{"query_echo":{"q":"","filters":{"analysis_type":["micro-level analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'micro-level 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=micro-level+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":"cdkn-000154","url":"https://climateinsightsdirectory.org/document/cdkn-000154","title":"Micro-level analysis of farmers' adaptation to climate change in Southern Africa","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"research paper","language":"en","date_published":"2009-09-09","source_url":"https://cdkn.org/resource/micro-level-analysis-of-farmers-adaptation-to-climate-change-in-southern-africa","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The study analyzes farmer adaptation to climate change in Southern Africa, identifying key drivers of adaptation and recommending policy interventions to improve farmer resilience.","ai_generated":true,"unit":"cdkn-000154#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The study identifies that access to credit, access to extension services, and awareness of climate change are significant determinants of whether farmers adopt adaptation strategies at the farm level.","ai_generated":true,"unit":"cdkn-000154#insight-1","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["micro-level analysis","multivariate discrete choice model"]},{"id":"iisd-002221","url":"https://climateinsightsdirectory.org/document/iisd-002221","title":"The Costs and Benefits of Compliance with International Environmental Standards","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"research paper","language":"en","date_published":"2002-11","source_url":"https://www.iisd.org/system/files/publications/tkn_pakistan_standards.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research examines the impact of international environmental standards on Pakistan's leather and textile exports. It identifies 'win-win' scenarios where in-plant cleaner production measures reduce costs and pollution, but notes that expensive end-of-pipe treatments often lead to 'net-loss' for SMEs. The paper highlights a gap between formal ISO certifications and actual compliance, and argues that Pakistan must build institutional capacity to leverage WTO agreements (TBT and SPS) to maintain market access as voluntary standards increase.","ai_generated":true,"unit":"iisd-002221#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In-plant cleaner production (CP) measures in the Sialkot leather sector demonstrated 'win-win' outcomes, where 16 firms generated net savings of approximately Rs. 9 million, representing about 7.5 per cent of their total capital cost.","ai_generated":true,"unit":"iisd-002221#insight-1","date_modified":"2026-10-23"},{"text":"The Kasur Tannery Pollution Control Project (KTCP) achieved significant environmental gains, including the reclamation of land valued at over Rs. 160 million and a 99 per cent reduction in suspended solids and 98 per cent reduction in chromium in wastewater.","ai_generated":true,"unit":"iisd-002221#insight-2","date_modified":"2026-10-23"},{"text":"In the textile sector, firms are more likely to comply with product-based standards (such as banning carcinogenic dyes) because non-compliance leads to immediate loss of orders, whereas process-based standards remain a 'grey area' with evidence of spurious compliance.","ai_generated":true,"unit":"iisd-002221#insight-3","date_modified":"2026-10-23"},{"text":"There is evidence of 'spurious compliance' regarding ISO 14001 certification in Pakistan, where some firms obtain certification despite not being in full compliance with National Environmental Quality Standards (NEQS) or by demonstrating only an 'intent to comply'.","ai_generated":true,"unit":"iisd-002221#insight-4","date_modified":"2026-10-23"},{"text":"Small and Medium Enterprises (SMEs) in Pakistan often face a 'net loss' scenario due to a lack of information on technology and inability to secure loans for large capital investments like water treatment plants.","ai_generated":true,"unit":"iisd-002221#insight-5","date_modified":"2026-10-23"},{"text":"Pakistan lacks the institutional and technical capacity to independently test and certify compliance with international standards, forcing a reliance on expensive foreign testing bodies.","ai_generated":true,"unit":"iisd-002221#insight-6","date_modified":"2026-10-23"},{"text":"The document argues that the WTO Agreements on Technical Barriers to Trade (TBT) and the Application of Sanitary and Phytosanitary Measures (SPS) provide a framework to minimize trade restrictions, but Pakistan has not fully tapped into the available technical assistance.","ai_generated":true,"unit":"iisd-002221#insight-7","date_modified":"2026-10-23"},{"text":"Collective action for end-of-pipe treatment, such as the combined water treatment plant in Kasur, is hindered by the 'free-rider problem', evidenced by widespread delinquency in mandatory contributions by tanneries.","ai_generated":true,"unit":"iisd-002221#insight-8","date_modified":"2026-10-23"}],"climate_tags":["wastewater treatment","sustainable development"],"geography_discussed":["Sialkot","Kasur","Faisalabad","Lahore","Gujranwala","Karachi","India","Colombia","Hungary"],"frame_perspective":[],"analysis_type":["cost-benefit analysis","institutional analysis","micro-level analysis"]}]}