDB-to-NDB climate finance does not have a specific sectoral focus, often supporting general green investment or disaster recovery; however, energy systems is the largest specific sectoral recipient, receiving USD 2,301 million.","ai_generated":true,"unit":"clipolin-000423#insight-2","date_modified":"2026-10-23"},{"text":"MDBs show higher cohesion in climate finance tracking and target setting than NDBs, with all six sampled MDBs having established targets or thresholds for climate finance.","ai_generated":true,"unit":"clipolin-000423#insight-3","date_modified":"2026-10-23"},{"text":"MDBs typically extend their environmental and social safeguard (ESS) policies to cover financial intermediaries, whereas NDBs exhibit greater variability in the detail and availability of such policies.","ai_generated":true,"unit":"clipolin-000423#insight-4","date_modified":"2026-10-23"},{"text":"Dedicated climate change strategies are more prevalent among MDBs; five of the six sampled MDBs have published such strategies, while NDBs more frequently integrate climate goals into broader strategic documents linked to national NDCs.","ai_generated":true,"unit":"clipolin-000423#insight-5","date_modified":"2026-10-23"},{"text":"MDBs generally apply climate risk screening across all operations, while NDBs lack consistent public detail on such processes, though some, like PT SMI and DBSA, have implemented ESS management systems.","ai_generated":true,"unit":"clipolin-000423#insight-6","date_modified":"2026-10-23"},{"text":"MDBs are more likely to have formal energy sector policies and fossil fuel exclusion policies (particularly for coal) compared to NDBs, who are more sensitive to changing national policy priorities.","ai_generated":true,"unit":"clipolin-000423#insight-7","date_modified":"2026-10-23"},{"text":"Operational barriers to MDB-NDB cooperation include currency risks, where hard currency loans are not always competitive due to depreciation and high hedging costs, and a lack of bankable project pipelines at the NDB level.","ai_generated":true,"unit":"clipolin-000423#insight-8","date_modified":"2026-10-23"},{"text":"Structural factors influencing both Paris alignment and finance flows include the single-shareholder governance of NDBs, which makes them dependent on national political priorities, and the multi-shareholder structure of MDBs, which can create geopolitical decision-making bottlenecks.","ai_generated":true,"unit":"clipolin-000423#insight-9","date_modified":"2026-10-23"}],"climate_tags":["climate finance","Paris Agreement","multilateral development bank","national development bank","adaptation finace","energy transition","Nationally Determined Contributions"],"geography_discussed":["Latin America and the Caribbean","Africa","Asia","Brazil","Indonesia","South Africa","Colombia","Bangladesh"],"frame_perspective":[],"analysis_type":["comparative analysis","quantitative data analysis","policy assessment"]}]}