SlideShare a Scribd company logo
1 of 32
CLIMATE
MIGRATION
By
Gautam
Gupta
WHAT CAUSES MIGRATION?
UNDERSTANDING THE PROBLEM OF
CLIMATE MIGRATION
Increased
temperatures
and drought
risk (IPCC 2022)
Push factor
that
incentivizes
migrants to
move
Causes
political
changes and
resource
strain (Erol
2019)
CLIMATE CHANGE IMPACTS
INCREASED INCENTIVE FOR
MIGRATION
DIMINISHING OF RESOURCES
NECESSARY FOR MIGRATION
Increased temperatures
and drought risk (IPCC
Push factor that
incentivizes migrants to
move
Causes political changes and
resource strain (Erol 2019)
INTERNAL VS EXTERNAL MIGRATION
Internal Migration External Migration
https://www.cdc.gov/usmexicohealth/index.html
https://www.census.gov/newsroom/releases/pdf/us_migration_map_v6.pdf
Within a Country Between Countries
Increased temperatures
and drought risk (IPCC 2022)
Push factor that
incentivizes migrants to
move
Causes political changes and
resource strain (Erol 2019)
IMPACTS OF
EXTERNAL
MIGRATION
• Can cause strain on public
infrastructure and resources
(Cottier 2015)
• Perceived economic threat
(Cottier 2015)
• External Migration has
become an important
political issue (Cottier 2015)
Increased temperatures
and drought risk (IPCC 2022)
Push factor that incentivizes
migrants to move
Causes political changes
and resource strain (Erol
https://www.csis.org/analysis/can-i-stay-or-can-i-go-now-longer-term-impacts-covid-19-global-
migration
IMPACTS OF
INTERNAL
MIGRATION
• Can fuel political changes
(Erol 2019)
• Increased resource strain
(Erol 2019)
• Income sorting (Erol 2019)
• Can lead to rising housing
prices (Erol 2019)
https://archive.curbed.com/2018/4/4/17198384/real-estate-study-migration-united-sta
Increased temperatures
and drought risk (IPCC 2022)
Push factor that incentivizes
migrants to move
Causes political changes
and resource strain (Erol
RESEARCH GOAL
Increased temperatures
and drought risk (IPCC 2022)
Push factor that incentivizes
migrants to move
Causes political changes and
resource strain (Erol 2019)
Characterize internal
climate migration in
the US
Develop a model to
predict future climate
migration
Identify places to
invest in migration
mitigation and
adaptation
RESEARCH GOAL
Increased temperatures
and drought risk (IPCC 2022)
Push factor that incentivizes
migrants to move
Causes political changes and
resource strain (Erol 2019)
Characterize internal
climate migration in
the US
Develop a model to
predict future climate
migration
Identify places to
invest in migration
mitigation and
adaptation
REVIEW OF LITERATURE
EXTERNAL
MIGRATION
https://www.euromonitor.com/article/the-global-picture-of-migration-in
• Increased
Temperatures lead
to Increased
Asylum
Applications (Missirian
2017)
(Missirian et al, 2017)
EU MIGRATION
MEXICO TO US
MIGRATION
• Increased Warm
Spell Duration
leads to Increased
Probability of
Migration (Nawrotzki
2015)
(Nawrotzki et al, 2015)
HISTORICAL US
MIGRATION
https://www.gizmodo.com.au/2017/07/scientists-warn-climate-change-could-bring-the-dust-bowl-back-out-of-the-history-books/
https://www.nationalgeographic.org/activity/assessing-hurricane-maria-damage/
HURRICANE
MARIA
• Hurricane Maria led
to a 4 to 17%
decline in the
impacted
population (Acosta
2020)
(Acosta et al, 2020)
DUST BOWL
• Dust Bowl of the
1930s also linked
to net-
outmigration in the
affected regions
due to crop failure
and stress on
livestock (Long 2018)
(McLeman 2006)
(Long et al, 2018)
INTERNAL US
MIGRATION
https://www.businessinsider.com/us-county-domestic-migration-map-20
IMPACTS OF
DECLINING
CROP YIELDS
• A 1% decrease in
crop yields leads to
a 0.17% net
reduction of the
population through
migration (Feng 2012)
(Feng et al, 2012)
RESEARCH
GAP
• Previous research on internal
migration in the US has
primarily focused on either
specific regions or historical
events
• No research on current
countrywide internal migration
in the US
• Study internal migration in the
US in response to increased
temperature and drought
PROPOSED
RESEARCH
IDEA
Gather Data Correlate Data
Determine
Significance
Areas of
Interest
Methodology
DATA SOURCES
• Internal migration
data - Federal Reserve
Bank of New
York/Equifax
Consumer Credit
Panel (CCP)
• Extreme Heat data from
database created by UC
San Diego researchers
• Drought data from the
Evaporative Demand
Drought Index for the
US (DeWaard 2019)
Gather Data Correlate Data Determine Significance Areas of Interest
DATA SOURCES
• Internal migration data
- Federal Reserve Bank
of New York/Equifax
Consumer Credit Panel
(CCP)
• Extreme Heat data
from database
created by UC San
Diego researchers
• Drought data from the
Evaporative Demand
Drought Index for the
US
https://sabenz.users.earthengine.app/view/urbanheatusa
Gather Data Correlate Data Determine Significance Areas of Interest
DATA SOURCES
• Internal migration data
- Federal Reserve Bank
of New York/Equifax
Consumer Credit Panel
(CCP)
• Extreme Heat data from
database created by UC
San Diego researchers
• Drought data from
the Evaporative
Demand Drought
Index for the US
https://www.epa.gov/climate-indicators/climate-change-indicators-
Gather Data Correlate Data Determine Significance Areas of Interest
CORRELATE TIME SERIES
• Standardize values of migration, temperature and
drought
• Correlate the temperature and migration data and
drought and migration data for each location by
creating a linear regression model
• Check for lagging effects
Gather Data Correlate Data Determine Significance Areas of Interest
T-TEST FOR SLOPE
•Analyze significance of linkage through a t-
test for the slope
•Does increased drought/temperature lead to
increased or decreased net-migration?
Gather Data Correlate Data Determine
Significance
Areas of Interest
AREAS OF
INTEREST
• Southwest –
Worsening drought
and increasing
populations
• New York City –
Coastal city with
urban heat island
effect https://dafi1637.blogspot.com/2018/03/united-states-map-
southwest.html
Gather Data Correlate Data Determine Significance Areas of Interest
AREAS OF
INTEREST
• Southwest –
Worsening drought
and increasing
populations
• New York City –
Coastal city with
urban heat island
effect
https://www.nasa.gov/vision/earth/environment/nyc_heatisland.ht
ml
Gather Data Correlate Data Determine Significance Areas of Interest
EXPECTED RESULTS
INCREASEDTEMPERATURE
AND DROUGHT SEVERITY
INCREASED NET-MIGRATION
OUT OF LOCATION
PROPOSED CONCLUSIONS
• Extreme heat and drought could be potential drivers of future
migration
• Mitigation strategies to reduce the impact of drought and extreme
heat could reduce the number of migrants
https://www.epa.gov/sites/default/files/2016-10/documents/extreme-heat-guidebook.pdf
POTENTIAL
IMPACT/FUTURE
WORK
Better understanding of how people are
migrating in relation to climate
Improved ability to predict future migration
shifts caused by climate change
Invest resources in adapting to and
mitigating climate migration
Reduce resource strain and overcrowding
caused by increased flow of migrants
BIBLIOGRAPHY
• Cottier, Fabien, & Salehyan, Idean.. Climate variability and irregular migration to the European Union. Global
Environmental Change, 69 (C)
• DeWaard, Johnson & Whitaker: Internal migration in the United States. Demographic Research Volume 41, Article 33,
Pages 953-1006
• Erol, Isil; Unal, Umut (2021) : Internal Migration and House Prices in Australia, MAGKS Joint Discussion Paper Series in
Economics, No. 13-2021, PhilippsUniversity Marburg, School of Business and Economics, Marburg
• Missirian A, Schlenker W. Asylum applications respond to temperature fluctuations. (2017) Science. 2017 Dec
22;358(6370):1610-1614.
• Nawrotzki, Raphael & Hunter, Lori & Runfola, Daniel & Riosmena, Fernando. (2015). Climate Change as Migration
Driver from Rural and Urban Mexico. Environmental Research Letters. 10. 114023.
• Feng, Shuaizhang & Oppenheimer, Michael & Schlenker, Wolfram. (2012). Climate Change, Crop Yields, and Internal
Migration in the United States.
• Acosta, R. J., Kishore, N., Irizarry, R. A., & Buckee, C. O. (2020). Quantifying the dynamics of migration after Hurricane
Maria in Puerto Rico. Proceedings of the National Academy of Sciences, 117(51), 32772-32778.
• Long, J., & Siu, H. (2018). Refugees from dust and shrinking land: Tracking the Dust Bowl migrants. The Journal of
Economic History, 78(4), 1001-1033.
• McLeman, R. (2006). Migration out of 1930s rural eastern Oklahoma: insights for climate change research. Great Plains
Quarterly, 26(1), 27-40.

More Related Content

Similar to sci res pres.pptx

Dynamics in the History and Economic Development of Man: Refocusing on Ecolog...
Dynamics in the History and Economic Development of Man: Refocusing on Ecolog...Dynamics in the History and Economic Development of Man: Refocusing on Ecolog...
Dynamics in the History and Economic Development of Man: Refocusing on Ecolog...AEIJjournal2
 
The Future of Flooding: Explore Risks and Opportunities | #AqueductFloods
The Future of Flooding: Explore Risks and Opportunities | #AqueductFloodsThe Future of Flooding: Explore Risks and Opportunities | #AqueductFloods
The Future of Flooding: Explore Risks and Opportunities | #AqueductFloodsWorld Resources Institute (WRI)
 
[NSSP+4-Module+6]+Dr+Villar+-+Security+and+the+Environment+in+the+Philippines...
[NSSP+4-Module+6]+Dr+Villar+-+Security+and+the+Environment+in+the+Philippines...[NSSP+4-Module+6]+Dr+Villar+-+Security+and+the+Environment+in+the+Philippines...
[NSSP+4-Module+6]+Dr+Villar+-+Security+and+the+Environment+in+the+Philippines...EMilo8
 
Introduction to Climate Change
Introduction to Climate ChangeIntroduction to Climate Change
Introduction to Climate ChangeNa-1956_
 
2017 Climate Change: People, Planet, Policy
2017 Climate Change: People, Planet, Policy2017 Climate Change: People, Planet, Policy
2017 Climate Change: People, Planet, PolicyTeresa Eastburn
 
Agriculture and Climate Change basics.ppt
Agriculture and Climate Change basics.pptAgriculture and Climate Change basics.ppt
Agriculture and Climate Change basics.pptmmhossain
 
Agriculture and Climate Change
Agriculture and Climate ChangeAgriculture and Climate Change
Agriculture and Climate Changemmhossain
 
Underwriting-Mktng.ppt
Underwriting-Mktng.pptUnderwriting-Mktng.ppt
Underwriting-Mktng.pptAnwaar Ahmed
 
Underwriting-Mktng.ppt
Underwriting-Mktng.pptUnderwriting-Mktng.ppt
Underwriting-Mktng.pptAnwaar Ahmed
 
Confronting the Food Security Threats from Climate Change -- Grand Junction
Confronting the Food Security Threats from Climate Change -- Grand JunctionConfronting the Food Security Threats from Climate Change -- Grand Junction
Confronting the Food Security Threats from Climate Change -- Grand JunctionConservationColorado
 
Extreme Weather in a Warming World
Extreme Weather in a Warming WorldExtreme Weather in a Warming World
Extreme Weather in a Warming WorldThe Risk Institute
 
global disaster trends- emerging risks of disaster- climate change
global disaster trends- emerging risks of disaster- climate changeglobal disaster trends- emerging risks of disaster- climate change
global disaster trends- emerging risks of disaster- climate changeNitin Vadhel
 
2013.38 roger a. pielke jr.
2013.38 roger a. pielke  jr.2013.38 roger a. pielke  jr.
2013.38 roger a. pielke jr.Anochi.com.
 
Newcastle Climate Change Action Map
Newcastle Climate Change Action Map Newcastle Climate Change Action Map
Newcastle Climate Change Action Map loubee2000
 

Similar to sci res pres.pptx (20)

Dynamics in the History and Economic Development of Man: Refocusing on Ecolog...
Dynamics in the History and Economic Development of Man: Refocusing on Ecolog...Dynamics in the History and Economic Development of Man: Refocusing on Ecolog...
Dynamics in the History and Economic Development of Man: Refocusing on Ecolog...
 
The Future of Flooding: Explore Risks and Opportunities | #AqueductFloods
The Future of Flooding: Explore Risks and Opportunities | #AqueductFloodsThe Future of Flooding: Explore Risks and Opportunities | #AqueductFloods
The Future of Flooding: Explore Risks and Opportunities | #AqueductFloods
 
Mainstreaming drr cca- pvt. sector
Mainstreaming drr cca- pvt. sectorMainstreaming drr cca- pvt. sector
Mainstreaming drr cca- pvt. sector
 
Mainstreaming DRR & CCA in private sector
Mainstreaming DRR & CCA in private sectorMainstreaming DRR & CCA in private sector
Mainstreaming DRR & CCA in private sector
 
[NSSP+4-Module+6]+Dr+Villar+-+Security+and+the+Environment+in+the+Philippines...
[NSSP+4-Module+6]+Dr+Villar+-+Security+and+the+Environment+in+the+Philippines...[NSSP+4-Module+6]+Dr+Villar+-+Security+and+the+Environment+in+the+Philippines...
[NSSP+4-Module+6]+Dr+Villar+-+Security+and+the+Environment+in+the+Philippines...
 
Bruce Campbell - Climate change and forced migration
Bruce Campbell - Climate change and forced migrationBruce Campbell - Climate change and forced migration
Bruce Campbell - Climate change and forced migration
 
Climate Change: Frequently Asked Questions
Climate Change: Frequently Asked QuestionsClimate Change: Frequently Asked Questions
Climate Change: Frequently Asked Questions
 
Introduction to Climate Change
Introduction to Climate ChangeIntroduction to Climate Change
Introduction to Climate Change
 
Workshop climate variability and modeling in Laos
Workshop climate variability and modeling in LaosWorkshop climate variability and modeling in Laos
Workshop climate variability and modeling in Laos
 
2017 Climate Change: People, Planet, Policy
2017 Climate Change: People, Planet, Policy2017 Climate Change: People, Planet, Policy
2017 Climate Change: People, Planet, Policy
 
Agriculture and Climate Change basics.ppt
Agriculture and Climate Change basics.pptAgriculture and Climate Change basics.ppt
Agriculture and Climate Change basics.ppt
 
Agriculture and Climate Change
Agriculture and Climate ChangeAgriculture and Climate Change
Agriculture and Climate Change
 
Underwriting-Mktng.ppt
Underwriting-Mktng.pptUnderwriting-Mktng.ppt
Underwriting-Mktng.ppt
 
Underwriting-Mktng.ppt
Underwriting-Mktng.pptUnderwriting-Mktng.ppt
Underwriting-Mktng.ppt
 
Confronting the Food Security Threats from Climate Change -- Grand Junction
Confronting the Food Security Threats from Climate Change -- Grand JunctionConfronting the Food Security Threats from Climate Change -- Grand Junction
Confronting the Food Security Threats from Climate Change -- Grand Junction
 
Demystifying CCA
Demystifying CCADemystifying CCA
Demystifying CCA
 
Extreme Weather in a Warming World
Extreme Weather in a Warming WorldExtreme Weather in a Warming World
Extreme Weather in a Warming World
 
global disaster trends- emerging risks of disaster- climate change
global disaster trends- emerging risks of disaster- climate changeglobal disaster trends- emerging risks of disaster- climate change
global disaster trends- emerging risks of disaster- climate change
 
2013.38 roger a. pielke jr.
2013.38 roger a. pielke  jr.2013.38 roger a. pielke  jr.
2013.38 roger a. pielke jr.
 
Newcastle Climate Change Action Map
Newcastle Climate Change Action Map Newcastle Climate Change Action Map
Newcastle Climate Change Action Map
 

Recently uploaded

Freegle User Survey as visual display - BH
Freegle User Survey as visual display - BHFreegle User Survey as visual display - BH
Freegle User Survey as visual display - BHbill846304
 
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...ranjana rawat
 
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
Determination of antibacterial activity of various broad spectrum antibiotics...
Determination of antibacterial activity of various broad spectrum antibiotics...Determination of antibacterial activity of various broad spectrum antibiotics...
Determination of antibacterial activity of various broad spectrum antibiotics...Open Access Research Paper
 
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
9873940964 High Profile Call Girls Delhi |Defence Colony ( MAYA CHOPRA ) DE...
9873940964 High Profile  Call Girls  Delhi |Defence Colony ( MAYA CHOPRA ) DE...9873940964 High Profile  Call Girls  Delhi |Defence Colony ( MAYA CHOPRA ) DE...
9873940964 High Profile Call Girls Delhi |Defence Colony ( MAYA CHOPRA ) DE...Delhi Escorts
 
ENVIRONMENTAL LAW ppt on laws of environmental law
ENVIRONMENTAL LAW ppt on laws of environmental lawENVIRONMENTAL LAW ppt on laws of environmental law
ENVIRONMENTAL LAW ppt on laws of environmental lawnitinraj1000000
 
Russian Call Girls Nashik Anjali 7001305949 Independent Escort Service Nashik
Russian Call Girls Nashik Anjali 7001305949 Independent Escort Service NashikRussian Call Girls Nashik Anjali 7001305949 Independent Escort Service Nashik
Russian Call Girls Nashik Anjali 7001305949 Independent Escort Service Nashikranjana rawat
 
See How do animals kill their prey for food
See How do animals kill their prey for foodSee How do animals kill their prey for food
See How do animals kill their prey for fooddrsk203
 
VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...
VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...
VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...Suhani Kapoor
 
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999Tina Ji
 
Hi FI Call Girl Ahmedabad 7397865700 Independent Call Girls
Hi FI Call Girl Ahmedabad 7397865700 Independent Call GirlsHi FI Call Girl Ahmedabad 7397865700 Independent Call Girls
Hi FI Call Girl Ahmedabad 7397865700 Independent Call Girlsssuser7cb4ff
 
Along the Lakefront, "Menacing Unknown"s
Along the Lakefront, "Menacing Unknown"sAlong the Lakefront, "Menacing Unknown"s
Along the Lakefront, "Menacing Unknown"syalehistoricalreview
 
Mumbai Call Girls, 💞 Prity 9892124323, Navi Mumbai Call girls
Mumbai Call Girls, 💞  Prity 9892124323, Navi Mumbai Call girlsMumbai Call Girls, 💞  Prity 9892124323, Navi Mumbai Call girls
Mumbai Call Girls, 💞 Prity 9892124323, Navi Mumbai Call girlsPooja Nehwal
 

Recently uploaded (20)

Green Banking
Green Banking Green Banking
Green Banking
 
Freegle User Survey as visual display - BH
Freegle User Survey as visual display - BHFreegle User Survey as visual display - BH
Freegle User Survey as visual display - BH
 
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
 
Sexy Call Girls Patel Nagar New Delhi +918448380779 Call Girls Service in Del...
Sexy Call Girls Patel Nagar New Delhi +918448380779 Call Girls Service in Del...Sexy Call Girls Patel Nagar New Delhi +918448380779 Call Girls Service in Del...
Sexy Call Girls Patel Nagar New Delhi +918448380779 Call Girls Service in Del...
 
Call Girls In Dhaula Kuan꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Dhaula Kuan꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCeCall Girls In Dhaula Kuan꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Dhaula Kuan꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
 
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service
(ANAYA) Call Girls Hadapsar ( 7001035870 ) HI-Fi Pune Escorts Service
 
E Waste Management
E Waste ManagementE Waste Management
E Waste Management
 
Call Girls In R.K. Puram 9953056974 Escorts ServiCe In Delhi Ncr
Call Girls In R.K. Puram 9953056974 Escorts ServiCe In Delhi NcrCall Girls In R.K. Puram 9953056974 Escorts ServiCe In Delhi Ncr
Call Girls In R.K. Puram 9953056974 Escorts ServiCe In Delhi Ncr
 
Determination of antibacterial activity of various broad spectrum antibiotics...
Determination of antibacterial activity of various broad spectrum antibiotics...Determination of antibacterial activity of various broad spectrum antibiotics...
Determination of antibacterial activity of various broad spectrum antibiotics...
 
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service
 
9873940964 High Profile Call Girls Delhi |Defence Colony ( MAYA CHOPRA ) DE...
9873940964 High Profile  Call Girls  Delhi |Defence Colony ( MAYA CHOPRA ) DE...9873940964 High Profile  Call Girls  Delhi |Defence Colony ( MAYA CHOPRA ) DE...
9873940964 High Profile Call Girls Delhi |Defence Colony ( MAYA CHOPRA ) DE...
 
ENVIRONMENTAL LAW ppt on laws of environmental law
ENVIRONMENTAL LAW ppt on laws of environmental lawENVIRONMENTAL LAW ppt on laws of environmental law
ENVIRONMENTAL LAW ppt on laws of environmental law
 
Russian Call Girls Nashik Anjali 7001305949 Independent Escort Service Nashik
Russian Call Girls Nashik Anjali 7001305949 Independent Escort Service NashikRussian Call Girls Nashik Anjali 7001305949 Independent Escort Service Nashik
Russian Call Girls Nashik Anjali 7001305949 Independent Escort Service Nashik
 
See How do animals kill their prey for food
See How do animals kill their prey for foodSee How do animals kill their prey for food
See How do animals kill their prey for food
 
VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...
VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...
VIP Call Girls Moti Ganpur ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With R...
 
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999
 
Hi FI Call Girl Ahmedabad 7397865700 Independent Call Girls
Hi FI Call Girl Ahmedabad 7397865700 Independent Call GirlsHi FI Call Girl Ahmedabad 7397865700 Independent Call Girls
Hi FI Call Girl Ahmedabad 7397865700 Independent Call Girls
 
Along the Lakefront, "Menacing Unknown"s
Along the Lakefront, "Menacing Unknown"sAlong the Lakefront, "Menacing Unknown"s
Along the Lakefront, "Menacing Unknown"s
 
Mumbai Call Girls, 💞 Prity 9892124323, Navi Mumbai Call girls
Mumbai Call Girls, 💞  Prity 9892124323, Navi Mumbai Call girlsMumbai Call Girls, 💞  Prity 9892124323, Navi Mumbai Call girls
Mumbai Call Girls, 💞 Prity 9892124323, Navi Mumbai Call girls
 

sci res pres.pptx

  • 3. UNDERSTANDING THE PROBLEM OF CLIMATE MIGRATION Increased temperatures and drought risk (IPCC 2022) Push factor that incentivizes migrants to move Causes political changes and resource strain (Erol 2019)
  • 4. CLIMATE CHANGE IMPACTS INCREASED INCENTIVE FOR MIGRATION DIMINISHING OF RESOURCES NECESSARY FOR MIGRATION Increased temperatures and drought risk (IPCC Push factor that incentivizes migrants to move Causes political changes and resource strain (Erol 2019)
  • 5. INTERNAL VS EXTERNAL MIGRATION Internal Migration External Migration https://www.cdc.gov/usmexicohealth/index.html https://www.census.gov/newsroom/releases/pdf/us_migration_map_v6.pdf Within a Country Between Countries Increased temperatures and drought risk (IPCC 2022) Push factor that incentivizes migrants to move Causes political changes and resource strain (Erol 2019)
  • 6. IMPACTS OF EXTERNAL MIGRATION • Can cause strain on public infrastructure and resources (Cottier 2015) • Perceived economic threat (Cottier 2015) • External Migration has become an important political issue (Cottier 2015) Increased temperatures and drought risk (IPCC 2022) Push factor that incentivizes migrants to move Causes political changes and resource strain (Erol https://www.csis.org/analysis/can-i-stay-or-can-i-go-now-longer-term-impacts-covid-19-global- migration
  • 7. IMPACTS OF INTERNAL MIGRATION • Can fuel political changes (Erol 2019) • Increased resource strain (Erol 2019) • Income sorting (Erol 2019) • Can lead to rising housing prices (Erol 2019) https://archive.curbed.com/2018/4/4/17198384/real-estate-study-migration-united-sta Increased temperatures and drought risk (IPCC 2022) Push factor that incentivizes migrants to move Causes political changes and resource strain (Erol
  • 8. RESEARCH GOAL Increased temperatures and drought risk (IPCC 2022) Push factor that incentivizes migrants to move Causes political changes and resource strain (Erol 2019) Characterize internal climate migration in the US Develop a model to predict future climate migration Identify places to invest in migration mitigation and adaptation
  • 9. RESEARCH GOAL Increased temperatures and drought risk (IPCC 2022) Push factor that incentivizes migrants to move Causes political changes and resource strain (Erol 2019) Characterize internal climate migration in the US Develop a model to predict future climate migration Identify places to invest in migration mitigation and adaptation
  • 12. • Increased Temperatures lead to Increased Asylum Applications (Missirian 2017) (Missirian et al, 2017) EU MIGRATION
  • 13. MEXICO TO US MIGRATION • Increased Warm Spell Duration leads to Increased Probability of Migration (Nawrotzki 2015) (Nawrotzki et al, 2015)
  • 15. HURRICANE MARIA • Hurricane Maria led to a 4 to 17% decline in the impacted population (Acosta 2020) (Acosta et al, 2020)
  • 16. DUST BOWL • Dust Bowl of the 1930s also linked to net- outmigration in the affected regions due to crop failure and stress on livestock (Long 2018) (McLeman 2006) (Long et al, 2018)
  • 18. IMPACTS OF DECLINING CROP YIELDS • A 1% decrease in crop yields leads to a 0.17% net reduction of the population through migration (Feng 2012) (Feng et al, 2012)
  • 19. RESEARCH GAP • Previous research on internal migration in the US has primarily focused on either specific regions or historical events • No research on current countrywide internal migration in the US
  • 20. • Study internal migration in the US in response to increased temperature and drought PROPOSED RESEARCH IDEA
  • 21. Gather Data Correlate Data Determine Significance Areas of Interest Methodology
  • 22. DATA SOURCES • Internal migration data - Federal Reserve Bank of New York/Equifax Consumer Credit Panel (CCP) • Extreme Heat data from database created by UC San Diego researchers • Drought data from the Evaporative Demand Drought Index for the US (DeWaard 2019) Gather Data Correlate Data Determine Significance Areas of Interest
  • 23. DATA SOURCES • Internal migration data - Federal Reserve Bank of New York/Equifax Consumer Credit Panel (CCP) • Extreme Heat data from database created by UC San Diego researchers • Drought data from the Evaporative Demand Drought Index for the US https://sabenz.users.earthengine.app/view/urbanheatusa Gather Data Correlate Data Determine Significance Areas of Interest
  • 24. DATA SOURCES • Internal migration data - Federal Reserve Bank of New York/Equifax Consumer Credit Panel (CCP) • Extreme Heat data from database created by UC San Diego researchers • Drought data from the Evaporative Demand Drought Index for the US https://www.epa.gov/climate-indicators/climate-change-indicators- Gather Data Correlate Data Determine Significance Areas of Interest
  • 25. CORRELATE TIME SERIES • Standardize values of migration, temperature and drought • Correlate the temperature and migration data and drought and migration data for each location by creating a linear regression model • Check for lagging effects Gather Data Correlate Data Determine Significance Areas of Interest
  • 26. T-TEST FOR SLOPE •Analyze significance of linkage through a t- test for the slope •Does increased drought/temperature lead to increased or decreased net-migration? Gather Data Correlate Data Determine Significance Areas of Interest
  • 27. AREAS OF INTEREST • Southwest – Worsening drought and increasing populations • New York City – Coastal city with urban heat island effect https://dafi1637.blogspot.com/2018/03/united-states-map- southwest.html Gather Data Correlate Data Determine Significance Areas of Interest
  • 28. AREAS OF INTEREST • Southwest – Worsening drought and increasing populations • New York City – Coastal city with urban heat island effect https://www.nasa.gov/vision/earth/environment/nyc_heatisland.ht ml Gather Data Correlate Data Determine Significance Areas of Interest
  • 29. EXPECTED RESULTS INCREASEDTEMPERATURE AND DROUGHT SEVERITY INCREASED NET-MIGRATION OUT OF LOCATION
  • 30. PROPOSED CONCLUSIONS • Extreme heat and drought could be potential drivers of future migration • Mitigation strategies to reduce the impact of drought and extreme heat could reduce the number of migrants https://www.epa.gov/sites/default/files/2016-10/documents/extreme-heat-guidebook.pdf
  • 31. POTENTIAL IMPACT/FUTURE WORK Better understanding of how people are migrating in relation to climate Improved ability to predict future migration shifts caused by climate change Invest resources in adapting to and mitigating climate migration Reduce resource strain and overcrowding caused by increased flow of migrants
  • 32. BIBLIOGRAPHY • Cottier, Fabien, & Salehyan, Idean.. Climate variability and irregular migration to the European Union. Global Environmental Change, 69 (C) • DeWaard, Johnson & Whitaker: Internal migration in the United States. Demographic Research Volume 41, Article 33, Pages 953-1006 • Erol, Isil; Unal, Umut (2021) : Internal Migration and House Prices in Australia, MAGKS Joint Discussion Paper Series in Economics, No. 13-2021, PhilippsUniversity Marburg, School of Business and Economics, Marburg • Missirian A, Schlenker W. Asylum applications respond to temperature fluctuations. (2017) Science. 2017 Dec 22;358(6370):1610-1614. • Nawrotzki, Raphael & Hunter, Lori & Runfola, Daniel & Riosmena, Fernando. (2015). Climate Change as Migration Driver from Rural and Urban Mexico. Environmental Research Letters. 10. 114023. • Feng, Shuaizhang & Oppenheimer, Michael & Schlenker, Wolfram. (2012). Climate Change, Crop Yields, and Internal Migration in the United States. • Acosta, R. J., Kishore, N., Irizarry, R. A., & Buckee, C. O. (2020). Quantifying the dynamics of migration after Hurricane Maria in Puerto Rico. Proceedings of the National Academy of Sciences, 117(51), 32772-32778. • Long, J., & Siu, H. (2018). Refugees from dust and shrinking land: Tracking the Dust Bowl migrants. The Journal of Economic History, 78(4), 1001-1033. • McLeman, R. (2006). Migration out of 1930s rural eastern Oklahoma: insights for climate change research. Great Plains Quarterly, 26(1), 27-40.

Editor's Notes

  1. Migration movement of people Push factors: Economic struggles and violence Pull Factors: Economic opportunities and political freedom
  2. Climate can affect migration and we know the climate is worsening in many aspects through the rise in greenhouse gases that is causing global warming.
  3. Climate Change can cause an increased incentive for migration by causing economic harm through the increased temperatures and drought risk. However, at the same time this economic harm can cause a diminishing of resources necessary for migration. Climate change can cause people to either move internally or externally.
  4. Climate migration can either occur internally or externally. As explained on the previous slide climate change can cause a decline in resources necessary for migration and since internal migration is cheaper it could be more responsive to climate change than external migration. However most research has focused on external migration.
  5. Since it has become an important political issue most climate migration research has focused on external migration.
  6. However Internal migration has important effects as well. Internal migration is often not seen as an issue like external migration however internal migrations has meaningful efffects When it comes to the US in particular tates of Texas, Georgia, and Arizona where much of the shift towards the democratic party has been linked to the influx of people into the state from other areas of the US..
  7. Before I characterize migration within the US it is important to look at the previous research that had been conducted
  8. Temperatures in middle east and Africa – asylum applications to the Eu
  9. Increased duration of above average temperature in emxxico led to an increased probability of migration to the us
  10. When it comes to internal migration in the US much of the research has focused on historical events
  11. Puerto Rico
  12. The Dust Bowl refers to the drought-stricken Southern Plains region of the United States, which suffered severe dust storms during a dry period in the 1930s
  13. When it comes to more general migration within the US
  14. Determined that crop yields would decline as a result of climate change due to the rising temperatures and drought severity. Only looked at the impact of decling crop yields not the other health/economic effects that increased temperature and drought severity could have.
  15. Go through each of the data sources and highlight the data. Source details and show a visual representation of the data on the the right
  16. Go through each of the data sources and highlight the data. Source details and show a visual representation of the data on the the right
  17. All record data for each county
  18. Model….. Where each data point records the migration data and the temperature/drought data for the location for a set period of time Lagged migration effects caused by temperature and drought
  19. Flow chart – data sources flow chart
  20. NYC picture change the text on the left
  21. UHI is an effect where cities experience higher temperatures than the surrounding areas due to the retention of heat by the materials of the city