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How Much Globalization Can The World Afford?


How much globalization can the World digest? Have we reached the limit? What is the limit, if any? Is globalization piloted and induced, or is it just a spontaneous and inevitable result of economic (and human) development? These are not easy questions to tackle. However, with the aid of complexity - which is a meta-KPI combining a multitude of conventional indicators into a single scalar measure - we can gain insight into the dynamics of globalization. Based on data from the World Bank, we have measured and analyzed the evolution of complexity of the World as a system. The analysis (see the end of this blog for a complete list of parameters) has embraced 600+ parameters, spanning the period 1970-2010 and covering the following facets of our global society:

  • Economy
  • Industry
  • Agriculture
  • Energy
  • Society
  • Ecosystem
  • Transportation
  • Telecommunications
  • Military/Defence
  • Education
  • Crime
  • Health System
  • etc.
In other words, the analysis was not focused on the economy alone. One point we would like to make is that today's crisis is seen almost exclusively as a crisis of the economy. True, the economy is in a state of crisis but this is more than just a crisis of the economy. There are aspects of the society, such as the loss of values, morals, decadent and wasteful lifestyles, that have fuelled the crisis, and are continuing to do so, and yet almost all analysis focuses on the economy, with particular attention on finance. True, finance has provided fast and deadly mechanisms which spread the effects of the crisis to every corner of the globe, making the system increasingly fragile. However, it is the World as a whole that want to analyze, not just one of its facets.

The main question we wish to address is this: what is the maximum sustainable level of globalization? In order to answer this question we must first devise a means of "measuring the degree of globalization". The idea is to use the complexity of the World as a proxy. Since complexity combines all the indicators listed below into one, it appears to be a good proxy.

The evolution of the World's complexity over the past 40 years is illustrated below. A growing and evolving system increases its complexity over time (see for example Earth's biosphere) but the important thing is to stay away from critical complexity. This is because close to critical complexity all systems become uncertainty-dominated and possess very feeble and unstable structure. So, the important thing is for the blue and green curves in the graph below not to cross. The bad news is that:

  • Apparently, both curves have already peaked
  • The slopes suggest they may soon cross

In practice this implies that we have indeed reached the peak of complexity (which, when seen from a biological perspective is as a measure of "total activity" or potential within a system), fact which took place around 2008-2009. Once we're beyond the peak, we assist the destruction of complexity.




A closer look at the peak allows us to attempt a forecast: if the trend continues without major endogenous/exogenous traumas, then

the World, as a system, will become critically complex around 2016

Details of the peak are illustrated below.




This means that while there may still be pockets where things function quite well, the World as a system will:

  • become very difficult to comprehend
  • become very difficult to govern
  • be highly fragile and unstable
  • be is a state of "paralysis"
  • dominated by uncertainty and turbulence

An interesting aspect of the evolution of complexity is that approximately around 2002-2003, the growth rate of complexity has increased dramatically. At that time, the slope has increased very significantly, as if we were assisting the formation of a huge global bubble. The slope, in fact, may be seen as the rate of globalization. In the last decade or so it has accelerated substantially. Maybe too much.

The question at this point is the following: is the peak of complexity just a local bump, after which the system will continue to grow again (and globalize more) or are we on a path of inevitable decline, like all ancient civilizations which were unable to cope with their own (critical) complexity? In other words, is it going to be "A" or "B"?



The aspect of the curves reflecting the evolution of complexity and critical complexity suggests that it is "B". The shape of the curves is similar to those of aging closed (from a thermodynamic point of view) systems. A few examples are illustrated below.

First, a theoretical "clean" case - a system is "born", it grows, it evolves, it reaches a peak of development (complexity), then, as it ages, it gradually loses efficiency, functionality, and finally reaches a state of zero complexity. Rigor mortis. Sounds familiar, doesn't it?




This is a more realistic case, with a less serene aging process:




Finally, a more traumatic demise with sudden and catastrophic collapse:




Clearly, planet Earth is not a thermodynamically closed and adiabatic system (it receives approximately 12.2 trillion watt-hours per square mile per year, and a few tonnes of meteorites, so the Second Law of Thermodynamics doesn't apply) but the aspect of the above curves does resemble the evolution of the World's complexity.

Evidently, the conclusions of this study are based on the assumption that the current global trends will continue. Based on the how our politicians have responded to the crisis this doesn't seem to be a strong assumption to make! More soon.

The complete list of parameters is:

  1. Agricultural machinery, tractors
  2. Fertilizer consumption (% of fertilizer production)
  3. Fertilizer consumption (kilograms per hectare of arable land)
  4. Agricultural land (sq. km)
  5. Agricultural land (% of land area)
  6. Arable land (hectares per person)
  7. Arable land (% of land area)
  8. Land under cereal production (hectares)
  9. Permanent cropland (% of land area)
  10. Forest area (sq. km)
  11. Forest area (% of land area)
  12. Land area (sq. km)
  13. Agricultural machinery, tractors per 100 sq. km of arable land
  14. Cereal production (metric tons)
  15. Crop production index (1999-2001 = 100)
  16. Food production index (1999-2001 = 100)
  17. Livestock production index (1999-2001 = 100)
  18. Surface area (sq. km)
  19. Cereal yield (kg per hectare)
  20. Trade in services (% of GDP)
  21. Communications, computer, etc. (% of service imports, BoP)
  22. Income payments (BoP, current US$)
  23. Imports of goods and services (BoP, current US$)
  24. Insurance and financial services (% of service imports, BoP)
  25. Goods imports (BoP, current US$)
  26. Service imports (BoP, current US$)
  27. Royalty and license fees, payments (BoP, current US$)
  28. Imports of goods, services and income (BoP, current US$)
  29. Transport services (% of service imports, BoP)
  30. Travel services (% of service imports, BoP)
  31. Foreign direct investment, net outflows (% of GDP)
  32. Private current transfers, payments (BoP, current US$)
  33. Workers' remittances and compensation of employees, paid (current US$)
  34. Current account balance (BoP, current US$)
  35. Net errors and omissions, adjusted (BoP, current US$)
  36. Foreign direct investment, net (BoP, current US$)
  37. Private capital flows, total (BoP, current US$)
  38. Portfolio investment, excluding LCFAR (BoP, current US$)
  39. Changes in net reserves (BoP, current US$)
  40. Net capital account (BoP, current US$)
  41. ICT service exports (BoP, current US$)
  42. ICT service exports (% of service exports, BoP)
  43. Communications, computer, etc. (% of service exports, BoP)
  44. Income receipts (BoP, current US$)
  45. Exports of goods and services (BoP, current US$)
  46. Insurance and financial services (% of service exports, BoP)
  47. Goods exports (BoP, current US$)
  48. Service exports (BoP, current US$)
  49. Royalty and license fees, receipts (BoP, current US$)
  50. Exports of goods, services and income (BoP, current US$)
  51. Transport services (% of service exports, BoP)
  52. Travel services (% of service exports, BoP)
  53. Foreign direct investment, net inflows (BoP, current US$)
  54. Foreign direct investment, net inflows (% of GDP)
  55. Portfolio equity, net inflows (BoP, current US$)
  56. Workers' remittances and compensation of employees, received (current US$)
  57. Workers' remittances and compensation of employees, received (% of GDP)
  58. Market capitalization of listed companies (current US$)
  59. Market capitalization of listed companies (% of GDP)
  60. Listed domestic companies, total
  61. Stocks traded, total value (current US$)
  62. Stocks traded, total value (% of GDP)
  63. Stocks traded, turnover ratio (%)
  64. Net bilateral aid flows from DAC donors, Australia (current US$)
  65. Net bilateral aid flows from DAC donors, Austria (current US$)
  66. Net bilateral aid flows from DAC donors, Belgium (current US$)
  67. Net bilateral aid flows from DAC donors, Canada (current US$)
  68. Net bilateral aid flows from DAC donors, European Union institutions (current US$)
  69. Net bilateral aid flows from DAC donors, Switzerland (current US$)
  70. Net bilateral aid flows from DAC donors, Germany (current US$)
  71. Net bilateral aid flows from DAC donors, Denmark (current US$)
  72. Net bilateral aid flows from DAC donors, Spain (current US$)
  73. Net bilateral aid flows from DAC donors, Finland (current US$)
  74. Net bilateral aid flows from DAC donors, France (current US$)
  75. Net bilateral aid flows from DAC donors, United Kingdom (current US$)
  76. Net bilateral aid flows from DAC donors, Greece (current US$)
  77. Net bilateral aid flows from DAC donors, Ireland (current US$)
  78. Net bilateral aid flows from DAC donors, Italy (current US$)
  79. Net bilateral aid flows from DAC donors, Japan (current US$)
  80. Net bilateral aid flows from DAC donors, Korea, Rep. (current US$)
  81. Net bilateral aid flows from DAC donors, Luxembourg (current US$)
  82. Net bilateral aid flows from DAC donors, Netherlands (current US$)
  83. Net bilateral aid flows from DAC donors, Norway (current US$)
  84. Net bilateral aid flows from DAC donors, New Zealand (current US$)
  85. Net bilateral aid flows from DAC donors, Portugal (current US$)
  86. Net bilateral aid flows from DAC donors, Sweden (current US$)
  87. Net bilateral aid flows from DAC donors, Total (current US$)
  88. Net bilateral aid flows from DAC donors, United States (current US$)
  89. Net official flows from UN agencies, IAEA (current US$)
  90. Net official flows from UN agencies, IFAD (current US$)
  91. Net official flows from UN agencies, UNAIDS (current US$)
  92. Net official flows from UN agencies, UNICEF (current US$)
  93. Net official flows from UN agencies, UNHCR (current US$)
  94. Net official flows from UN agencies, UNDP (current US$)
  95. Net official flows from UN agencies, UNECE (current US$)
  96. Net official flows from UN agencies, UNFPA (current US$)
  97. Net official flows from UN agencies, UNRWA (current US$)
  98. Net official flows from UN agencies, UNTA (current US$)
  99. Net official flows from UN agencies, WFP (current US$)
  100. Net official flows from UN agencies, WHO (current US$)
  101. Net official development assistance and official aid received (current US$)
  102. Net official development assistance and official aid received (constant 2008 US$)
  103. Net official aid received (current US$)
  104. Net official development assistance received (current US$)
  105. Net ODA received (% of gross capital formation)
  106. Net ODA received (% of GNI)
  107. Net official development assistance received (constant 2008 US$)
  108. Net ODA received (% of imports of goods and services)
  109. Net ODA received per capita (current US$)
  110. Agriculture value added per worker (constant 2000 US$)
  111. Energy production (kt of oil equivalent)
  112. Electricity production from coal sources (kWh)
  113. Electricity production from coal sources (% of total)
  114. Electricity production from oil, gas and coal sources (% of total)
  115. Electricity production from hydroelectric sources (kWh)
  116. Electricity production from hydroelectric sources (% of total)
  117. Electric power transmission and distribution losses (% of output)
  118. Electricity production from natural gas sources (kWh)
  119. Electricity production from natural gas sources (% of total)
  120. Electricity production from nuclear sources (kWh)
  121. Electricity production from nuclear sources (% of total)
  122. Electricity production from oil sources (kWh)
  123. Electricity production from oil sources (% of total)
  124. Electricity production (kWh)
  125. GDP per unit of energy use (PPP $ per kg of oil equivalent)
  126. GDP per unit of energy use (constant 2005 PPP $ per kg of oil equivalent)
  127. Energy imports, net (% of energy use)
  128. Alternative and nuclear energy (% of total energy use)
  129. Fossil fuel energy consumption (% of total)
  130. Energy use (kg of oil equivalent) per $1,000 GDP (constant 2005 PPP)
  131. Energy use (kt of oil equivalent)
  132. Combustible renewables and waste (metric tons of oil equivalent)
  133. Combustible renewables and waste (% of total energy)
  134. Electric power consumption (kWh per capita)
  135. Energy use (kg of oil equivalent per capita)
  136. CO2 intensity (kg per kg of oil equivalent energy use)
  137. CO2 emissions (kg per 2000 US$ of GDP)
  138. CO2 emissions (kt)
  139. CO2 emissions (metric tons per capita)
  140. CO2 emissions (kg per PPP $ of GDP)
  141. CO2 emissions (kg per 2005 PPP $ of GDP)
  142. CO2 emissions from solid fuel consumption (% of total)
  143. Other greenhouse gas emissions, HFC, PFC and SF6 (thousand metric tons of CO2 equivalent)
  144. HFC gas emissions (thousand metric tons of CO2 equivalent)
  145. Agricultural methane emissions (% of total)
  146. Methane emissions in energy sector (thousand metric tons of CO2 equivalent)
  147. Energy related methane emissions (% of total)
  148. Methane emissions (kt of CO2 equivalent)
  149. Agricultural nitrous oxide emissions (% of total)
  150. Nitrous oxide emissions in energy sector (thousand metric tons of CO2 equivalent)
  151. Nitrous oxide emissions in industrial and energy processes (% of total nitrous oxide emissions)
  152. Nitrous oxide emissions (thousand metric tons of CO2 equivalent)
  153. PFC gas emissions (thousand metric tons of CO2 equivalent)
  154. PM10, country level (micrograms per cubic meter)
  155. SF6 gas emissions (thousand metric tons of CO2 equivalent)
  156. Bird species, threatened
  157. Fish species, threatened
  158. Plant species (higher), threatened
  159. Mammal species, threatened
  160. Population density (people per sq. km of land area)
  161. Population in the largest city (% of urban population)
  162. Population in urban agglomerations of more than 1 million (% of total population)
  163. Pump price for diesel fuel (US$ per liter)
  164. Pump price for gasoline (US$ per liter)
  165. Water productivity, total (constant 2000 US$ GDP per cubic meter of total freshwater withdrawal)
  166. Annual freshwater withdrawals, agriculture (% of total freshwater withdrawal)
  167. Annual freshwater withdrawals, domestic (% of total freshwater withdrawal)
  168. Annual freshwater withdrawals, industry (% of total freshwater withdrawal)
  169. Annual freshwater withdrawals, total (billion cubic meters)
  170. Annual freshwater withdrawals, total (% of internal resources)
  171. Renewable internal freshwater resources, total (billion cubic meters)
  172. Renewable internal freshwater resources per capita (cubic meters)
  173. Terrestrial protected areas (% of total surface area)
  174. Marine protected areas (% of total surface area)
  175. Bank nonperforming loans to total gross loans (%)
  176. Automated teller machines (ATMs) (per 100,000 adults)
  177. Branches, commercial banks (per 100,000 adults)
  178. Bank capital to assets ratio (%)
  179. Deposit accounts, commercial banks (per 1,000 adults)
  180. Point-of-sale terminals (per 100,000 adults)
  181. Bank liquid reserves to bank assets ratio (%)
  182. Total reserves (includes gold, current US$)
  183. Total reserves in months of imports
  184. Total reserves minus gold (current US$)
  185. Broad money (% of GDP)
  186. Money and quasi money (M2) as % of GDP
  187. Consumer price index (2005 = 100)
  188. Wholesale price index (2005 = 100)
  189. Interest rate spread (lending rate minus deposit rate, %)
  190. Claims on central government, etc. (% GDP)
  191. Claims on other sectors of the domestic economy (% of GDP)
  192. Domestic credit provided by banking sector (% of GDP)
  193. Domestic credit to private sector (% of GDP)
  194. Liquid liabilities (M3) as % of GDP
  195. Research and development expenditure (% of GDP)
  196. Cash surplus/deficit (% of GDP)
  197. Grants and other revenue (% of revenue)
  198. Revenue, excluding grants (% of GDP)
  199. Taxes on goods and services (% of revenue)
  200. Taxes on international trade (% of revenue)
  201. Other taxes (% of revenue)
  202. Tax revenue (% of GDP)
  203. Taxes on income, profits and capital gains (% of revenue)
  204. Compensation of employees (% of expense)
  205. Goods and services expense (% of expense)
  206. Interest payments (% of revenue)
  207. Interest payments (% of expense)
  208. Other expense (% of expense)
  209. Expense (% of GDP)
  210. Subsidies and other transfers (% of expense)
  211. Business extent of disclosure index (0=less disclosure to 10=more disclosure)
  212. Credit depth of information index (0=low to 6=high)
  213. Private credit bureau coverage (% of adults)
  214. Public credit registry coverage (% of adults)
  215. Firing cost (weeks of wages)
  216. Cost to export (US$ per container)
  217. Documents to export (number)
  218. Time to export (days)
  219. Cost to import (US$ per container)
  220. Documents to import (number)
  221. Time to import (days)
  222. Time to resolve insolvency (years)
  223. Strength of legal rights index (0=weak to 10=strong)
  224. Time required to enforce a contract (days)
  225. Procedures to enforce a contract (number)
  226. Time required to register property (days)
  227. Procedures to register property (number)
  228. Cost of business start-up procedures (% of GNI per capita)
  229. Time required to start a business (days)
  230. Start-up procedures to register a business (number)
  231. Time to prepare and pay taxes (hours)
  232. Labor tax and contributions (% of commercial profits)
  233. Other taxes payable by businesses (% of commercial profits)
  234. Tax payments (number)
  235. Profit tax (% of commercial profits)
  236. Total tax rate (% of commercial profits)
  237. Time required to build a warehouse (days)
  238. Procedures to build a warehouse (number)
  239. Scientific and technical journal articles
  240. Patent applications, nonresidents
  241. Patent applications, residents
  242. Trademark applications, direct nonresident
  243. Trademark applications, direct resident
  244. Trademark applications, total
  245. Burden of customs procedure, WEF (1=extremely inefficient to 7=extremely efficient)
  246. Quality of port infrastructure, WEF (1=extremely underdeveloped to 7=well developed and efficient by international standards)
  247. Air transport, registered carrier departures worldwide
  248. Air transport, freight (million ton-km)
  249. Air transport, passengers carried
  250. Road sector diesel fuel consumption per capita (kt of oil equivalent)
  251. Road density (km of road per 100 sq. km of land area)
  252. Road sector energy consumption (kt of oil equivalent)
  253. Road sector energy consumption per capita (kt of oil equivalent)
  254. Road sector energy consumption (% of total energy consumption)
  255. Roads, paved (% of total roads)
  256. Road sector gasoline fuel consumption per capita (kt of oil equivalent)
  257. Railways, goods transported (million ton-km)
  258. Railways, passengers carried (million passenger-km)
  259. Container port traffic (TEU: 20 foot equivalent units)
  260. Passenger cars (per 1,000 people)
  261. Mobile cellular subscriptions
  262. Mobile cellular subscriptions (per 100 people)
  263. Telephone lines
  264. Telephone lines (per 100 people)
  265. Fixed broadband Internet subscribers (per 100 people)
  266. Secure Internet servers
  267. Secure Internet servers (per 1 million people)
  268. Internet users
  269. Internet users (per 100 people)
  270. Daily newspapers (per 1,000 people)
  271. Lead time to export, median case (days)
  272. Lead time to import, median case (days)
  273. Logistics performance index: Efficiency of customs clearance process (1=low to 5=high)
  274. Logistics performance index: Quality of trade and transport-related infrastructure (1=low to 5=high)
  275. Logistics performance index: Ease of arranging competitively priced shipments (1=low to 5=high)
  276. Logistics performance index: Competence and quality of logistics services (1=low to 5=high)
  277. Logistics performance index: Overall (1=low to 5=high)
  278. Logistics performance index: Frequency with which shipments reach consignee within scheduled or expected time (1=low to 5=high)
  279. Logistics performance index: Ability to track and trace consignments (1=low to 5=high)
  280. Arms imports (constant 1990 US$)
  281. Armed forces personnel, total
  282. Armed forces personnel (% of total labor force)
  283. Military expenditure (% of GDP)
  284. Military expenditure (% of central government expenditure)
  285. Arms exports (constant 1990 US$)
  286. General government final consumption expenditure (current US$)
  287. General government final consumption expenditure (constant 2000 US$)
  288. General government final consumption expenditure (annual % growth)
  289. General government final consumption expenditure (% of GDP)
  290. Household final consumption expenditure, etc. (current US$)
  291. Household final consumption expenditure, etc. (constant 2000 US$)
  292. Household final consumption expenditure, etc. (annual % growth)
  293. Household final consumption expenditure, etc. (% of GDP)
  294. Household final consumption expenditure (current US$)
  295. Household final consumption expenditure (constant 2000 US$)
  296. Household final consumption expenditure (annual % growth)
  297. Household final consumption expenditure per capita (constant 2000 US$)
  298. Household final consumption expenditure per capita growth (annual %)
  299. Household final consumption expenditure, PPP (current international $)
  300. Household final consumption expenditure, PPP (constant 2005 international $)
  301. Final consumption expenditure, etc. (current US$)
  302. Final consumption expenditure, etc. (constant 2000 US$)
  303. Final consumption expenditure, etc. (annual % growth)
  304. Final consumption expenditure, etc. (% of GDP)
  305. Final consumption expenditure (constant 2000 US$)
  306. Gross national expenditure (current US$)
  307. Gross national expenditure (constant 2000 US$)
  308. Exports of goods and services (current US$)
  309. Exports of goods and services (constant 2000 US$)
  310. Exports of goods and services (annual % growth)
  311. Exports of goods and services (% of GDP)
  312. Gross fixed capital formation (current US$)
  313. Gross fixed capital formation (constant 2000 US$)
  314. Gross fixed capital formation (annual % growth)
  315. Gross fixed capital formation (% of GDP)
  316. Gross capital formation (current US$)
  317. Gross capital formation (constant 2000 US$)
  318. Gross capital formation (annual % growth)
  319. Gross capital formation (% of GDP)
  320. Imports of goods and services (current US$)
  321. Imports of goods and services (constant 2000 US$)
  322. Imports of goods and services (annual % growth)
  323. Imports of goods and services (% of GDP)
  324. External balance on goods and services (current US$)
  325. External balance on goods and services (% of GDP)
  326. Trade (% of GDP)
  327. Agriculture, value added (current US$)
  328. Agriculture, value added (constant 2000 US$)
  329. Agriculture, value added (annual % growth)
  330. Agriculture, value added (% of GDP)
  331. Manufacturing, value added (current US$)
  332. Manufacturing, value added (constant 2000 US$)
  333. Manufacturing, value added (annual % growth)
  334. Manufacturing, value added (% of GDP)
  335. Industry, value added (current US$)
  336. Industry, value added (constant 2000 US$)
  337. Industry, value added (annual % growth)
  338. Industry, value added (% of GDP)
  339. Services, etc., value added (current US$)
  340. Services, etc., value added (constant 2000 US$)
  341. Services, etc., value added (annual % growth)
  342. Services, etc., value added (% of GDP)
  343. Adjusted savings: education expenditure (% of GNI)
  344. Adjusted savings: carbon dioxide damage (% of GNI)
  345. Adjusted savings: net forest depletion (% of GNI)
  346. Adjusted savings: consumption of fixed capital (% of GNI)
  347. Adjusted savings: mineral depletion (% of GNI)
  348. Adjusted savings: energy depletion (% of GNI)
  349. Adjusted savings: particulate emission damage (% of GNI)
  350. Adjusted savings: natural resources depletion (% of GNI)
  351. Adjusted savings: gross savings (% of GNI)
  352. Adjusted savings: net national savings (% of GNI)
  353. Adjusted net national income (current US$)
  354. Adjusted net national income (constant 2000 US$)
  355. Adjusted net national income (annual % growth)
  356. Adjusted net savings, including particulate emission damage (% of GNI)
  357. Adjusted net savings, excluding particulate emission damage (% of GNI)
  358. Coal rents (% of GDP)
  359. Inflation, GDP deflator (annual %)
  360. Gross value added at factor cost (current US$)
  361. Gross value added at factor cost (constant 2000 US$)
  362. Forest rents (% of GDP)
  363. Mineral rents (% of GDP)
  364. GDP (current US$)
  365. GDP (constant 2000 US$)
  366. GDP growth (annual %)
  367. GDP, PPP (current international $)
  368. GDP, PPP (constant 2005 international $)
  369. Natural gas rents (% of GDP)
  370. GDP per capita (current US$)
  371. GDP per capita (constant 2000 US$)
  372. GDP per capita growth (annual %)
  373. GDP per capita, PPP (current international $)
  374. GDP per capita, PPP (constant 2005 international $)
  375. Oil rents (% of GDP)
  376. Total natural resources rents (% of GDP)
  377. Gross domestic savings (current US$)
  378. Gross domestic savings (% of GDP)
  379. Gross domestic income (constant 2000 US$)
  380. GNI, Atlas method (current US$)
  381. GNI (current US$)
  382. GNI (constant 2000 US$)
  383. GNI growth (annual %)
  384. GNI, PPP (current international $)
  385. GNI per capita, Atlas method (current US$)
  386. GNI per capita (constant 2000 US$)
  387. GNI per capita growth (annual %)
  388. GNI per capita, PPP (current international $)
  389. Gross savings (% of GNI)
  390. Gross savings (% of GDP)
  391. Net income from abroad (current US$)
  392. Net taxes on products (current US$)
  393. Literacy rate, youth female (% of females ages 15-24)
  394. Ratio of young literate females to males (% ages 15-24)
  395. Literacy rate, youth male (% of males ages 15-24)
  396. Literacy rate, youth total (% of people ages 15-24)
  397. Literacy rate, adult female (% of females ages 15 and above)
  398. Literacy rate, adult male (% of males ages 15 and above)
  399. Literacy rate, adult total (% of people ages 15 and above)
  400. Ratio of female to male primary enrollment (%)
  401. Ratio of girls to boys in primary and secondary education (%)
  402. Ratio of female to male secondary enrollment (%)
  403. Ratio of female to male tertiary enrollment (%)
  404. School enrollment, preprimary (% gross)
  405. School enrollment, preprimary, female (% gross)
  406. School enrollment, preprimary, male (% gross)
  407. Primary completion rate, female (% of relevant age group)
  408. Primary completion rate, male (% of relevant age group)
  409. Primary completion rate, total (% of relevant age group)
  410. Primary education, duration (years)
  411. Primary education, pupils
  412. Primary education, pupils (% female)
  413. Pupil-teacher ratio, primary
  414. School enrollment, primary (% gross)
  415. School enrollment, primary, female (% gross)
  416. School enrollment, primary, male (% gross)
  417. Gross intake rate in grade 1, female (% of relevant age group)
  418. Gross intake rate in grade 1, male (% of relevant age group)
  419. Gross intake rate in grade 1, total (% of relevant age group)
  420. School enrollment, primary (% net)
  421. School enrollment, primary, female (% net)
  422. School enrollment, primary, male (% net)
  423. School enrollment, primary, private (% of total primary)
  424. Repeaters, primary, female (% of female enrollment)
  425. Repeaters, primary, male (% of male enrollment)
  426. Repeaters, primary, total (% of total enrollment)
  427. Primary education, teachers
  428. Primary education, teachers (% female)
  429. Total enrollment, primary (% net)
  430. Total enrollment, primary, female (% net)
  431. Total enrollment, primary, male (% net)
  432. Secondary education, duration (years)
  433. Secondary education, pupils
  434. Secondary education, pupils (% female)
  435. Secondary education, general pupils
  436. Secondary education, general pupils (% female)
  437. Pupil-teacher ratio, secondary
  438. Secondary education, vocational pupils (% female)
  439. School enrollment, secondary (% gross)
  440. School enrollment, secondary, female (% gross)
  441. School enrollment, secondary, male (% gross)
  442. School enrollment, secondary (% net)
  443. School enrollment, secondary, female (% net)
  444. School enrollment, secondary, male (% net)
  445. Repeaters, secondary, total (% of total enrollment)
  446. Secondary education, teachers
  447. Secondary education, teachers (% female)
  448. School enrollment, tertiary (% gross)
  449. School enrollment, tertiary, female (% gross)
  450. School enrollment, tertiary, male (% gross)
  451. Public spending on education, total (% of government expenditure)
  452. Public spending on education, total (% of GDP)
  453. Proportion of seats held by women in national parliaments (%)
  454. Female adults with HIV (% of population ages 15+ with HIV)
  455. Prevalence of HIV, total (% of population ages 15-49)
  456. Mortality rate, under-5 (per 1,000)
  457. Improved water source, rural (% of rural population with access)
  458. Improved water source, urban (% of urban population with access)
  459. Improved water source (% of population with access)
  460. Prevalence of HIV, female (% ages 15-24)
  461. Prevalence of HIV, male (% ages 15-24)
  462. Immunization, DPT (% of children ages 12-23 months)
  463. Immunization, measles (% of children ages 12-23 months)
  464. Hospital beds (per 1,000 people)
  465. Nurses and midwives (per 1,000 people)
  466. Physicians (per 1,000 people)
  467. Lifetime risk of maternal death (1 in: rate varies by country)
  468. Lifetime risk of maternal death (%)
  469. Smoking prevalence, females (% of adults)
  470. Smoking prevalence, males (% of adults)
  471. Improved sanitation facilities (% of population with access)
  472. Improved sanitation facilities, rural (% of rural population with access)
  473. Improved sanitation facilities, urban (% of urban population with access)
  474. Pregnant women receiving prenatal care (%)
  475. Exclusive breastfeeding (% of children under 6 months)
  476. Births attended by skilled health staff (% of total)
  477. Low-birthweight babies (% of births)
  478. Malnutrition prevalence, weight for age (% of children under 5)
  479. Maternal mortality ratio (modeled estimate, per 100,000 live births)
  480. Prevalence of overweight (% of children under 5)
  481. Malnutrition prevalence, height for age (% of children under 5)
  482. Prevalence of wasting (% of children under 5)
  483. Tuberculosis treatment success rate (% of registered cases)
  484. Tuberculosis case detection rate (%, all forms)
  485. Incidence of tuberculosis (per 100,000 people)
  486. External resources for health (% of total expenditure on health)
  487. Out-of-pocket health expenditure (% of total expenditure on health)
  488. Out-of-pocket health expenditure (% of private expenditure on health)
  489. Health expenditure per capita (current US$)
  490. Health expenditure per capita, PPP (constant 2005 international $)
  491. Health expenditure, private (% of GDP)
  492. Health expenditure, public (% of total health expenditure)
  493. Health expenditure, public (% of government expenditure)
  494. Health expenditure, public (% of GDP)
  495. Health expenditure, total (% of GDP)
  496. Employment to population ratio, ages 15-24, female (%)
  497. Employment to population ratio, ages 15-24, male (%)
  498. Employment to population ratio, ages 15-24, total (%)
  499. Share of women employed in the nonagricultural sector (% of total nonagricultural employment)
  500. Employment to population ratio, 15+, female (%)
  501. Employment to population ratio, 15+, male (%)
  502. Employment to population ratio, 15+, total (%)
  503. GDP per person employed (constant 1990 PPP $)
  504. Ratio of female to male wages in manufacturing (%)
  505. Labor participation rate, female (% of female population ages 15+)
  506. Labor participation rate, male (% of male population ages 15+)
  507. Labor participation rate, total (% of total population ages 15+)
  508. Labor force, female (% of total labor force)
  509. Labor force, total
  510. Unemployment, total (% of total labor force)
  511. Emigration rate of tertiary educated (% of total tertiary educated population)
  512. Refugee population by country or territory of asylum
  513. Refugee population by country or territory of origin
  514. International migrant stock, total
  515. International migrant stock (% of population)
  516. Prevalence of undernourishment (% of population)
  517. Depth of hunger (kilocalories per person per day)
  518. Consumption of iodized salt (% of households)
  519. Adolescent fertility rate (births per 1,000 women ages 15-19)
  520. Mortality rate, adult, female (per 1,000 female adults)
  521. Mortality rate, adult, male (per 1,000 male adults)
  522. Birth rate, crude (per 1,000 people)
  523. Death rate, crude (per 1,000 people)
  524. Contraceptive prevalence (% of women ages 15-49)
  525. Mortality rate, infant (per 1,000 live births)
  526. Life expectancy at birth, female (years)
  527. Life expectancy at birth, total (years)
  528. Life expectancy at birth, male (years)
  529. Fertility rate, total (births per woman)
  530. Survival to age 65, female (% of cohort)
  531. Survival to age 65, male (% of cohort)
  532. Population ages 0-14 (% of total)
  533. Population ages 15-64 (% of total)
  534. Population ages 65 and above (% of total)
  535. Age dependency ratio (% of working-age population)
  536. Age dependency ratio, old (% of working-age population)
  537. Age dependency ratio, young (% of working-age population)
  538. Population growth (annual %)
  539. Researchers in R&D (per million people)
  540. Population, total
  541. Population, female (% of total)
  542. Rural population
  543. Rural population growth (annual %)
  544. Rural population (% of total population)
  545. Urban population growth (annual %)
  546. Urban population
  547. Urban population (% of total)
  548. International tourism, number of arrivals
  549. International tourism, number of departures
  550. International tourism, receipts (current US$)
  551. International tourism, receipts (% of total exports)
  552. International tourism, receipts for passenger transport items (current US$)
  553. International tourism, expenditures for passenger transport items (current US$)
  554. International tourism, receipts for travel items (current US$)
  555. International tourism, expenditures for travel items (current US$)
  556. International tourism, expenditures (current US$)
  557. International tourism, expenditures (% of total imports)
  558. Merchandise trade (% of GDP)
  559. Binding coverage, manufactured products (%)
  560. Bound rate, simple mean, manufactured products (%)
  561. Share of tariff lines with international peaks, manufactured products (%)
  562. Tariff rate, applied, simple mean, manufactured products (%)
  563. Tariff rate, most favored nation, simple mean, manufactured products (%)
  564. Share of tariff lines with specific rates, manufactured products (%)
  565. Tariff rate, applied, weighted mean, manufactured products (%)
  566. Tariff rate, most favored nation, weighted mean, manufactured products (%)
  567. Binding coverage, all products (%)
  568. Bound rate, simple mean, all products (%)
  569. Share of tariff lines with international peaks, all products (%)
  570. Tariff rate, applied, simple mean, all products (%)
  571. Tariff rate, most favored nation, simple mean, all products (%)
  572. Share of tariff lines with specific rates, all products (%)
  573. Tariff rate, applied, weighted mean, all products (%)
  574. Tariff rate, most favored nation, weighted mean, all products (%)
  575. Binding coverage, primary products (%)
  576. Bound rate, simple mean, primary products (%)
  577. Share of tariff lines with international peaks, primary products (%)
  578. Tariff rate, applied, simple mean, primary products (%)
  579. Tariff rate, most favored nation, simple mean, primary products (%)
  580. Share of tariff lines with specific rates, primary products (%)
  581. Tariff rate, applied, weighted mean, primary products (%)
  582. Tariff rate, most favored nation, weighted mean, primary products (%)
  583. Agricultural raw materials imports (% of merchandise imports)
  584. Food imports (% of merchandise imports)
  585. Fuel imports (% of merchandise imports)
  586. ICT goods imports (% total goods imports)
  587. Insurance and financial services (% of commercial service imports)
  588. Manufactures imports (% of merchandise imports)
  589. Ores and metals imports (% of merchandise imports)
  590. Merchandise imports from economies in the Arab World (% of total merchandise imports)
  591. Merchandise imports (current US$)
  592. Merchandise imports from high-income economies (% of total merchandise imports)
  593. Merchandise imports from developing economies outside region (% of total merchandise imports)
  594. Merchandise imports from developing economies in East Asia & Pacific (% of total merchandise imports)
  595. Merchandise imports from developing economies in Europe & Central Asia (% of total merchandise imports)
  596. Merchandise imports from developing economies in Latin America & the Caribbean (% of total merchandise imports)
  597. Merchandise imports from developing economies in Middle East & North Africa (% of total merchandise imports)
  598. Merchandise imports from developing economies in South Asia (% of total merchandise imports)
  599. Merchandise imports from developing economies in Sub-Saharan Africa (% of total merchandise imports)
  600. Merchandise imports by the reporting economy, residual (% of total merchandise imports)
  601. Merchandise imports by the reporting economy (current US$)
  602. Merchandise imports from developing economies within region (% of total merchandise imports)
  603. Computer, communications and other services (% of commercial service imports)
  604. Commercial service imports (current US$)
  605. Transport services (% of commercial service imports)
  606. Travel services (% of commercial service imports)
  607. Agricultural raw materials exports (% of merchandise exports)
  608. Food exports (% of merchandise exports)
  609. Fuel exports (% of merchandise exports)
  610. ICT goods exports (% of total goods exports)
  611. Insurance and financial services (% of commercial service exports)
  612. Manufactures exports (% of merchandise exports)
  613. Ores and metals exports (% of merchandise exports)
  614. Merchandise exports to economies in the Arab World (% of total merchandise exports)
  615. Merchandise exports (current US$)
  616. Merchandise exports to high-income economies (% of total merchandise exports)
  617. Merchandise exports to developing economies outside region (% of total merchandise exports)
  618. Merchandise exports to developing economies in East Asia & Pacific (% of total merchandise exports)
  619. Merchandise exports to developing economies in Europe & Central Asia (% of total merchandise exports)
  620. Merchandise exports to developing economies in Latin America & the Caribbean (% of total merchandise exports)
  621. Merchandise exports to developing economies in Middle East & North Africa (% of total merchandise exports)
  622. Merchandise exports to developing economies in South Asia (% of total merchandise exports)
  623. Merchandise exports to developing economies in Sub-Saharan Africa (% of total merchandise exports)
  624. Merchandise exports by the reporting economy, residual (% of total merchandise exports)
  625. Merchandise exports by the reporting economy (current US$)
  626. Merchandise exports to developing economies within region (% of total merchandise exports)
  627. Computer, communications and other services (% of commercial service exports)
  628. Commercial service exports (current US$)
  629. High-technology exports (current US$)
  630. High-technology exports (% of manufactured exports)
  631. Transport services (% of commercial service exports)
  632. Travel services (% of commercial service exports)
  633. Battle-related deaths (number of people)
  634. Intentional homicides, international public health sources (per 100,000 people)




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