The Role of Agriculture in Nigeria s Economic Growth A General Equilibrium Analysis (Paper in progress) Marinos Tsigas and Simeon Ehui

Similar documents
Vietnam. Jayatilleke Bandara and Mark Horridge Sources of input-output data base for Vietnam

6.1 Direct Requirements Coefficients

2. The Original Input-Output Table

Turkey. Mustafa Acar The original input-output table

Bolivia. 1. Introduction. 2. Source Data. Carlos Ludena and Sara Wong. 2.1 Characteristics. 2.2 Main Economic Features

Impacts of Import Tariff Reforms on Mongolia s Economy: CGE Analysis with the GTAP 8.1 Data Base

Csilla Lakatos. February 2011

Economic Review. South African Agriculture. of the DEPARTMENT OF AGRICULTURE, FORESTRY AND FISHERIES

12.C Agricultural Production Targeting

Workshop on Implications of Brexit for the EU agri-food sector and the CAP. EU UK agricultural trade: State of play and possible impacts of Brexit

Table 1 shows the general form of China 2010 I-O Table:

Trade openness and investment in North Africa

Identifying Investment Priorities for Malawian Agriculture

In the original I-O Table, all transactions are reported in billions of Turkish Lira (TL). 3

Transforming the Bolivian 2004 Supply-Use Tables into a GTAP-compatible Input-Output format

3. TRADE AND AGRICULTURAL EMPLOY- MENT LINKAGES IN GENERAL EQUILIBRIUM MODELLING

agriculture, forestry & fisheries Department: Agriculture, Forestry and Fisheries REPUBLIC OF SOUTH AFRICA

latter represents the net resident expenditure abroad by Singapore households. 2

Impact of WTO Accession on China's Agriculture, Rural Development and on Farmers

GMOs, Endogenous knowledge spillovers and CAP policy

Chapter 8.B. Food and Agricultural Data Base: Local Modifications. Robert A. McDougall

Conversion to GTAP format was performed by Mark Horridge and funded by the South Asia Rural Development Unit (SASRD) of the World Bank.

Other unpublished data from the Central Bureau of Statistics of Namibia were used to make adjustments when necessary.

Agriculture Productivity Growth: Is the Current Trend on the Track to Poverty Reduction?

Impacts of WTO Policy Reforms on U.S. Rice

An East Asian FTA and Japan s Agricultural Policy: Simulation of a Direct Subsidy

This paper describes the production of a 44 sector input-output table for Kuwait for 2005.

14.6. Finland and Sweden. Leena Kerkelä Finland

Chapter 8.A Food and Agricultural Data Base

The WTO Agricultural Negotiations: Reform Options and Outcomes For New Zealand

Incorporating Land Use and Greenhouse Gases Emissions into the GTAP Data Base. Presented by Huey-Lin Lee

Agriculture in China - Successes, Challenges, and Prospects. Prof. Zhihao Zheng College of Economics & Management China Agricultural University

The Essential Role of Agriculture in Myanmar s Economic Transition

Minimum Core Data Set

China s Role in the Future Food Security Situation of Asia: A Threat or An Ally

3. The World Food Equation

1. The Original Input-Output Table

THE AUSTRALIAN NATIONAL UNIVERSITY WORKING PAPERS IN ECONOMICS AND ECONOMETRICS

Table 1. U.S. Agricultural Exports as a Share of Production, 1992

Economic Impacts on the Least Developed African countries by China s. Tariff Reduction: an Analysis Based on General Equilibrium Model

An East Asian FTA and Japan s Agricultural Policy: Simulation of a Direct Subsidy 1

The Frame of Agricultural Policy and Recent Agricultural Policy in Korea June

Landscape of global agrofood GVCs: the place of China

Global Strategy. Session 1.2: Minimum Set of Core Data Items. Module 1: Sampling in the Context of the Global Minimum Set of Core Data Items

TMD DISCUSSION PAPER NO. 91 ASSESSING IMPACTS OF DECLINES IN THE WORLD PRICE OF TOBACCO ON CHINA, MALAWI, TURKEY, AND ZIMBABWE

Chapter 13 Disaggregation of Input-Output Tables

This chapter responds to specific questions posed to researchers at a

Alexandru Stratan, Director of the National Institute for Economic Research, Republic of Moldova

The East Asian Economic Crisis: It's not All Bad News

SECTOR ASSESSMENT (SUMMARY): AGRICULTURE, NATURAL RESOURCES, AND RURAL DEVELOPMENT 1

CHAPTER 8. Agriculture and the Malaysian Economy

Impact of Sino-Australia free trade Agreement s talks on China's dairy industry

Producer price index 1998/99 to 2002/03 (July to June) / / / / /03 Year

China at a Glance. A Statistical Overview of China s Food and Agriculture. Fred Gale

Assessing the Impact of Southeast Asia's Increasing Meat Demand on Global Feed Demand and Prices

How Trade Liberalization Can Benefit the Environment (or The Fallacy of Food Miles )

A Coherent Agriculture Trade Policy for Mexico. Ralf Peters and David Vanzetti 1. Draft, 30 April 2012

Trade and employment linkages in Indonesian Agriculture

The 2018 Trade War: Data and Nascent General Equilibrium Analysis

Philippine Agricultural and Food Policies: Implications on Poverty and Income Distribution

Toward World Food Security

Overview of Global Strategy Minimum Core Data Set requirements

China s Agriculture and Policies: Challenges and Implications for Global Trade

PLENARY PANEL 1. A brief on the. African Union Commodities Strategy and Industrialization

An Economic Evaluation of Climate Change Impact on the Sava River Basin

Prospects and challenges of agricultural trade between China and Latin America: analysis of problems and opportunities from the Chinese perspective

Competitiveness of American Agriculture in the Global Economy. Ian Sheldon. AED Economics

Water Policy Assessment in a Computable General Equilibrium Setting: Morocco, Mexico, Turkey, South Africa

Paying Attention to Environmental, Social and Economic Sustainability; Indonesian Food and Fuel Case Study

Belarus. Irina Tochitskaya. 1. Source Data

Comparative Advantage and Trade Performance: Policy Implications (Report on work in progress)

Poverty Impacts of Improved Agricultural Productivity: Opportunities for Genetically Modified Crops

Impacts of Possible Chinese Protection of 25 Percent on US Soybeans and Other Agricultural Commodities

Iran. Farzad Taheripour. 1. Data Source

Agriculture for Development. Focus on Sub-Saharan Africa

Social Accounting Matrix and global databases

2. The Original Input-Output Table

Reversing the Economic Decline, and Enhancing Growth and Prosperity: The Ghanaian Example

Global Agricultural Supply and Demand: Factors contributing to recent increases in food commodity prices

OTDS REDUCTIONS IN THE

Agricultural Outlook Forum Presented: February 17, 2006 TRENDS IN CHINESE FOOD DEMAND AND TRADE PATTERNS

11.G Singapore. Mun-Heng Toh and Houming Ni. Original Input-Output Table. Mapping Procedure

Measuring Agro-Industry and Agribusiness in East Asia

Deciding Minimum Set of Core Data at national and global level

F E A T U R E V O L U M E 8 I S S U E 3 A M B E R WAV E S E C O N O M I C R E S E A R C H S E R V I C E / U S D A. WFP/Tom Haskell

Trends on Global Food Markets: What Is the Significance of Biofuels?

John Deere. Committed to Those Linked to the Land. Market Fundamentals. Deere & Company August/September 2014

Trade in the Balance

John Deere. Committed to Those Linked to the Land. Market Fundamentals. Deere & Company June/July 2014

India. Rajesh Chadha and Anjali Tandon Data Source. 2. Sector Classification. 3. Data Processing

The outlook for global food and agricultural markets

Minimum Core Data Set

Executive Summary. Corresponding

Could free trade alleviate effects of climate change: A worldwide analysis with emphasis on Morocco and Turkey

Promoting Global Agricultural Growth and Poverty Reduction

Evaluating Policies and Public Investments to Transform Tanzania s Agriculture-Food System

Integration into the world economy has accelerated economic growth in

U.S.-Asia trade: dynamic general equilibrium linkages Robert Koopman, Marinos Tsigas, Zhi Wang (USITC) and Xin Li (Peking University)

Centre for Economic Policy Research. Working Paper on Role of food processing industry in Indian economy

IMPLICATIONS OF FOOD PRICE CHANGES FOR THE POOR. Maros Ivanic and Will Martin World Bank 18 September 2014

Transcription:

16 May 2006 The Role of Agriculture in Nigeria s Economic Growth A General Equilibrium Analysis (Paper in progress) Marinos Tsigas and Simeon Ehui Introduction Nigeria faces serious poverty challenges. Two out of every three Nigerians live below the poverty line of $1 per day in income. Poverty in Nigeria is concentrated in rural areas, which are home to more than 70 percent of the nation s poor. Development indicators for rural areas lag behind those for urban areas: incomes are lower, infant mortality rates are higher, life expectancy is shorter, illiteracy is more widespread, malnutrition is more prevalent, and greater proportions of people lack access to clean water and improved sanitation services. For the foreseeable future, the welfare of rural populations in Nigeria will be tied to agriculture. Agriculture is the backbone of the rural economy, generating about 30 percent of gross domestic product (GDP) and providing by far the largest source of rural employment. Growth in Nigeria s agricultural sector, while better than the growth achieved in many other African countries, has fallen short of expectations. Value added per capita in agriculture has risen by less than 1 percent per year for the past 20 years, and food production gains have not kept pace with population growth, resulting in rising food imports and declining levels of national food self-sufficiency. Blessed with abundant land and water resources, Nigeria s agricultural sector has a high potential for growth, but this potential is not being realized. Productivity is low and basically stagnant. Farming systems, which are mostly small in scale, are still predominantly subsistencebased and for the most part depend on the vagaries of the weather. The country s vast irrigation

potential remains largely unexploited. Most farmers produce mainly food crops using traditional extensive cultivation methods, while commercial agriculture based on modern technologies and purchased inputs remains underdeveloped. The capacity of the agricultural research system has eroded in recent years, as has that of the extension service, so, even when improved technologies are available, often they fail to reach farmers. Farmers lack of technical knowledge is compounded by deficiencies in input distribution systems, which limit the timely availability of improved seed, fertilizer, crop chemicals, and machinery. Where inputs are available, farmers ability to use them is often compromised by a lack of credit, because rural financial institutions are in general poorly developed. Farmers who produce surpluses frequently lack access to reliable markets, and the high cost of transporting produce to distant buying points over bad rural roads reduces their competitiveness. Government has been unable to resolve these problems. Many agricultural policies have been ineffective, either because they have been misguided, or because their impacts have been swamped by macro policies affecting inflation, exchange rates, and the cost of capital. The rapid expansion of the oil sector has also played a role in eroding the competitiveness of agriculture, because successive governments have chosen the easy path of relying heavily on earnings from oil exports rather than making the investments needed to diversify the economy by maintaining productivity growth in agriculture and other non-oil sectors. Recognizing these challenges, the Federal Government of Nigeria has identified the modernization of the agricultural sector as a major priority. President Obasanjo, one of the founding members of the New Economic Partnership for Africa (NEPAD), has repeatedly expressed a commitment to meeting the NEPAD goal of investing at least 10 percent of the national budget in agriculture and related activities. The National Economic Empowerment and

Development Strategy (NEEDS) also explicitly recognizes the strategic importance of the agricultural sector and lists a number of special initiatives that the Federal Government intends to pursue in promoting increased food and agricultural production. The NEEDS sets out a series of quantitative performance targets to be achieved by 2007, including 6 percent annual growth in agricultural GDP, US $3 billion per year in agricultural exports, and 95 percent national food self-sufficiency. While there is interest in modernizing agriculture, there is insufficient knowledge about the growth potential of the agricultural sector in Nigeria. Some still ask if it is appropriate to focus on agriculture and source of growth in Nigeria In this paper we apply the GTAP framework, an applied general equilibrium model, to estimate the growth potential of agriculture in Nigeria. 1 The Approach A global and economy-wide approach is most appropriate for our analysis. When certain agricultural industries in Nigeria gain in productivity, other agricultural sectors would be affected too not only through price changes in intermediate inputs (e.g., cheaper feed grains), but also through price changes in primary factors (e.g., labor), which would affect incomes, and consumption of food items. The global markets aspect of our approach is important too. The extent and conditions of international trade would determine the benefits accruing to the Nigerian economy. 1 Recently the 1999 Nigeria Input-Output statistics were included in the GTAP database. The GTAP framework is fully documented in Chapters 2-5 in T.W. Hertel (ed.), Global Trade Analysis: Modeling and Applications, Cambridge, Cambridge University Press, 1997; and in B.V. Dimaranan and R.A. McDougall, Global Trade, Assistance, and Production: The GTAP 6 Data Base, Center for Global Trade Analysis, Purdue University, 2005.

The GTAP applied general equilibrium model is based on assumptions that are common in the literature: perfect competition, constant returns to scale, and no change in the economywide employment of resources. Each regional economy consists of several economic agents: on the final demand side of the model, a utility-maximizing household purchases commodities (for private and government use) and it saves part of its income, which consists of returns to primary factors and net tax collections. On the production side of the model, cost-minimizing producers employ primary factor services and intermediate inputs to supply commodities. This analysis is based on data consisting of 19 regions and 31 sectors/commodities. Nigeria and 12 other economies cover Sub-Saharan Africa; other economies are North America, the European Union, Japan, Indonesia, Rest of Asia and the rest-of-the-world (ROW). Twelve sectors cover primary agriculture; nine sectors cover processed foods; the rest of natural resource industries, manufactures, and services are covered with 10 sectors. We run a series of simulations to assess the impact of productivity improvements and policy changes on Nigeria s growth. In particular, we simulated: o sector-specific Hicks-neutral technical change (augmenting the returns to all productive factors equally); o factor-biased technological change (e.g., land-specific productivity improvements vs. capital-specific productivity improvements); o improvements in domestic and foreign trade transportation; and o trade liberalization by Nigeria. Findings Tables 1, 2 and 3 and figures 1 and 2 summarize our work thus far.

Table 1 and Figure 1 show the welfare effects from 1% sector-specific Hicks-neutral technological improvements in four economies: Nigeria, Uganda, Zimbabwe and Indonesia. Table 1 shows sector sales, welfare effects and the ratio of welfare effect to sales, by sector. In Nigeria, the oil sector accounts for over a quarter of the economy. Thus, 1% technological progress in the oil sector gives large welfare benefits in dollar terms, $142.72 million. No other sector in Nigeria gives larger welfare gains. Figure 1 focuses on medium to large sectors in the 4 economies, i.e., sectors with more than $100 million in sales. To address the size-of-sector issue, we divided welfare gains by the value of the sector s output and that magnitude is shown on the vertical axis of figure 1. For Nigeria, several food and agricultural sectors have a value that is higher than that for the oil sector: cattle (1.23%), other livestock (1.23%), other grains (1.04%) and fruits and vegetables (1.02%). In Indonesia, Zimbabwe and Uganda, agricultural sectors rank low. The effects for Nigeria suggest that comparable investments would yield higher returns in some agricultural sectors than in oil. 2 Figure 2 shows the welfare effects from 1% factor-biased technological progress in Nigeria. 3 Technological improvements related to unskilled labor produce by far the highest returns in agriculture: cattle, other livestock and fruits and vegetables have the highest returns. In manufacture, the highest returns are obtained from technological improvements related to capital. Table 2 shows output effects, by sector, from 1% improvement in international and domestic transportation. International transportation improvements lower the cost of both 2 See Ehui and Tsigas for an attempt to prioritize investments in a general equilibrium framework. 3 Welfare effects in figure 2 are measured as a percentage of the sector s output.

Nigerian exports and imports: improvements in Nigeria s terminal facilities (e.g., ports and airports) as well as improvements in Nigeria s import and export procedures. The economy-wide effect of 1% international transportation improvements is that Nigeria gains 0.06 percent in welfare, around $21 million. Exports and imports contribute equally to the welfare gains. The economy-wide effect of 1% domestic transportation improvements is that Nigeria gains 0.17 percent in welfare, around $63 million. The agricultural sectors that benefit the most (in dollar terms) from transportation improvements are fruits and vegetables, cattle and other livestock. Other manufacturing is the sector that benefits the most from domestic transportation improvements. Table 3 shows the output and trade effects from trade liberalization in Nigeria, i.e., removal of all Nigerian tariffs in the GTAP model. The economy-wide effect of this policy change is that Nigeria gains 0.90 percent in welfare, around $342 million: the allocative efficiency gains are $391 million; terms of trade deteriorate by $51 million. The agricultural sectors that expand the most, in dollar terms, are other crops, cattle and other livestock. Exports of other crops increase by $12 million while imports of fruits and vegetables increase by $22 million. Nigeria s participation in a global free trade agreement would raise Nigeria welfare gains to 1.15 percent, around $434 million. Summary There is interest in modernizing Nigerian agriculture but there is insufficient knowledge about the growth potential of agriculture. This paper employed applied general equilibrium model to estimate the growth potential of agriculture in Nigeria. We found that a few agricultural sectors may outperform several manufacturing sectors.

References S. Ehui and M. Tsigas, 2005, Identifying agricultural investment opportunities in sub- Sahara Africa: A global, economy-wide analysis, paper presented at 8 th Annual Conference on Global Economic Analysis, June 9-11, Lübeck, Germany.

Table 1. Welfare gains from 1% sector-specific Hicks-neutral technological progress, by sector Sector Output EV Nigeria Indonesia Uganda Zimbabwe 100 * EV/Output Rank Output EV 100 * EV/Output Rank Output EV 100 * EV/Output Rank Output EV 100 * EV/Output Rank Paddy rice 335 3.41 1.02 17 5,120 48.47 0.95 12 32 0.40 1.23 13 1 0.02 1.01 13 Wheat 7 0.09 1.23 5 13 0.12 0.96 10 4 0.06 1.42 10 43 0.51 1.18 4 Other grains 919 9.60 1.04 14 824 7.09 0.86 24 322 3.20 0.99 27 189 1.93 1.02 10 Fruits, vegetables 5,181 52.78 1.02 16 5,210 47.69 0.92 19 1,655 16.65 1.01 26 143 1.12 0.78 28 Oilseeds 151 1.37 0.91 23 1,126 10.07 0.89 21 52 0.59 1.14 17 47 0.42 0.90 25 Sugar cane 7 0.08 1.10 13 843 7.94 0.94 15 86 1.04 1.20 14 117 0.99 0.85 26 Plant fibers 65 0.53 0.81 24 78 0.81 1.03 3 30 0.54 1.81 9 239 2.02 0.84 27 Other crops 201 1.56 0.77 26 4,860 40.93 0.84 25 273 5.18 1.90 8 1,082 10.27 0.95 23 Cattle 293 3.59 1.23 7 603 6.05 1.00 5 86 0.88 1.02 25 379 3.79 1.00 15 Other livestock 833 10.22 1.23 6 2,897 27.39 0.95 14 70 0.74 1.05 21 101 0.92 0.91 24 Dairy farms 53 0.65 1.23 4 174 1.63 0.94 16 235 2.40 1.02 24 9 0.09 0.99 18 Wool 1 0.02 1.28 2 66 0.64 0.98 8 0 0.00 3.30 1 119 1.21 1.02 11 Forestry 183 1.72 0.94 22 3,565 32.91 0.92 18 116 1.28 1.11 18 29 0.27 0.95 21 Fishing 427 4.14 0.97 21 3,040 25.02 0.82 27 128 1.31 1.03 23 19 0.14 0.72 30 Coal 1 0.01 1.22 8 2,995 23.31 0.78 29 10 0.10 1.04 22 56 1.15 2.05 1 Oil 14,263 142.72 1.00 19 8,800 83.25 0.95 13 78 1.50 1.91 7 0 0.00 0.71 31 Gas 1,478 19.62 1.33 1 5,693 62.50 1.10 2 0 0.00 2.21 6 0 0.00 1.03 9 Other Mnrls 156 0.92 0.59 29 4,786 31.13 0.65 31 19 0.14 0.77 29 481 5.52 1.15 5 Red meats 39 0.43 1.11 11 1,370 13.53 0.99 7 25 0.25 0.97 28 70 0.79 1.13 6 Other meats 48 0.36 0.76 27 2,654 25.67 0.97 9 10 0.23 2.34 3 145 1.47 1.01 12 Veg Oils 39 0.20 0.51 30 4,537 34.44 0.76 30 1 0.04 2.60 2 153 1.53 1.00 17 Dairy Prods 9 0.11 1.26 3 418 3.86 0.92 17 15 0.18 1.26 12 9 0.09 0.95 22 Proc Rice 20 0.06 0.28 31 6,239 59.33 0.95 11 27 0.35 1.32 11 37 0.37 1.00 16 Sugar manuf. 1 0.01 1.01 18 2,130 18.68 0.88 22 66 0.79 1.18 15 74 0.56 0.75 29 Other foods 328 2.63 0.80 25 10,711 87.31 0.82 28 118 1.40 1.18 16 819 7.91 0.97 19 Bev., Tobacco 156 1.10 0.71 28 5,734 48.21 0.84 26 269 2.03 0.76 30 1,009 9.62 0.95 20 TCF 825 8.23 1.00 20 21,481 185.99 0.87 23 55 1.25 2.28 5 770 8.38 1.09 7 Other Manuf 5,211 62.37 1.20 9 77,082 703.62 0.91 20 344 7.96 2.31 4 2,449 30.94 1.26 3 Utilities 2,359 27.38 1.16 10 25,025 413.36 1.65 1 1,039 6.72 0.65 31 1,133 19.04 1.68 2 Trade Transport 8,775 96.60 1.10 12 30,536 308.65 1.01 4 1,391 15.10 1.09 20 2,547 26.61 1.04 8 Services 10,271 107.23 1.04 15 51,188 509.31 0.99 6 1,628 17.77 1.09 19 4,004 40.11 1.00 14

Table 2. Output effects from 1% improvement in international and domestic transportation in Nigeria international transportation domestic transportation Output Output % million $ % million $ Paddy rice -0.01-0.03 0.00 0.01 Wheat -0.07-0.01 0.29 0.02 Other grains 0.00-0.03 0.05 0.50 Fruits, vegetables 0.00 0.17 0.01 0.69 Oilseeds -0.03-0.04-0.11-0.16 Sugar cane -0.05 0.00 0.13 0.01 Plant fibers -0.11-0.07-0.10-0.06 Other crops -0.09-0.18-0.50-1.00 Cattle 0.03 0.08 0.22 0.65 Other livestock 0.06 0.48 0.23 1.91 Dairy farms -0.03-0.02 0.26 0.14 Wool -0.03 0.00-0.62-0.01 Forestry 0.14 0.26 0.07 0.12 Fishing 0.02 0.11 0.13 0.54 Coal -0.10 0.00 0.37 0.00 Oil -0.01-1.23 0.01 2.04 Gas 0.09 1.26-0.04-0.57 Other Mnrls -0.09-0.13 0.22 0.34 Red meats 0.17 0.06 0.17 0.07 Other meats -0.14-0.07 0.07 0.03 Veg Oils -0.31-0.12 0.04 0.02 Dairy Prods -0.30-0.03-0.02 0.00 Proc Rice -0.49-0.10-0.13-0.02 Sugar manuf. -0.14 0.00-0.10 0.00 Other foods -0.02-0.06-0.01-0.04 Bev., Tobacco -0.03-0.04 0.22 0.34 TCF -0.14-1.19 0.39 3.25 Other Manuf -0.10-5.07 0.37 19.26 Utilities 0.00 0.08 0.20 4.64 Trade Transport 0.01 1.23-0.33-29.12 Services 0.00 0.16 0.08 7.81

Table 3. Output and trade effects from trade liberalization in Nigeria Output Exports Imports % million $ % million $ % million $ Paddy rice -2.2-7 25.5 1 163.2 0 Wheat -17.0-1 51.4 0-0.7-2 Other grains -2.3-21 6.0 0 9.3 0 Fruits, vegetables -0.9-47 10.1 1 139.2 22 Oilseeds 0.2 0 9.4 2 27.1 0 Sugar cane -9.1-1 19.2 0-12.4 0 Plant fibers -9.0-6 18.9 6-9.3 0 Other crops 5.8 12 6.2 12-3.3-1 Cattle 2.3 7 14.5 0 9.0 5 Other livestock 2.7 23 4.8 0 40.1 4 Dairy farms -8.7-5 36.6 0-29.8 0 Wool 32.0 0 32.7 0-22.1 0 Forestry -0.7-1 0.7 0 3.7 0 Fishing -7.3-31 5.3 0-8.0 0 Coal -14.3 0 0.0 0 0.0 0 Oil 1.3 192 2.8 370-15.6 0 Gas -1.4-21 -3.9-34 87.8 0 Other Mnrls -1.8-3 2.9 3 2.3 1 Red meats 3.9 1 141.0 0-4.3-1 Other meats -59.4-29 29.4 0 116.0 26 Veg Oils -61.0-24 41.0 0 54.1 20 Dairy Prods -11.9-1 32.8 0 2.1 4 Proc Rice -66.0-13 13.4 0 2.8 11 Sugar manuf. -0.7 0 11.4 0-0.9 0 Other foods -6.9-23 14.7 18 7.0 30 Bev., Tobacco -26.1-41 13.0 4 28.0 34 TCF -34.3-283 66.0 108 39.7 348 Other Manuf -14.3-744 51.9 155 15.0 1,271 Utilities 6.0 142 30.6 79-6.9-1 Trade Transport 3.7 327 11.9 45-5.0-64 Services -0.5-55 10.6 64-3.6-84

Figure 1. Welfare gains from 1% sector-specific Hicks-neutral technological progress, by sector Welfare gains from 1% sector-specific technological progress 2.5 2.0 100*Welfare gains/value of output 1.5 1.0 0.5 0.0 Paddy rice Wheat Other grains Fruits, vegetables Oilseeds Sugar cane Plant fibers Other crops Cattle Other livestock Dairy farms Wool Forestry Fishing Coal Oil Gas Other Mnrls Red meats Other meats Veg Oils Dairy Prods Proc Rice Sugar manuf. Other foods Bev., Tobacco TCF Other Manuf Utilities Trade Trasnport Services Sector Indonesia Nigeria Uganda Zimbabwe

Figure 2. Welfare gains from 1% primary factor biased technological progress, in Nigeria, by sector Welfare gains from 1% sector-specific technological progress, by primary factor and sector 0.9 0.8 0.7 100*Welfare gain/value of output 0.6 0.5 0.4 0.3 0.2 0.1 0 1 pdr 2 wht 3 gro 4 v_f 5 osd 6 c_b 7 pfb 8 ocr 9 ctl 10 oap 11 rmk 12 wol 13 frs 14 fsh 15 coa 16 oil 17 gas 18 omn 19 cmt 20 omt 21 vol 22 mil 23 pcr 24 sgr 25 ofd 26 b_t 27 TCF 28 OManuf 29 EGWC 30 TT 31 Serv Sector Capital Unskilled Labor Land Skilled Labor