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Regional Approach for Climate
Services: South Asian Context
Rupa Kumar Kolli
Chief
World Climate Applications & Services Division
Joint Indo-UK Programme on Climate Change Impacts in
India (2001-2004)
Climate Change Scenarios for India
Indo-UK Project (2001-04), IITM, Pune, India
• Climate change scenarios developed
using Hadley Centre Regional Climate
Models.
• Model simulations performed for the
current period (1961-90), A2 (high
emissions) and B2 (low emissions)
scenarios for the future period (2071-
2100).
• Temperatures projected to increase by
as much as 3° to 4°C towards the end
of 21st century.
• Large-scale increase in monsoon
rainfall (10 to 30%), but substantial
spatial differences.
Key Benefits
• Establishment of the framework for multi-disciplinary research in
climate change impacts.
• Successful application of state-of-art modelling tools and capacity
building.
• Comprehensive picture of impacts of climate change facilitating
regional/national inputs to the UNFCCC processes and policy
formulations.
• A large database on scenarios and impacts, that can feed more
detailed studies for many years to come, and underpin future
adaptation strategies.
• Interactions between Indian and UK researchers to share their
experiences and perspectives in the area.
• Facilitated climate networking in South Asia, and helped the South
Asian countries in sharing information on climate change
assessments.
Recent Progress
• Substantial progress over the last 15 years
• SASCOM/APN projects strengthen regional cooperation
• Centre for Climate Change Research at IITM with state-
of-the-art modelling and computing capacities
• WMO Regional Climate Centres (RCCs): Beijing, Tokyo
and Pune
• South Asian Climate Outlook Forum (SASCOF)
• Global Framework for Climate Services (GFCS)
• CORDEX: South Asian node at IITM
• ARRCC project
• …and more…
Regional Approach Rationale
• The Climate Services Information System (CSIS) is the component of
the GFCS most concerned with the generation and dissemination of
climate information, and is considered to be the ‘operational
centre’ of the GFCS.
• The country-focused results based framework for WMO
contributions to the GFCS focuses on creating the regional delivery
systems, tools and methods, and national capacities for improving
climate-related outcomes.
• A focused regional effort would facilitate systematic strengthening
of early warning services in a comprehensive manner that would
help countries in the region achieve this goal, with facilitated access
to regional information as an essential input for national climate
services.
• The approach can be demonstrated in a few target regions and up-
scaled to other regions.
Basic Building Blocks
• CSIS minimum (core) functions
– Data (historic, present, future)
– Monitoring
– Prediction (sub-seasonal to decadal)
– Projection
• Additional CSIS functions to underpin demand-driven services
• Deployment of Climate Services Toolkit
• Integration with relevant WMO standards and protocols
– GDPFS/WIS/WIGOS
• Partnerships
• Aspects of seamlessness (single window)
• Capacity development
– institutional/infrastructural/procedural/human resources
• Regionally tailored projects
– All the above elements to be identified and in place and fully operational
– All the interfaces between the above elements to be identified and established and to
allow for a lively information exchange
Current status of availability and access to data and products from CSIS entities
Availability of data and products (Non-exhaustive list)
9
Climate change
projections
CMIP5
61 models
∼20-200 km
historical run: 1850-2005
nominal timescale
time period: 2100 and
beyond
time resolution: daily
CORDEX
Several global/regional
models
14 domains
∼12-50 km
nominal timescale
time period: until 2100
time resolution: daily
present
Paleoclimatology
proxies
CRU, NOAA
Reconstructed
variables
CRU, NOAA
More than 10
types of proxies
(corals, insects,
pollen, tree
rings, ...)
S2S A2D1850100
Frequency: Daily to monthly
Monthy/seasonal LRF
Global
13 GPCLRFs maps
2 Lead Centers data ∼2.5° × 2.5°
IRI, APCC hindcasts ∼20-30 yrs
C3S skill scores
Frequency: Monthly
Monthy/seasonal LRF
Regional
8 RCCs maps
3 RCC-Networks data ∼30 km
Frequency: Quarterly
Updates
Global
GSCU (Trial)
El Niño/La Niña Update
Frequency: Once or twice per year
Probabilistic outlook and consensus
statement
Regional National
19 RCOFs NCOFs
T2m, RR, SSTs, MSLP, T850, Z500
T2m, RR
Major
circulation
features
T2m, RR
Frequency: Sub-daily, daily or monthly
In situ data
Global Regional National
GHCN-Daily RBSN BOM CDO
∼90 000 stations ∼4 000 stations ∼16 000 stations
Climate extreme indices
ETCCDI: 27 indices for more than 100 countries
ICA&D: > 50 indices for more than 15 000 stations
Gridded data and Remote sensing
gridded merged data data
CRU: 0.5° × 0.5° EUMETSAT satellite-based
GPCP: 1.0° × 1.0° WDC-RSAT data ∼few km
CMAP: 2.5° × 2.5° NOAA NCEI: radar data ∼few km
Atmospheric measurements
6 GAW WDCs: > 1 400 stations
Reanalysis
more than 10 global reanalysis: > 100 km
ERA-Interim, ERA-15, ERA-40, NCEP-NCAR, JRA-55, …
dynamical downscaling
of global reanalysis: CORDEX, CaRD10
regional reanalysis: NARR, ASR
Graphical tools
ENACTS IRI Map Room
maps maps, graphics,
data: > 30 years, 4-5 km grid animations, data
ClimatView WMO WWIS
station monthly T2m, RR station normals T2m, RR
1982-present, > 2 500 stations ∼1 900 stations
More than 200 variables available from stations
∼10-50 km
FORECASTS
CLIMATE VARIABILITY
TIMESCALE
WEATHER
TIMESCALE
CONTEMPORARY PASTHISTORICAL PAST
PROJECTIONS
PREHISTORICAL PAST CLIMATE CHANGE TIMESCALE
Frequency: Annual
Annual to Decadal
predictions
Global
GPC-ADCP
LC-ADCP
global maps
variables averaged
over year 1
and years 1-5
data
time resolution: daily
hindcast data
Updates
Global
GA2DCU (Concept)
T2m, RR,
SLP, MOC
Major
circulation
features
Climate Services Toolkit (CST)
10
Climate Analysis
Monitoring PUSH
PULL
USER
INTERFACE
CST
Information flow
Feedback and Requirements
Source: Marina Livezey
Regional Climate Centres (RCCs)
• RCCs provide regional climate products in
support of regional and national climate
activities
• Mandatory Functions:
– Operational Activities for LRF
– Operational Activities for Climate
Monitoring
– Operational Data Services, to support
operational LRF and climate monitoring
– Training in the use of operational RCC
products and services
• Highly Recommended Functions:
– Climate prediction and projection
– Non-operational data services
– Coordination functions
– Training and capacity building
– Research and development
• Two modes of Implementation: fully self-
contained RCCs or distributed-function
RCC-Networks
11
http://www.wmo.int/pages/prog/wcp/wcasp/rcc/rcc.php
Third Pole RCC-Network
Proposed Structure (Overall Coordinator: China)
12
• Consortium: China (Lead), Mongolia, Nepal,
Bhutan, Pakistan
Northern TP Node
• Consortium: India (Lead), Nepal, Bhutan,
Bangladesh, Myanmar
Southern TP Node
• Consortium: Pakistan (Lead), Tajikistan,
Uzbekistan, Afghanistan, China
Western TP Node
RCOFs Worldwide
13
https://public.wmo.int/en/our-mandate/climate/regional-climate-outlook-products
South Asian Climate Outlook Forum (SASCOF)
Coordinating Institution: RCC-Pune (India Meteorological Department)
Target Seasons: SW Monsoon (JJAS), NE Monsoon (OND), winter (DJF)
Parameters: Rainfall for all seasons. Temperature for OND and DJF
Major forcings on the regional climate: ENSO, IOD, Winter and spring Eurasian Snow
Cover, Northern Hemisphere surface air temperature during spring season, sea
surface temperature patterns over Atlantic Ocean, mid latitude flow pattern north of Asia
etc.
Potential applications of seasonal outlooks: Agriculture (selection ofcrops, crop
yield forecast), Disaster preparedness and risk reduction (impact of floods and
droughts), Public health (disease outbreaks like Malaria, cholera etc.), Energy sector
(expected energy demand scenarios), water management (reservoir) etc.
RCOF frequency: Physical sessions in
April for SW Monsoon & in September
for NE Monsoon. Online session in
November for winter season (December
to February).
Sources of funding: Financial support
for conducting SASCOF activities so far
mainly from WMO through its various
funding agencies like the United
States Agency for International
Development (USAID), Environment
and Climate Change Canada, ARRCC,
etc.
Rainfall Climatology for the period 1951–
2007 over South Asia.
(Data Source: APHRODITE’s Water
Resources Home page:
http://www.chikyu.ac.jp/precip/english/ind
ex.html )
S. No. Country Main rainfall periods
1 Afghanistan Winter (DJF), Spring (MAM)
2 Bangladesh Pre-monsoon (MAM), summer Monsoon (JJAS)
3 Bhutan Winter (DJF), JJAS (summer monsoon)
4 India Winter (JF) for north India, pre-monsoon for south peninsula
and northeast India (MAM), SW Monsoon (JJAS) for most parts
of the country and post monsoon (OND) for south Peninsula.
5 Maldives May to October
6 Myanmar Pre-monsoon (AM), Summer monsoon (JJAS), post monsoon
(ON).
7 Nepal Winter (DJF), JJAS (summer monsoon)
8 Pakistan Winter (DJF), JAS (summer monsoon)
9 Sri Lanka First inter-monsoon (MA), SW Monsoon (MJJAS), second inter-
monsoon (ON)
Source: D.S. Pai, RCC-Pune
User Involvement
 To provide a platform for interaction with users of
climate services and promote the use of RCOF
products, the Forum invites representatives of the
user community from climate sensitive user sectors,
include agriculture and food security, health,
energy, water resources, disaster risk reduction and
response, media etc.
 Some of the main forum meetings were also
followed by a joint meeting of climate experts, and
practitioners and decision-makers from these
user sectors and stake holders from the region.
 These joint meetings review various issues related
to the use of climate information to sector specific
applications, sharing the experiences and lessons
learned from the applications of previous SASCOF
products etc.
 The meetings also encourage sector experts
to develop detailed sector specific risk
information including warnings based on the
SASCOF products, and communicate to decision-
makers and the public.
 Special outreach sessions involving media experts
are also conducted to develop effective
communication strategies.
User Forums conducted in
association with SASCOF
Place &
Period
Session
of the
SASCOF
User Forums
Conducted
Pune, India
23 - 25 April 2014
SASCOF-
5
1st User Forum for the
Water Sector (CSUF-
Water)
Dhaka,
Bangladesh
21-22 April 2015
SASCOF-
6
2nd CSUF-Water
Chennai, India
14-15 Oct 2015
SASCOF-
7
1st CSUF-Agriculture
Colombo, Sri
Lanka.
27-28 April 2016
SASCOF-
8
3rd CSUF-Water and
1st CSUF-Health
Nay Pyi Taw,
Myanmar 27-29
September 2016
SASCOF-
9
second CSUF-
Agriculture
Source: D.S. Pai, RCC-Pune
WMO Guidance on Regional Climate
Change
• WMO Executive Council decided to promote the use and
interpretation of climate change projections on regional and
national scales
• Need to compare and contrast the various approaches on a regional
scale and to define guidelines for best practices in the generation of
these projections
• Beneficial for countries in a region with common climate concerns
to share their experience
• Given the large uncertainties in climate projections, establishing
good practices in how to represent these uncertainties in
downstream impacts is critical to ensure quality and consistency
• WMO Commission for Climatology (CCl) initiative to identify
requirements and good practices on producing climate change
projections on regional scale, including through RCCs and RCOFs
Selected Relevant Partnerships
• White paper with Copernicus Climate Change
Service
• MoU with UNFCCC
– regional cooperation on climate services for
adaptation and mitigation)
• MoU with Green Climate Fund
– programme alignment
– portfolio alignment via GFCS
• Project-specific and institutional agreements with
World Bank
Way Forward
• Enhancement of RCC products and services
– Global RCC Review (12-14 November 2018, Pune, India)
– Coordinated RCC support to countries in South Asia (RCC-Beijing, RCC-Tokyo, RCC-
Pune, TPRCC-Network) with links to CORDEX-South Asia at IITM
• Expanding SASCOF product portfolio (monitoring, sub-seasonal products,
regional climate change, etc.), including evolution towards a more inclusive
Regional Climate Forum: South Asian CLImate Forum (SASCLIF) ?
• Sustained Climate Services User Forums, especially for water, agriculture and
health in which some headway has already been made
– Co-production of climate inputs for decision support
• National CSIS implementation including National Climate Forums
• Greater and sustained engagement of regional implementation partners (e.g.,
RIMES, ICIMOD, etc.), including research partners (e.g., IITM, universities, etc.)
• Regional consolidation and complementarity of investments in support of
climate services in South Asia
Thank you
RKolli@wmo.int

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Regional Approach for Climate Services in South Asia

  • 1. Regional Approach for Climate Services: South Asian Context Rupa Kumar Kolli Chief World Climate Applications & Services Division
  • 2. Joint Indo-UK Programme on Climate Change Impacts in India (2001-2004)
  • 3. Climate Change Scenarios for India Indo-UK Project (2001-04), IITM, Pune, India • Climate change scenarios developed using Hadley Centre Regional Climate Models. • Model simulations performed for the current period (1961-90), A2 (high emissions) and B2 (low emissions) scenarios for the future period (2071- 2100). • Temperatures projected to increase by as much as 3° to 4°C towards the end of 21st century. • Large-scale increase in monsoon rainfall (10 to 30%), but substantial spatial differences.
  • 4. Key Benefits • Establishment of the framework for multi-disciplinary research in climate change impacts. • Successful application of state-of-art modelling tools and capacity building. • Comprehensive picture of impacts of climate change facilitating regional/national inputs to the UNFCCC processes and policy formulations. • A large database on scenarios and impacts, that can feed more detailed studies for many years to come, and underpin future adaptation strategies. • Interactions between Indian and UK researchers to share their experiences and perspectives in the area. • Facilitated climate networking in South Asia, and helped the South Asian countries in sharing information on climate change assessments.
  • 5. Recent Progress • Substantial progress over the last 15 years • SASCOM/APN projects strengthen regional cooperation • Centre for Climate Change Research at IITM with state- of-the-art modelling and computing capacities • WMO Regional Climate Centres (RCCs): Beijing, Tokyo and Pune • South Asian Climate Outlook Forum (SASCOF) • Global Framework for Climate Services (GFCS) • CORDEX: South Asian node at IITM • ARRCC project • …and more…
  • 6. Regional Approach Rationale • The Climate Services Information System (CSIS) is the component of the GFCS most concerned with the generation and dissemination of climate information, and is considered to be the ‘operational centre’ of the GFCS. • The country-focused results based framework for WMO contributions to the GFCS focuses on creating the regional delivery systems, tools and methods, and national capacities for improving climate-related outcomes. • A focused regional effort would facilitate systematic strengthening of early warning services in a comprehensive manner that would help countries in the region achieve this goal, with facilitated access to regional information as an essential input for national climate services. • The approach can be demonstrated in a few target regions and up- scaled to other regions.
  • 7. Basic Building Blocks • CSIS minimum (core) functions – Data (historic, present, future) – Monitoring – Prediction (sub-seasonal to decadal) – Projection • Additional CSIS functions to underpin demand-driven services • Deployment of Climate Services Toolkit • Integration with relevant WMO standards and protocols – GDPFS/WIS/WIGOS • Partnerships • Aspects of seamlessness (single window) • Capacity development – institutional/infrastructural/procedural/human resources • Regionally tailored projects – All the above elements to be identified and in place and fully operational – All the interfaces between the above elements to be identified and established and to allow for a lively information exchange
  • 8.
  • 9. Current status of availability and access to data and products from CSIS entities Availability of data and products (Non-exhaustive list) 9 Climate change projections CMIP5 61 models ∼20-200 km historical run: 1850-2005 nominal timescale time period: 2100 and beyond time resolution: daily CORDEX Several global/regional models 14 domains ∼12-50 km nominal timescale time period: until 2100 time resolution: daily present Paleoclimatology proxies CRU, NOAA Reconstructed variables CRU, NOAA More than 10 types of proxies (corals, insects, pollen, tree rings, ...) S2S A2D1850100 Frequency: Daily to monthly Monthy/seasonal LRF Global 13 GPCLRFs maps 2 Lead Centers data ∼2.5° × 2.5° IRI, APCC hindcasts ∼20-30 yrs C3S skill scores Frequency: Monthly Monthy/seasonal LRF Regional 8 RCCs maps 3 RCC-Networks data ∼30 km Frequency: Quarterly Updates Global GSCU (Trial) El Niño/La Niña Update Frequency: Once or twice per year Probabilistic outlook and consensus statement Regional National 19 RCOFs NCOFs T2m, RR, SSTs, MSLP, T850, Z500 T2m, RR Major circulation features T2m, RR Frequency: Sub-daily, daily or monthly In situ data Global Regional National GHCN-Daily RBSN BOM CDO ∼90 000 stations ∼4 000 stations ∼16 000 stations Climate extreme indices ETCCDI: 27 indices for more than 100 countries ICA&D: > 50 indices for more than 15 000 stations Gridded data and Remote sensing gridded merged data data CRU: 0.5° × 0.5° EUMETSAT satellite-based GPCP: 1.0° × 1.0° WDC-RSAT data ∼few km CMAP: 2.5° × 2.5° NOAA NCEI: radar data ∼few km Atmospheric measurements 6 GAW WDCs: > 1 400 stations Reanalysis more than 10 global reanalysis: > 100 km ERA-Interim, ERA-15, ERA-40, NCEP-NCAR, JRA-55, … dynamical downscaling of global reanalysis: CORDEX, CaRD10 regional reanalysis: NARR, ASR Graphical tools ENACTS IRI Map Room maps maps, graphics, data: > 30 years, 4-5 km grid animations, data ClimatView WMO WWIS station monthly T2m, RR station normals T2m, RR 1982-present, > 2 500 stations ∼1 900 stations More than 200 variables available from stations ∼10-50 km FORECASTS CLIMATE VARIABILITY TIMESCALE WEATHER TIMESCALE CONTEMPORARY PASTHISTORICAL PAST PROJECTIONS PREHISTORICAL PAST CLIMATE CHANGE TIMESCALE Frequency: Annual Annual to Decadal predictions Global GPC-ADCP LC-ADCP global maps variables averaged over year 1 and years 1-5 data time resolution: daily hindcast data Updates Global GA2DCU (Concept) T2m, RR, SLP, MOC Major circulation features
  • 10. Climate Services Toolkit (CST) 10 Climate Analysis Monitoring PUSH PULL USER INTERFACE CST Information flow Feedback and Requirements Source: Marina Livezey
  • 11. Regional Climate Centres (RCCs) • RCCs provide regional climate products in support of regional and national climate activities • Mandatory Functions: – Operational Activities for LRF – Operational Activities for Climate Monitoring – Operational Data Services, to support operational LRF and climate monitoring – Training in the use of operational RCC products and services • Highly Recommended Functions: – Climate prediction and projection – Non-operational data services – Coordination functions – Training and capacity building – Research and development • Two modes of Implementation: fully self- contained RCCs or distributed-function RCC-Networks 11 http://www.wmo.int/pages/prog/wcp/wcasp/rcc/rcc.php
  • 12. Third Pole RCC-Network Proposed Structure (Overall Coordinator: China) 12 • Consortium: China (Lead), Mongolia, Nepal, Bhutan, Pakistan Northern TP Node • Consortium: India (Lead), Nepal, Bhutan, Bangladesh, Myanmar Southern TP Node • Consortium: Pakistan (Lead), Tajikistan, Uzbekistan, Afghanistan, China Western TP Node
  • 14. South Asian Climate Outlook Forum (SASCOF) Coordinating Institution: RCC-Pune (India Meteorological Department) Target Seasons: SW Monsoon (JJAS), NE Monsoon (OND), winter (DJF) Parameters: Rainfall for all seasons. Temperature for OND and DJF Major forcings on the regional climate: ENSO, IOD, Winter and spring Eurasian Snow Cover, Northern Hemisphere surface air temperature during spring season, sea surface temperature patterns over Atlantic Ocean, mid latitude flow pattern north of Asia etc. Potential applications of seasonal outlooks: Agriculture (selection ofcrops, crop yield forecast), Disaster preparedness and risk reduction (impact of floods and droughts), Public health (disease outbreaks like Malaria, cholera etc.), Energy sector (expected energy demand scenarios), water management (reservoir) etc. RCOF frequency: Physical sessions in April for SW Monsoon & in September for NE Monsoon. Online session in November for winter season (December to February). Sources of funding: Financial support for conducting SASCOF activities so far mainly from WMO through its various funding agencies like the United States Agency for International Development (USAID), Environment and Climate Change Canada, ARRCC, etc. Rainfall Climatology for the period 1951– 2007 over South Asia. (Data Source: APHRODITE’s Water Resources Home page: http://www.chikyu.ac.jp/precip/english/ind ex.html ) S. No. Country Main rainfall periods 1 Afghanistan Winter (DJF), Spring (MAM) 2 Bangladesh Pre-monsoon (MAM), summer Monsoon (JJAS) 3 Bhutan Winter (DJF), JJAS (summer monsoon) 4 India Winter (JF) for north India, pre-monsoon for south peninsula and northeast India (MAM), SW Monsoon (JJAS) for most parts of the country and post monsoon (OND) for south Peninsula. 5 Maldives May to October 6 Myanmar Pre-monsoon (AM), Summer monsoon (JJAS), post monsoon (ON). 7 Nepal Winter (DJF), JJAS (summer monsoon) 8 Pakistan Winter (DJF), JAS (summer monsoon) 9 Sri Lanka First inter-monsoon (MA), SW Monsoon (MJJAS), second inter- monsoon (ON) Source: D.S. Pai, RCC-Pune
  • 15. User Involvement  To provide a platform for interaction with users of climate services and promote the use of RCOF products, the Forum invites representatives of the user community from climate sensitive user sectors, include agriculture and food security, health, energy, water resources, disaster risk reduction and response, media etc.  Some of the main forum meetings were also followed by a joint meeting of climate experts, and practitioners and decision-makers from these user sectors and stake holders from the region.  These joint meetings review various issues related to the use of climate information to sector specific applications, sharing the experiences and lessons learned from the applications of previous SASCOF products etc.  The meetings also encourage sector experts to develop detailed sector specific risk information including warnings based on the SASCOF products, and communicate to decision- makers and the public.  Special outreach sessions involving media experts are also conducted to develop effective communication strategies. User Forums conducted in association with SASCOF Place & Period Session of the SASCOF User Forums Conducted Pune, India 23 - 25 April 2014 SASCOF- 5 1st User Forum for the Water Sector (CSUF- Water) Dhaka, Bangladesh 21-22 April 2015 SASCOF- 6 2nd CSUF-Water Chennai, India 14-15 Oct 2015 SASCOF- 7 1st CSUF-Agriculture Colombo, Sri Lanka. 27-28 April 2016 SASCOF- 8 3rd CSUF-Water and 1st CSUF-Health Nay Pyi Taw, Myanmar 27-29 September 2016 SASCOF- 9 second CSUF- Agriculture Source: D.S. Pai, RCC-Pune
  • 16. WMO Guidance on Regional Climate Change • WMO Executive Council decided to promote the use and interpretation of climate change projections on regional and national scales • Need to compare and contrast the various approaches on a regional scale and to define guidelines for best practices in the generation of these projections • Beneficial for countries in a region with common climate concerns to share their experience • Given the large uncertainties in climate projections, establishing good practices in how to represent these uncertainties in downstream impacts is critical to ensure quality and consistency • WMO Commission for Climatology (CCl) initiative to identify requirements and good practices on producing climate change projections on regional scale, including through RCCs and RCOFs
  • 17. Selected Relevant Partnerships • White paper with Copernicus Climate Change Service • MoU with UNFCCC – regional cooperation on climate services for adaptation and mitigation) • MoU with Green Climate Fund – programme alignment – portfolio alignment via GFCS • Project-specific and institutional agreements with World Bank
  • 18. Way Forward • Enhancement of RCC products and services – Global RCC Review (12-14 November 2018, Pune, India) – Coordinated RCC support to countries in South Asia (RCC-Beijing, RCC-Tokyo, RCC- Pune, TPRCC-Network) with links to CORDEX-South Asia at IITM • Expanding SASCOF product portfolio (monitoring, sub-seasonal products, regional climate change, etc.), including evolution towards a more inclusive Regional Climate Forum: South Asian CLImate Forum (SASCLIF) ? • Sustained Climate Services User Forums, especially for water, agriculture and health in which some headway has already been made – Co-production of climate inputs for decision support • National CSIS implementation including National Climate Forums • Greater and sustained engagement of regional implementation partners (e.g., RIMES, ICIMOD, etc.), including research partners (e.g., IITM, universities, etc.) • Regional consolidation and complementarity of investments in support of climate services in South Asia