The economic footprint of Millicom/Tigo in South and Central America

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The economic footprint of Millicom/Tigo in South and Central America 1

Hard Facts about Copenhagen Economics COPENHAGEN ECONOMICS IS ONE OF THE LEADING ECONOMICS FIRMS IN EUROPE. FOUNDED IN 2000, WE CURRENTLY EMPLOY MORE THAN 85 STAFF OPERATING FROM OUR OFFICES IN COPENHAGEN, STOCKHOLM, HELSINKI, AND BRUSSELS. THE GLOBAL COMPETITION REVIEW (GCR) LISTS COPENHAGEN ECONOMICS AMONG THE TOP-20 ECONOMIC CONSULTANCIES IN THE WORLD, AND HAS DONE SO SINCE 2006. 2

We have carried out economic footprint studies for a variety of different clients 3

Analysis Coverage Central America Tigo Operations Honduras El Salvador Guatemala Costa Rica South America Tigo Operations Colombia Bolivia Paraguay 4

Millicom/Tigo data The GTAP data base National statistics The basis for the analysis is Millicom/Tigo original data on economic activity from each of the 7 countries. The data comprises: Local purchases Revenue Gross operating surplus Employee costs Number of employees Investments Taxes paid Social impact projects GTAP is a global network of researchers and policy makers conducting quantitative analysis of international policy. The centerpiece of the GTAP is a global data base describing bilateral trade patterns, production, consumption and intermediate use of commodities and services. The GTAP database is organized as an Input- Output matrix, which we need to simulate the consequences of indirect and induced effects from Millicom/Tigo economic activity We augment the GTAP data base with national statistics for the LATAM countries: World Bank Database National statistics offices 5

Methodology Consumption Value of Output Procurement Consumption Direct Effect Value creation, jobs and taxes created and paid by Millicom/Tigo. Indirect Effect Value creation, jobs and taxes at suppliers and sub-suppliers of Millicom/Tigo in the country. Induced Effect Value creation, jobs and taxes rising from wages paid out through the value chain and spent in the economy. The economic value of connectivity and mobile financial services Economic contribution GDP contribution Employment contribution Taxes Social impact projects The economic value of Millicom/ Tigo s main services such as connectivity and mobile financial services. 6

7

Millicom/ Tigo brings global knowledge and foreign capital to Central and South America Tigo Invested USD 3.7 BILLION In Central and South America from 2014 to 2017 1, which can spur growth Guatemala El Salvador Costa Rica Colombia Honduras 82% Bolivia Paraguay Of investments in 2017 new made in network and equipment 1 Tigo s capital expenses in the countries in 2017 USD Millions The investments represent 4.4% 767 937 Of total foreign direct investments into the countries from 2014 to 2017 1 170 Intangible Network & equipment Total 1 Source: Millicom and World Bank. The share of 4.4% is calculated as Tigo s investment from 2014-2017 as a percentage of the FDI inflow into the countries from 2014-2017 2 Sylvester, Kevin (2005): Foreign Direct Investment, Growth and Income Inequality in Less Developed Countries 8

Through large investments and deep integration into the local economies, Millicom/ Tigo contributes significantly to GDP in Central and South America Tigo supports an overall GDP contribution of USD ~5 billion And the supported jobs are ~222,000 jobs This leads to a job multiplier of 10.9 jobs resulting primarily from high productivity because Tigo is highly integrated into the economy Tigo supports the most jobs in Colombia and Paraguay Direct, indirect and induced FTEs in 2017 Colombia Paraguay 54,600 Bolivia Guatemala Honduras El Salvador Costa Rica Total 56,200 41,700 37,100 21,700 7,700 3,100 222,100 Tigo s direct GDP contribution was 3.0 billion USD in 2017, equivalent to 0.5% of GDP in the countries 1 USD million Tigo supports 222,000 jobs in total Direct, indirect and induced FTEs in 2017 Induced USD 0.9 billion 5.0 Induced 86,800 Indirect USD 1.1 billion 4.1 Indirect 114,900 Total: ~222,000 Direct 3.0 Direct 20,342 1 The direct GDP-contribution stems from wages, surplus and production taxes at Tigo. The indirect GDP-contribution is the GDP supported by local suppliers from whom Tigo makes its purchases (and further down the supply chain). The indirect supported jobs are the jobs related to this activity. The induced GDP-contribution is the GDP supported by the consumption of the employees in the direct and indirect supported jobs. The induced supported jobs are the jobs related to this activity. / 2 Source: Millicom and World Population Review 9

The number of supported jobs per Tigo employee is highest where Tigo purchases much locally, and where each purchase supports many jobs Employment multiplier: Total supported jobs per Tigo employee (Direct + Indirect + Induced jobs) / Direct jobs 14.1 11.6 11.6 10.2 9.4 6.0 5.0 Bolivia Paraguay Colombia Guatemala Honduras El Salvador Costa Rica Tigo s local purchases per employee and jobs per GDP in supporting industries Tigo s local purchases per employee are relatively high in Costa Rica, Guatemala and Colombia. In Costa Rica however, every Tigo purchase supports few jobs, because the country s overall productivity is higher. The employment multiplier is therefore lower in Costa Rica than in Colombia and Guatemala. In Paraguay, Honduras and Bolivia, Tigo purchases less locally per employee, but every purchase supports many jobs. The reason is that the overall productivity level is low in these countries. Jobs per GDP in supporting industries Tigo purchases much locally per employee, and each purchase supports many jobs in the economy => High employment multiplier = Size of multiplier In El Salvador, Tigo s local purchases per employee are moderate, and each purchase supports relatively few jobs. Therefore, the employment multiplier is relatively small. Local Tigo purchases / Tigo employees Source: Copenhagen Economics based on data from Millicom and GTAP 10

Tigo builds high speed digital highways and provides significant contributions to Central and South America Tigo has a mobile subscriber client base in Central and South America of more than 1 30 million subscribers Access to broadband has the potential to increase the level of GDP by 2 2.7-3.9% An increase in penetration of broadband of 10%-points could raise annual growth in per-capita GDP up to 2 1.5 percentage points Tigo empowers more than 3 5 million people with Tigo Money in Central and South America In 2017, more than 3 USD 2.8 billion was transacted with Tigo mobile financial services Mobile financial payment services help to lower the informal sector 4 and access to electronic payment services can increase consumption and growth 5 Tigo and its employees contribute with The tax contributions correspond to the salaries for USD ~0.9 billion in taxes 90,000 115,000 teachers in the schools Tigo s tax contribution in Central and South America in 2017 Million USD Wage income taxes and social security contributions* ~66 Corporate and withholding taxes 221 Other taxes 615 Total ~902 Note: Including Bolivia, Colombia, Paraguay, Honduras, Costa Rica, Guatemala and El Salvador. * Wage income taxes and social security contributions are paid by both Tigo and its employees. This number has been estimated for some countries, based on overall tax rates. Source: Millicom Additionally, Tigo contributed with more than USD 9 million to social initiaitives in 2017 6 Tigo s social impact initiatives 6 connected more than 1,000 schools reached more than 1 million people trained more than 50,000 women 1 Including Bolivia, Colombia, Paraguay, Guatemala and El Salvador in 2017. Source: Millicom / 2 Cesifo (2009): Broadband infrastructure and economic growth / 3 Including Bolivia, Paraguay, Honduras, Guatemala, El Salvador in 2017. Source: Millicom / 4 www.wsj.com/ad/article/mlf-how-mobile-money-drives-economic-growth / 5 Moody s Analytics (2016): The impact of electronic payments on Economic Growth / 6 Including Bolivia, Colombia, Paraguay, Honduras, Guatemala and El Salvador. Source: Millicom 11

References and sources used in the analysis Data sources Webpages Bolivian National Statistic Institute (INE): Teacher wages Millicom: Own data on purchases, wages, taxes, investments and social impact projects etc. for each country National budget of Paraguay: Teachers wages Purdue University: GTAP database World Bank Database: Flows of foreign direct investments Scientific articles and reports Cesifo (2009): Broadband infrastructure and economic growth Granados, Rolando Leiva (2015): Salarios docentes en centroamérica Millicom (2017): Annual Report 2016 Millicom (2018): Annual Report 2017 Moody s Analytics (2016): The impact of electronic payments on Economic Growth Sylvester, Kevin (2005): Foreign Direct Investment, Growth and Income Inequality in Less Developed Countries Bnamericas.com: Number of costumers for Pay-TV, fixed-telephony and broadband Comision Nacional De Telecomunicaciones: Market shares of mobile subscriptions Funcionpublica.gov.co: Decreto316 de 2018 Greatplacetowork.com: Ratings of best places to work KPMG: Numbers for income tax rates in each country OpenSignal.com: Maps of mobile coverage Prensalibre.com: Mineduc dispuesto a gastar Q800 millones más para salarios Wall Street Journal: How Mobile Money Drives Economic Growth Worldatlas.com: City populations World Bank: National data, numbers for share of banked population Worldpopulationreview.com: City populations 19