Prototype Model For Sustainable Development Goal

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Distr.LIMITEDE/ESCWA/EDID/2017/Technical Paper.18 March 2017ORIGINAL: ENGLISHEconomic and Social Commission for Western Asia (ESCWA)Prototype model for Sustainable Development Goal simulationMohamed Hedi BchirLayale BassilNathalie KhaledUnited NationsBeirut, 2017Note: The opinions expressed in this document are those of the authors and do not necessarily reflect the views of ESCWA.Mohamed Hedi Bchir (Chief of Modelling and Forecasting Section, Economic Development and Integration Division, ESCWA);Layale Bassil (Software Engineer, American University of Beirut); and Nathalie Khaled (Economic Affairs Officer, Modelling andForecasting Section, Economic Development and Integration Division, ESCWA).17-00175

PrefaceThe present report reviews recent efforts to develop a quantitative tool (model) that arbitrates betweenconflicting SDGs to find the best combinations of targets.Part I examines the reasons for using a quantitative tool to integrate SDGs into economic planning. PartII reviews the potential use of such a tool, before suggesting a prototype. The complex relationships betweentargets suggest a strong link between SDGs that could lead to a negative reciprocal influence. Therefore,policymakers require a quantitative tool to find the combinations of SDG targets that best serve their objectives.Part III explains the analytical structure of the model, before introducing its interface. The theoretical structureof the core model is introduced first, followed by an illustration of the relationships between the value of eachSDG target and the other SDG values, as well as other economic and social variables. Part VI reviews andexplains the technical aspects of the model interface. It lists the system’s prerequisites, limitations, hardwarerequirements and basic troubleshooting techniques, and the folder’s structure.The report concludes by listing the roles that the Economic and Social Commission for Western Asia(ESCWA) can play in developing this framework.iii

CONTENTSPageChapterI.II.III.IV.V.WHY WE SHOULD USE A QUANTITATIVE TOOL TO INTEGRATE SDGSINTO ECONOMIC PLANNING .1HOW TO USE A MODEL TO ASSESS THE IMPLICATIONSOF POLICY OPTIONS ON SDGS .2SDG SIMULATOR PROTOTYPE: ANALYTICAL STRUCTURE .2A. Core model .B. SDGs module.312MODEL INTERFACE .15A. Technical aspects .B. User manual .1517CONCLUSION AND WAY FORWARD .27LIST OF FIGURESFigure 1.Figure 2.Figure 3.Figure 4.Figure 5.Figure 6.Figure 7.Figure 8.Figure 9.Figure 10.Figure 11.Figure 12.Figure 13.Figure 14.Figure 15.Figure 16.Figure 17.Figure 18.Interrelationships of SDGs and other variables .Assessment model of policy implications on SDGs .Final SDG Simulator design .SDG Simulator menu.Grid action buttons .Results action buttons .Parameters to shock .Shock’s Grid .Sustainable Development Goals .Goals column chart .Goal 9 bar chart .Application process flow chart .Running simulation .Successfully completed simulation .Completed simulation outcome .Another completed simulation (1) .Another completed simulation (2) .Goal 4 detailed csv file .1218191920212122232324242525262627LIST OF ANNEXESI.II.III.List of Internal Exogenous SDGs Indicators .List of External Exogenous SDGs Indicators.List of Endogenous SDGs Indicators .v283136

Abbreviations and explanaotry notesAIDSAcquired Immunodeficiency SyndromeAOIAgriculture Orientation IndexARVAntiretroviralATMAutomated Teller MachineCBBCentral Bank of BahrainCETOutput TransformationCGEComputable General EquilibriumCO2Carbon DioxideDACDevelopment Assistance CommitteeESCWAEconomic and Social Commission for Western AsiaFGM/CFemale Genital Mutilation/CuttingFIESFood Insecurity Experience ScaleGAMS IDEGeneral Algebraic Modeling SystemGDPGross Domestic ProductGFLIGlobal Food Loss IndexGHGGreenhouse GasesGNIGross National IncomeHIVHuman Immunodeficiency VirusICMIntegrated Costal ManagementICTInformation and Communication TechnologiesIDEIntegrated Development EnvironmentILOInternational Labor OrganizationIPInternet ProtocolIPAIndicator of Price AnomaliesIWRMIntegrated Water Resource ManagementLCULocal Currency UnitsLDCsLeast Developed CountriesM&EMonitoring and EvaluationMDGsMillennium Development Goalsvi

Abbreviations and explanaotry notes (continued)AIDSAcquired Immunodeficiency SyndromeMFMaterial FootprintMHTMedium and High-TechMSPMaritime Spatial PlanningNEETNot in Education, Employment or TrainingODAOfficial Development AssistanceOECDOrganization for Economic Cooperation and DevelopmentPCPersonal ComputerpHPotential of HydrogenPMParticulate MatterPPPPurchasing Power ParitySAMSocial Accounting MatrixSDStandard DeviationSDGSSustainable Development GoalsSEEASystem of Environmental-Economic AccountingTBTuberculosisTCITotal Capital InflowTFCThin Film CompositeTRIPSTrade-Related Aspects of Intellectual PropertyWASHWater, Sanitation and HygieneWHOWorld Health OrganizationWIPOWorld Intellectual Property OrganizationReferences to dollars ( ) are to United States dollars, unless otherwise stated.vii

I.WHY WE SHOULD USE A QUANTITATIVE TOOL TO INTEGRATE SDGSINTO ECONOMIC PLANNINGThe Sustainable Development Goals (SDGs) are a set of 17 intergovernmental aspirational goals withnumerous targets and indicators, covering a broad range of economic, social, environmental and governanceissues. In terms of strategic planning, the SDGs can be divided into the following three categories: internalexogenous SDGs (annex I) that can be directly controlled by policymakers and can affect the economy, suchas the budget allocated to health, education, governance and subsidies; external exogenous SDGs (annex II)that cannot be directly controlled by policymakers but can affect the economy; and endogenous SDGs (annexIII) that cannot be directly controlled by policymakers but can be affected by other parameters and variablesunder government control which could affect the rest of the economy.Analysing the complex relationships between targets shows that SDGs are vastly interlinked andconnected to other economic, environmental, fiscal and social variables (figure 1). Some variables are linkedto the sectoral structure of the economy (tourism value added, manufacturing employment as a percentage oftotal employment, percentage share of medium and high-tech industry value added in total value added, etc.),the structure of public expenditure (social protection, subsidies, health, transport, etc.), and public finance(composition of tax revenues as a percentage of gross domestic product (GDP), debt service as a percentageof exported goods and services, etc.). Other variables are linked to social dimensions (proportion of populationliving below the national poverty line disaggregated by sex and age group, proportion of the population livingin households with access to basic services, etc.) and environmental dimensions (carbon emission per unit ofvalue added, forest area as a percentage of total land area, etc.).Figure 1. Interrelationships of SDGs and other variablesUnlike the Millennium Development Goals (MDGs), SDGs are not all positively correlated. Sometargets can negatively influence others, thus requiring policymakers to undertake a certain arbitrage. Forexample, an increase in manufacturing value added could generate an increase in fossil fuel consumption, thusreducing the amount of fossil fuel subsidies. Similarly, in the absence of adequate economic restructuring, anincrease in total government spending on social protection and employment programmes increases the publicdeficit and, in turn, increases debt services.

II.HOW TO USE A MODEL TO ASSESS THE IMPLICATIONSOF POLICY OPTIONS ON SDGSSince SDGs are strongly interlinked and can negatively influence one another, policymakers need aquantitative tool to help them engineer combinations/clusters of targets that best serve their requirements. Thistool could be a computable general equilibrium (CGE) model that can link SGDs to each other and to variouseconomic, fiscal, environmental and social variables, taking into account the sectoral structure of the economy(figure 2).Such a tool would allow policymakers to assess the implications of public policies on each SDG. TheCGE model would show how policies could have positive implications on some targets and negativeimplication on others. To gauge the overall implications of a policy, it is necessary to produce a weightingsystem that translates government priorities into quantitative numbers, and conduct the necessary arbitrageusing ex-ante assessments.Policymakers can use the CGE model to decide on the optimal combinations/clusters of SDG targets byassessing the impact of each variation, whether in the indicators or the weights, on the end result.Figure 2. Assessment model of policy implications on SDGsIII. SDG SIMULATOR PROTOTYPE: ANALYTICAL STRUCTUREThe model proposed is a standard CGE model developed by ESCWA, with an incorporated SDG block.The data and the elasticities used in this illustrative example are archetypal and will need detailed analysis andestimation when the model is applied to a specific economy.2

A.CORE MODELThe present section sets out the theoretical structure of the model.1. Price blockDifferent prices are defined due to the assumed quality differences among commodities of differentorigins and destinations: exports, imports and domestic outputs used domestically.Import price: The import price in local-currency units (LCU) is the price paid by domestic users forimported commodities (exclusive of the sales tax). It is based on the world price of these imports, factoring inthe exchange rate and import tariffs plus transaction costs (the cost of trade inputs needed to move thecommodity from the border to the consumer) per unit of the import. The exchange rate and the domestic importprice are flexible (variables), while the tariff rate and the world import price are fixed (parameters). Worldimport prices are fixed due to the “small-country” assumption.(1) , , , , 1 , , ( , , )Where: , , is the price of imports of commodity C from region R: , , is the world price ofimport of commodity C from region R: , , is the rate of import tariff: is the exchange rate: , is the price of composite good C, and , is the amount of transport commodities used for aunit of imports of product C.Export price: The export price in LCU is the price received by domestic producers when they sell theiroutput in foreign markets. Taxes and trade cost inputs reduce the price received by the domestic producers ofexports. The domain of the equation is the set of exported commodities, all of which are produced domestically.(2) , , , , 1 , , ( , , )Where , , indicates price of exports of commodity C to region R; , , indicates world priceof exports of commodity C to region R; , , indicates export tax and , is the amount of transportcommodities used for a unit of exports of product C.Demand price of domestic non-traded goods: The model includes distinct prices for domestic outputused domestically. In the presence of transaction costs, it distinguishes between prices paid by consumers andthose received by suppliers. Equation (3) defines the demand prices as the supply price plus the cost of tradeinputs per unit of domestic sales of the commodity in question.(3) , , ( , , )The notation , stands for demand price for commodity C produced and sold domestically, , is the supply price for commodity C produced and sold domestically; and , stands for the amount oftransport commodities used for a unit of domestic consumption of product C.Absorption: is expressed as the sum of spending on domestic output and imports at the demand prices,PDD and PM. The prices PDD and PM include the cost of trade inputs but exclude commodity sales tax(equation 4).(4) , 1 , , , , ( , , , , )Where , is the sales tax rate; , indicates the quantity of composite goods supply; , stands for thequantity of domestic sales, and , , is the quantity of imports.3

Marketed output value: For each domestically produced commodity, the marketed output value atproducer prices is stated as the sum of the values of domestic sales and exports. Domestic sales and exportsare valued at the prices received by the suppliers, PDS and PEXP, both of which have been adjusted downwardsto account for the cost of trade inputs.(5) , , , , , , Where , is the average output price; , commodity output, and , , is the quantity of exports. , , indicates the quantity of aggregate marketedOutput price: The gross revenue per activity unit, the activity price, is the return from selling the outputor outputs of the activity, defined as yields per activity unit multiplied by activity-specific commodity prices,summed over all commodities. This allows for the fact that activities may produce multiple commodities.(6) , ( , , , )Where , is the output price of activity A, , , stands for the price of commodity C fromactivity A, and , is the share of commodity C produced by activity A.Price of aggregate intermediate input: The activity-specific aggregate intermediate input priceindicates the cost of disaggregated intermediate inputs per unit of aggregate intermediate input. It depends oncomposite commodity prices and intermediate input coefficients, which reflects the quantity of inputcommodity C per unit of aggregate intermediate input.(7) , ( , , )Where , indicates the price of intermediate aggregate, and , indicates the intermediateinput C per unit of aggregate intermediate.Value-added price: For each activity, total revenue net of taxes is fully exhausted by payments forvalue-added and intermediate inputs.(8) , , , 1 , , , , Where , is the value added price; , indicates the quantity of aggregate value added; , isthe tax rate on activity A; , stands for the level of domestic activity, and , is the quantity of aggregateintermediate input.Consumer price index:Equations (9) and (10) define the consumer price index and the producer price index for domesticallymarketed output.(9) , The notation stands for consumer price index (PDEM-based), and stands for consumer priceindex weights.Domestic producer price index:(10) , 4

Where stands for index for domestic producer prices (PDS-based), and stands for domesticsales price weights.GDP: The Gross Domestic Product is the sum of the gross value added by all resident producersin the economy.(11) , TFP computation:(12) , Where , is the TFP factor by sector, and is the is the TFP for the whole economy.2. Production blockThe production block covers the following four categories: domestic production and input use; theallocation of domestic output to home consumption, the domestic market and exports; the aggregation ofsupply to the domestic market (from imports and domestic output sold domestically); and demand for tradeinputs generated by the distribution process. Production is carried out by activities that are assumed tomaximize profits subject to their technology, taking prices for their outputs, intermediate inputs, and factorsas given. It acts in a perfectly competitive setting. The CGE model includes the first-order conditions for profitmaximization by producers. Producers choose the optimal bundle between values added and aggregatedintermediate inputs, which is modeled by the Leontief function.Leontief technology – demand for aggregated intermediate input:(13) , , Leontief technology – demand for aggregate value-added:(14) , ! , Where ! is the aggregate value added coefficientValue-added and factor demands:Aggregated labour demand:(15) , , " , ೡೌ( ಲ)(# ಲ, ಲಸಸ ಲ, )ೡೌಲ The notation " , stands for Aggregated demand of labor force from activity A, and , stands forAggregated wages price.Unskilled labour demand:(16)" % ( , ) " % ( , ) " ( , )(# " ( ) ( , ) &( ) ( , )Skilled labour demand:(17)" , " ( , )(# " ( ) ( , ) & ( ) ( , )5

Where " , stands for Aggregated demand of skilled labour force from activity A, and '"( , )stands for aggregated wage of skilled labour force from activity A.Capital demand: ' , (18) , , ೡೌ ಲ ಲ, ( ಲಸಸ ಲ, )ೡೌಲ Where ' , is the aggregated capital, and ' , is the price of aggregated capital.(19) , , ' , ' , , " , (20) , (21) " , (1 % ) " Where % is the unemployment rate by labour category, and " is the total labour supply.ಲಸಸ ಲ, ಼ಲಸಸಲ' , , ' , (# ೌ ೌ ,ಲWhere ' , , is the capital level of sector A at time t(22)(23)ಲಸಸ ' , ' , ೌ ೌ ,ಲ, ) (*' , , ' , , )Commodity production and allocation: On the right-hand side, production quantities, disaggregatedby activity, a

SDG target and the other SDG values, as well as other economic and social variables. Part VI reviews and explains the technical aspects of the model interface. It lists the system’s prerequisites, limitations, hardware requirements and basi

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