RAPID COMMUNITY-BASED ADAPTATION FOR DAGUPAN CITY Progress Report 2011 Southeast Asia Regional Workshop on Global Environmental Change and Health: Water-Related Impacts and Adaptations Ebinezer R. Florano, PhD Philippines OUTLINE I. II. III. IV. Vulnerability Assessment Steps Brief Profile of Dagupan City Types and Magnitudes of CC-Related Hazards Vulnerability Assessment through Map Layovers V. Climate Change Adaptation Workshops VI. What’s Next? Health Sector Vulnerability Assessment GENERAL STEPS FOR VA AND CBA Step 1: Hazard Identification Step 2: Hazard Analysis Step 3: Critical Facilities Analysis (including hospitals) Step 4: Societal Analysis (vulnerable population like elderly, ethnic people, etc.) Step 5: Economic Analysis Step 6: Environmental Analysis Step 7: Adaptation Opportunities Analysis • Adopted from the U.S. National Oceanic and Atmospheric Administration-Coastal Services Center’s “VULNERABILITY ASSESSMENT TUTORIAL.” Available at http://www.csc.noaa.gov/products/nchaz/htm/methov.htm BRIEF PROFILE OF THE CITY Figure1: Land Use 1% 7% Agriculture 3% 2% 1% Residential 36% 12% Water Bodies Roads Open Spaces 15% 23% Commercial Parks and Playground Institutional Industrial POPULATION •161,905 (national Statistics Office 2000 survey) •5.35% of the total population of Pangasinan Province •1.9% average growth rate, slightly higher than that of the province (1.81%) •High Population Density: 36 persons/hectare •Pangasinan Province Population Density: 6 persons/hectare The Philippines and Climate Change From 1951 to 2006, records show that warming has occurred in the country Source: PAG-ASA Dagupan City Mean Temperature Data (in Degree Celsius): 1981-2010 29.5 29.02 29 28.7 28.67 28.68 28.5 28 28.06 27.85 27.5 28.12 27.97 27.55 28.78 28.62 28.51 28.45 28.61 28.52 28.35 28.29 28.15 27.95 27.85 27.91 27.78 28.02 28.03 27.95 27.78 27.57 27.24 27.38 27.31 27 26.5 26 Source: PAG-ASA, obtained from Dagupan City CLIMATE CHANGE SCENARIO FOR PANGASINAN(2020 & 2050) Source: PAG-ASA Method: PRECIS (Providing Regional Climates for Impact Studies) of Hadley Center Model A1B PROJECTED CHANGE IN SEASONAL MEAN TEMPERATURE (°C) and RAINFALL (%): 2020 Area Pangasinan RAINFALL (%) 2020 (2006-2035) TEMPERATURE (°C) 2020 (2006-2035) DJF MAM JJA SON DJF MAM JJA SON 0.9 2.2 1.1 2.2 29.1 -5.2 16.8 -4.96 Source: PAG-ASA A1B PROJECTED CHANGE IN SEASONAL MEAN TEMPERATURE (°C) and RAINFALL (%): 2050 Area Pangasinan RAINFALL (%) 2050 (2036-2050) TEMPERATURE (°C) 2050 (2036-2050) DJF MAM JJA SON DJF MAM JJA SON 0.9 1.8 1.0 2.0 5.7 -26.5 35.8 6.6 Source: PAG-ASA SEA-LEVEL RISE Province of Pangasinan CLIMATE-CHANGE RELATED HAZARDS AFFECTING THE CITY DAGUPAN CITY: HAVEN FOR WATERBORNE DISEASES? Dagupan, a coastal city traversed by seven river systems serve as a catch basin of waters coming from the highlands which exits through the Pantal-Sinocalan River. Because of its unique topography, the city was frequently devastated by the unprecedented citywide flooding due to typhoons, receiving record amount of water from huge volume of rainfall and dam releases from upstream, further compounded by cyclic tidal rise of the sea. EARTHQUAKE JULY 16, 1990- DAGUPAN CITY INTENSITY: 7.1 in the Richter scale. EARTHQUAKE MAP OF DAGUPAN CITY Source: PHIVOLCS, supplied by Dagupan City 1990 Earthquake Damages 1990 EARTHQUAKE: Damages to Properties and Infrastructures • • • • • • • • 75 %, out of 120 commercial buildings were declared useless after the episode. 39%, out of 77 school buildings were destroyed. In addition to 127 Other Buildings, 6 hospitals and other social buildings were damaged and temporarily rendered not fit for occupancy. 7,448 houses were either totally or partially damaged. About 4 kilometers of the main thoroughfare of the city was heavily damaged. Magsaysay Bridge in Perez Blvd. collapsed while Electric and telegraph Poles tilted and the electric power network was disrupted. The water supply system likewise sustained heavy damages since 6 out of 17 pumping stations were not serviceable and 12.5 km. of 150 & 100 mm water transmission line were damaged. Potable water supply was a problem for so many weeks and epidemics due to sanitation problems became an impending threat. Gasoline storage as well as septic tanks behaved buoyantly and exerted pressure which resulted in ground upheaval and breaking of pavements. Consequently the operation of most gasoline stations was disrupted for sometime. The sewage system made of concrete pipes was filled with sand and experienced large deformation requiring replacement in the major sewage lines in Angel B. Fernandez Avenue. FLOODING Flooding aggravated by prolonged rains and high tides DAGUPAN CITY FLOODING IN DAGUPAN CITY • A perennial and naturally-occurring situation that flashes the rivers and raising the coastal waters are floods that the City experiences. Due to the location of the city as the exit of all waters that drain into Lingayen Gulf from the uplands in the central part of Pangasinan, rivers system waters rise above normal during the rainy season. • The city river system is part of the Agno River basin’s tail end from Mt. Ampucao, the highest peak. During this time, when the river banks cannot hold the volume of the waters within its capacity, the excess waters would find its way among the low lying areas of the city – the roads, the school grounds, other public places and worst, the residential areas • Dagupan City, described to be not more that 2-3 meters above sea level finds itself in FLOODING situations due to prolonged rain and the simultaneous occurrence of a high tide more than a meter high. HISTORY OF FLOODING IN DAGUPAN YEAR DISASTER EFFECTS 1935 The Biggest Flood in Pangasinan Entire Dagupan was flooded; Colegio de San Alberto Magno and at Calmay were destroyed and sank at Calmay River. 1972 Flood Agricultural crops, fishponds and other properties were damaged. 2009 Floods Majority of the areas in Dagupan City were flooded. TYPHOON / STORM SURGE When the cyclone strikes land, high winds, and exceptional rainfall and storm surges may be aggravated by flooding. Timeline of Typhoon-Related Disasters in Dagupan YEAR 1998 1999 2000 2001 2002 2003 DISASTER EFFECTS 2.8 Million damages in Infrastructures. 36.01 Million damages in Agriculture. 3.3 Million damages in Infrastructures. 42.11 Million as total damages Monsoon Rain 7.5 Million damages to Infrastructures. 24.4 Million damages on Agriculture. Typhoon Ditang/Eding Typhoon Feria 8.5 Million damages on Infrastructures 17.215 Million damages on Agriculture. 25.715 Million Total Damages Typhoon Gading and Iliang Typhoon Gloria Typhoon Chedeng 2004 Typhoon Marcy 2008 Typhoon COSME 16.32 Millions damages in Agriculture 10.7 Million damages on Infrastructures 30.57 Million damages on Agriculture. 40.94 Million as Total Damages 21 Barangays in the city were flooded. 17,139 households affected 87,409 population affected 5,505 Business establishments affected Typhoon Pepeng – Oct.8-12, 2009 BARANGAY BACAYAO NORTE NO.OF FAMILIES 398 NO. OF INDIVIDUALS 1,711 BACAYO SUR 413 2,065 BARANGAY I 333 1,531 BARANGAY II & III 626 2,554 BARANGAY IV 358 1,718 BOLOSAN 942 4,911 BONUAN BINLOC 1,475 6,725 BONUAN BOQUIG 2,550 12,934 BONUAN GUESET 3,102 17,674 CALMAY 1,124 4,955 CARAEL 993 4,181 CARANGLAAN 1,627 6,849 HERRERO-PEREZ 1,719 8,923 LASIP 410 1,754 LASIP GRANDE 613 3,095 LOMBOY 183 841 LUCAO 1,984 8,531 MALUED 2,204 11,526 286 1,229 MAMALINGLING MANGUIN 729 3,003 MAYOMBO 1,356 6,956 PANTAL 3,029 15,681 941 4,462 POBLACION OESTE POGO 1,037 4,262 POGO GRANDE 518 2,169 PUGARO 640 3,328 SALAPINGAO 551 2,347 SALISAY 369 1,723 TAMBAC 369 1,811 TAPUAC 901 3,784 TEBENG 392 1,838 TOTAL 32,172 155,071 Typhoon Pepeng Typhoon-related fatalities Fatality - (3) male persons (drowning incident) Missing - (1) male person DAMAGE TO INFRASTRUCTURES (initial estimate) PhP 200M cost (roads, houses, government buildings and other facilities) • • • • INFRASTRUCTURE AFFECTED BY TYPHOON PEPENG ESTIMATED AMOUNT BARANGAY BACAYAO NORTE BACAYAO SUR BARANGAY I BARANGAY II & III BARANGAY IV BOLOSAN BONUAN BINLOC BONUAN BOQUIG BONUAN GUESET CALMAY CARAEL CARANGLAAN HERRERO-PEREZ LASIP CHICO LASIP GRANDE LOMBOY LUCAO MALUED MAMALINGLING MANGIN MAYOMBO PANTAL POBLACION OESTE POGO CHICO POGO GRANDE PUGARO-SUIT SALAPINGAO SALISAY TAMBAC TAPUAC TEBENG TOTAL HIGHEST FLOOD WATER LEVEL OF DAMAGED 3,300,000.00 1.40m at Main Road 2,060,000.00 2.50m at Sitio Tokoc & Patalan 5,600,000.00 1.20m at Main Road 6,250,000.00 1.20m at Main Road 1,250,000.00 0.60 at Main Road 2,460,000.00 1.50m at Riverside & 0.90m at Main Road 36,150,000.00 0.80m at Main Road 3,450,000.00 0.80m at Main Road 6,300,000.00 0.60m at Main Road 3,600,000.00 1.50m Sitio Centro, 1.60m Sitio Ilokano, 1.20m Sitio Sagur 2,200,000.00 1.0m at Sitio Sagur 3,650,000.00 1.40m at Sitio Caniogan 5,050,000.00 1.20m at Main Road 2,200,000.00 1.1m Lower Part & 0.70m Main Road 2,570,000.00 1.80m at Main Road 850,000.00 0.45m at Sitio Sagur 7,000,000.00 1.20m at Main Road 2,410,000.00 1.1m Lower Part & 0.70m Main Road 2,580,000.00 1.8m Riverside & 0.8m Main Road 2,450,000.00 2.90m Riverside & 2.20m Main Road 7,850,000.00 1.20m at Main Road 15,750,000.00 1.0m at Main Road 2,300,000.00 0.80m at Main Road 2,050,000.00 1.4m Lower Part & 0.90 Main Road 4,040,000.00 1.40m at Main Road 600,000.00 0.74m at Sitio Suit 850,000.00 0.72m at Sitio Dupo 1,730,000.00 1.8m Riverside & 1.50m Main Road 2,630,000.00 1.6m Riverside & 1.20m Main Road 2,100,000.00 1.1m Lower Part & 0.70m Main Road 2,850,000.00 2.50m at Sitio Abalaten, Patalan,Centro & Baybay P 144,130,000.00 Damage to Agriculture/Fisheries Brachish water Fish Pen/ Cages -marketable -post fingerlings -structures TOTAL Stationary Fishing Gear/ Oyster Beds Crop Lands TOTAL Areas Affected 920.0 Has 720 unit Loses (Peso Value) PhP 255,000,000.00 PhP 91,200,000.00 30,240,000.00 86,400,000.00 __________________ 207,840,000.00 600 units PhP 8,650,000.00 PhP 2M PhP 471,490,000.00 DAMAGE TO MOBILE EQUIPMENTS • 80% of the city’s heavy trucks & equipments were damaged due to rescue operations during the flooding fast high rising of water attributed to spill water from the San Roque Dam. HIGH TIDE & STORM SURGE EPISODES Strong winds brought about by “Typhoon Mina” which triggered big waves and the rising tide level. Those factors complicated the situation along the coastal areas and the area of fishpens immediately located at the river mouth (Bonuan Gueset (Sabangan area) “Typhoon Mina” on Nov. 27, 2007 High Tide Episodes Storm Surge + High Tide • Strong currents of water caused by big waves from the sea and the rising tide entered the river mouth and clashed with the Dawel River water which was the exit of the Eastern Barangay river water tributaries. • Fishpens located near the area where Dawel and Pantal river intersection were worst hit (24) units 97 % of stocks (622,000 pcs = 187,215 kgs). • Estimated value of damage (partial) • Fishpens: • TOTAL Stocks (marketable) – Partial Damage (nets/bamboo) P 13,057,665.00 75,000.00 P 13,801,665.00 AT RISK PER BARANGAY WHEN FLOODING OCCURS VULNERABILITY LEVEL LOCATION HIGH MEDIUM LOW 1. Bacayao Norte 353 - - 2. Bacayao Sur 352 - - 3. Barangay I - - 139 4. Barangay II & III - - 573 5. Barangay IV - - 275 6. Bolosan - 681 - 7. Bonuan Binloc - 1336 - 8. Bonuan Boquig - 2257 - 9. Bonuan Gueset 3291 - 10. Calmay 1055 11. Carael 1096 12. Caranglaan 1520 13. Herrero-Perez 549 14. Lasip Grande 297 15. Lasip Chico 211 16. Lomboy 260 17. Lucao 1666 18. Malued 1847 19. Mamalingling 20. Mangin 237 648 21. Mayombo 1366 22. Pantal 3324 23. Poblacion Oeste 809 24. Pogo Chico 1075 25. Pogo Grande 448 26. Pugaro Suit 778 27. Salapingao 28. Salisay 526 380 29. Tambac 423 30. Tapuac 1030 31. Tebeng 476 TOTAL 3165 21,411 4702 Vulnerable Population VULNERABILITY LEVEL PARTICULARS Citiwide Citiwide INDICATORS Number of persons* Children (0-17 y/o)* Children w/ disabilities (0-17 y/o)** 512 HIGH MEDIUM LOW 15,852 107,594 23,577 6,991 44,661 9,883 1060 6771 1497 Person w/ disabilities (18 & above)** 318 Women w/ disabilities (18-59 y/o)** 164 Citiwide Solo Parent/ Surrogate Parents** 413 Senior Citizens (60 y/o & over)** Number of Business Establishments LOCATION 1. Bacayao Norte 2. Bacayao Sur 3. Barangay I 4. Barangay II & III 5. Barangay IV 6. Bolosan 7. Bonuan Binloc 8. Bonuan Boquig 9. Bonuan Gueset 10. Calmay 11. Carael 12. Caranglaan 13. Herrero-Perez 14. Lasip Grande 15. Lasip Chico 16. Lomboy 17. Lucao 18. Malued 19. Mamalingling 20. Mangin 21. Mayombo 22. Pantal 23. Poblacion Oeste 24. Pogo Chico 25. Pogo Grande 26. Pugaro Suit 27. Salapingao 28. Salisay 29. Tambac 30. Tapuac 31. Tebeng No. affected HIGH 19 29 VULNERABILITY LEVEL MEDIUM LOW 753 545 335 81 56 107 456 5 33 241 398 25 2 1 278 146 1 26 305 572 52 61 26 19 23 35 299 19 TOTAL Area of Fishpondsª (Hectares) LOCATION 1. Bacayao Norte 2. Bacayao Sur Area affected (has.) VULNERABILITY LEVEL HIGH MEDIUM LOW 11.54 2.14 3. Bolosan 43.50 4. Bonuan Binloc 71.00 5. Bonuan Boquig 112.00 6. Bonuan Gueset 64.10 7. Calmay 65.50 8. Carael 94.00 9. Caranglaan 10. Lasip Grande 11. Lomboy 12. Lucao 16.00 3.83 63.55 35.50 13. Mamalingling 14. Mangin 122.72 14.25 15. Mayombo 14.00 16. Pantal 47.00 17. Pugaro 23.20 18. Salapingao 26.50 19. Salisay 20.00 20. Tambac 29.00 21. Tapuac 31.50 22. Tebeng TOTAL 23.00 74.76 586.32 272.75 Number of Fishpensª VULNERABILITY LEVELS LOCATION ZONE I Bonuan Gueset Pugaro Salapingao Calmay Sub-Total ZONE II Salapingao Pugaro Suit Lomboy Sub-Total ZONE III Lomboy Salapingao Pugaro Sub-Total ZONE IV Bonuan Gueset Pantal Tambac Bonuan Boquig Mamalingling Sub-Total ZONE V Pantal Calmay Salapingao Bonuan Gueset Lomboy Sub-Total ZONE VI Calmay Poblacion Oeste Tapuac Pugaro Sub-Total ZONE VII Lucao Carael Calmay Sub-Total units HIGH 21 40 1 62 58 61 1 120 66 33 2 101 103 4 0 0 1 108 54 12 7 2 1 76 84 33 25 1 143 100 5 1 106 MEDIUM LOW VULNERABILITY ASSESSMENTS Floods Sea-Level Rise Earthquake and Liquefaction Source: DENR-EMB, 2010 BARANGAY Bacayao Norte Bacayao Sur Brgy. I Brgy II and III Brgy IV Bolosan Bonuan Binloc Bonuan Boquig Bonuan Gueset Calmay Carael Caranglaan Herrero-Perez Lasip Chico Lasip Grande Lomboy Lucao Malued Mamalingling Manguin Mayombo Pantal Poblacio Oeste Pogo Chico Pogo Grande Pugaro Suit Salapingao Salisay Tambac Tapuac POPULATION TOTAL 2,189 2,023 745 2,171 991 3,206 7,551 10,915 20,453 5,417 4,393 7,894 2,254 778 2,721 1,312 8,020 9,855 1,287 3,632 6,604 16,933 4,256 4,880 2,256 4,087 2,480 2,204 2,076 4,190 NO. OF HOUSEHOLD 361 360 141 587 281 697 1,367 2,310 3,329 1,080 1,121 1,555 562 216 304 266 1,705 1,890 243 663 1,398 3,401 828 1,100 458 796 539 389 433 1,054 POPULATION DENSITY (PERSON/HA.) 29 55 67 115 67 23 26 20 42 25 13 0 47 27 62 17 41 66 6 29 81 52 60 123 57 25 26 18 14 35 CRITICAL TO 3 TO 4 FT, FLOODING CRITICAL AREAS TO STORM SURGES X X X X X X X X X X X X X X X X X X X BARANGAYS AFFECTED Critical Areas during floods with depths of 3’ to 4’ with corresponding population density Barangay Name Population Density Bonoan Binloc 25.85 Bonoan Buquig 19.86 Mamalingling 5.95 Lasip Chico 27.28 Malved 66.19 Bacayao Sur 54.54 Pogo Grande 56.94 Caranglaan 107.92 Bolosan 22.83 Salisay 17.52 Mangin 28.64 Mayombo 88.77 Tambac 13.90 Herrero Perez 47.21 Pogo Chico 123.17 Tebeng 25.69 25.69 Lasig 61.9 CRITICAL FACILITIES AFFECTED BARANGAY GOVERNMENT BUILDINGS HOSPITALS SCHOOLS Bacayao Sur X Bolosan X Bonuan Binloc X COMMERCIAL BUILDINGS/ F ACTORIES X Bonuan Boquig Bonuan Gueset X X Caranglaan X X X Herrero-Perez X X X Lasip Chico X Lasip Grande X Malued X X Mamalingling X Manguin X Mayombo X X X Pantal X X X Poblacio Oeste X X X Pogo Chico X X Pogo Grande X Salisay X Tambac Tebeng X X X ECONOMIC ACTIVITIES AFFECTED BARANGAY Bacayao Sur AGRICULTURE FISHPONDS COMMERCIAL ESTABLISHMENTS X FACTORIES X Bolosan Bonuan Binloc X X Bonuan Boquig X X Bonuan Gueset Caranglaan X X X Herrero-Perez X Lasip Chico Lasip Grande X Malued Mamalingling X Manguin X Mayombo X Pantal X Poblacio Oeste Pogo Chico Pogo Grande Salisay X X Tambac X Tebeng X ENVIRONMENTAL AREAS AFFECTED BARANGAY Bacayao Sur Bolosan Bonuan Binloc Bonuan Boquig Bonuan Gueset Caranglaan Herrero-Perez Lasip Chico Lasip Grande Malued Mamalingling Manguin Mayombo Pantal Poblacio Oeste Pogo Chico Pogo Grande Salisay Tambac CRITICAL ECOLOGICAL SYSTEMS Marine X Croplands X X X X X X X X X X X X X X X X X Etc. SEA-LEVEL RISE 1 meter 6 meters RESULTS OF CLIMATE CHANGE ADAPTATION WORKSHOPS Flooding Sea-Level Rise Earthquake and Liquefaction ADAPTATION MEASURES AND PRIORITIZATION Flood CRITERIA Criteria 1: Cost effectiveness Criteria 2: Acceptability to local stakeholders Relocation 3 1 Information & education campaign (IEC) 3 Community-based early warning system Criteria 4: Size of beneficiary group Criteria 5: Ease of implementation 2 3 1 10 3 3 3 3 15 3 3 3 3 3 15 Mangrove protection/reforestation 3 3 3 3 3 15 Mainstreaming of CC to local development plans; provide budget 3 3 2 3 2 13 Identification & setting-up of evacuation centers 3 3 3 3 3 15 Integrated coastal management (ICM) 3 3 3 3 2 14 Proper waste disposal (closure of dumpsite) 3 3 3 3 2 14 Localized Building Code 3 2 2 2 1 10 Inter LGU dam management 3 3 3 3 3 15 Updated Comprehensive Land Use Plan 3 3 3 3 3 15 River rehabilitation and dredging 3 3 3 3 3 15 Potable water supply and SANITATION 3 3 3 3 3 15 ADAPTATION MEASURE AND LOCATION Criteria 3: Institutional capacity Legend: 3 – very strongly recommended; 2 –strongly recommended; 1 – recommended; 0 – not recommended TOTAL ADAPTATION MEASURES AND PRIORITIZATION SEA-LEVEL RISE CRITERIA ADAPTATION MEASURE AND LOCATION Criteria 1: Cost Effective Criteria 2: acceptability to stakeholders Criteria 4: Criteria 3: size of institutiona beneficiary l capacity group Criteria 5: ease of implement ation 3 3 3 3 3 15 2. Mangrove protection 3 3 3 3 3 15 3. Integrated coastal management 3 3 3 3 2 14 4. River rehabilitation and dredging 3 3 3 3 3 15 5. Climate-proofing of infrastructures 3 2 2 2 1 10 6. Setting of buffer zone 3 1 2 3 1 10 1. IEC TOTAL Legend: 3 – very strongly recommended; 2 –strongly recommended; 1 – recommended; 0 – not recommended ADAPTATION MEASURES AND PRIORITIZATION Earthquake and Liquefaction CRITERIA Criteria 1: Criteria 2: Criteria 3: Cost Ease of Endorsemen effectiveness implementat ts by experts ion Criteria 4: Criteria 5: Acceptability Institutional to local capacity stakeholders IEC 3 3 3 3 3 15 Comprehensive land use plan 3 1 3 2 2 11 Community based early warning (earthquake related disaster – tsunami) Support from the natl govt (phivolcs and mgb) Strict compliance with the natl building code Enforcement of zoning ordinance 3 2 3 3 3 14 3 2 3 2 2 13 3 3 3 3 3 15 3 2 3 2 2 12 Earthquake drill 3 3 3 3 3 15 Alternative sources of water 3 3 3 3 3 15 Evacuation Areas 3 3 3 3 3 15 ADAPTATION MEASURE AND LOCATION TOTAL WHAT’S NEXT? Public Health Sector Assessment And Other Sectors RATIONALE Dagupan City is prone to water-borne diseases because it serves as a catch basin of waters coming from the upland in the central part of Pangasinan to the Lingayen Gulf. During rainy seasons, waters from the river system rise above normal causing massive flooding in the city. Moreover, due to its elevation that is not more than 2-3 meters above sea level, high tide and prolonged rain produces flooding. This year, the city leads 48 towns and cities of Pangasinan in the number of dengue cases as of August. There is a 300% increase in the number of cases this year compared to the same period (January-August) last year. •News reports quoted from the Department of Health, 2011 Research Framework Climatic Component Extreme events Natural Disaster Health Impacts Linkage Analysis Intensity Primary (Direct Impact) Seasonality Mortality Morbidity Precipitation Flood Secondary Impact Dengue Drought Temperature Malaria Diarrhea Tertiary Impact Extreme events Mental illness Risk Assessment Diurnal range Maximum Demographic & Socioeconomic Profiles Risk Mapping: Thresholds, Trends & Patterns Strategic & action plan for Adaptation Methodology TASKS TECHNIQUES EXPECTED OUTCOMES • Literature reviews • Interview with experts (scientific) and key persons (governance) • Level of importance of the issue • Validity of the selected variables Data collection Climatic variables Health indicators • Secondary climatic and healthrelated variables • Relevant government agency & research institution • Empirical data for all investigated parameters (i.e. climatic and health-related variables) • Observation based on period Data Analysis Establish association Identify thresholds Investigate trends Map out patterns • Descriptive statistics • Correlation & regression • Time-series analysis • Principal component analysis • GIS spatial analysis • Magnitude of associations • Specific thresholds for each association • Trends and patterns over temporal and spatial dimensions • SWOT Matrix Analysis • Blue Ocean Strategy • Workshop with key stakeholders • Academic conference • Relative-Risk maps • Recommendation of strategic and action plans for adaptation Grounding the issues Set the research scopes Identify specific variables Results Interpretation Putting the findings into the right perspectives and contexts (i.e. body of knowledge & national policy decision) SALAMAT PO! Thank you very much! 謝謝大家 ありがとうございました Terima Kasih ขอบคุณ Cảm ơn