Impact of rainfall fluctuations and temperature variations on people movement in Sub-Saharan Africa: A Time Series Analysis of data from Somalia and Ethiopia
{"title":"Impact of rainfall fluctuations and temperature variations on people movement in Sub-Saharan Africa: A Time Series Analysis of data from Somalia and Ethiopia","authors":"O. Hassan, Gurudeo Anand Tularam","doi":"10.36334/modsim.2017.a5.hassan","DOIUrl":null,"url":null,"abstract":"Water is highly critical for the existence of humans and other living organisms as well as for all\nsorts of life. Agriculture needs water to produce crops and manufacturing industries need it for producing\nproducts and services. Water is immensely critical for energy production and needed in the balance and\nsustainability of ecosystem. There has been a considerable rainfall variations that impacted water availability\nin Somalia and Ethiopia. Equally, temperature variations have also played a major role in the everyday life of\nSomalis and Ethiopians. Together the rainfall fluctuations and temperature variations have been attributed to\nclimate change. The effects of these issues on people movements away from rural to urban have had little\nattention in recent times. This paper addresses the impact of climate change variables on rural - urban migration\nin both Somalia and Ethiopia. More specifically, we use time series analysis to examine the interactions\nbetween the rural-urban migration, rainfall and temperature. We model the multivariate data using ARIMA\nand VAR models; this is to first conduct univariate analyses for the purpose of predictions, and secondly to\nunderstand the nature of interactions and dependencies by conducting multivariate VAR analysis. This study\ndetermines the most appropriate ARIMA models of rural migration, urban migration rainfall and temperature\nof Somalia and Ethiopia as presented in Table 2. Both ARIMA and VAR analyses have produced relatively\ngood models that are statistically significant and perform well in making short term predictions; a 10 year\nperiod of annual forecast of rural and urban migration as well as rainfall and temperature of Somalia and\nEthiopia were carried out. Then univariate and multivariate analyses have showed that climate change factors\nsuch as “rainfall” and “temperature” variations have a combined granger effect on people migration in both\nrural and urban areas in both countries; in fact temperature variations have a significant impact (5% and 10%)\non urban and rural migrations respectively. Climate change effects appear to be driving the migration from\nrural to urban. This is also compounding the international migration out of the African continent that is noted\nin Europe, Asia and even Australia.","PeriodicalId":183839,"journal":{"name":"Syme, G., Hatton MacDonald, D., Fulton, B. and Piantadosi, J. (eds) MODSIM2017, 22nd International Congress on Modelling and Simulation.","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Syme, G., Hatton MacDonald, D., Fulton, B. and Piantadosi, J. (eds) MODSIM2017, 22nd International Congress on Modelling and Simulation.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.36334/modsim.2017.a5.hassan","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
Water is highly critical for the existence of humans and other living organisms as well as for all
sorts of life. Agriculture needs water to produce crops and manufacturing industries need it for producing
products and services. Water is immensely critical for energy production and needed in the balance and
sustainability of ecosystem. There has been a considerable rainfall variations that impacted water availability
in Somalia and Ethiopia. Equally, temperature variations have also played a major role in the everyday life of
Somalis and Ethiopians. Together the rainfall fluctuations and temperature variations have been attributed to
climate change. The effects of these issues on people movements away from rural to urban have had little
attention in recent times. This paper addresses the impact of climate change variables on rural - urban migration
in both Somalia and Ethiopia. More specifically, we use time series analysis to examine the interactions
between the rural-urban migration, rainfall and temperature. We model the multivariate data using ARIMA
and VAR models; this is to first conduct univariate analyses for the purpose of predictions, and secondly to
understand the nature of interactions and dependencies by conducting multivariate VAR analysis. This study
determines the most appropriate ARIMA models of rural migration, urban migration rainfall and temperature
of Somalia and Ethiopia as presented in Table 2. Both ARIMA and VAR analyses have produced relatively
good models that are statistically significant and perform well in making short term predictions; a 10 year
period of annual forecast of rural and urban migration as well as rainfall and temperature of Somalia and
Ethiopia were carried out. Then univariate and multivariate analyses have showed that climate change factors
such as “rainfall” and “temperature” variations have a combined granger effect on people migration in both
rural and urban areas in both countries; in fact temperature variations have a significant impact (5% and 10%)
on urban and rural migrations respectively. Climate change effects appear to be driving the migration from
rural to urban. This is also compounding the international migration out of the African continent that is noted
in Europe, Asia and even Australia.