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Book
Estimating fiscal multipliers with correlated heterogeneity
Authors: ---
ISBN: 1498349625 1484397371 Year: 2016 Publisher: [Place of publication not identified] : International Monetary Fund,


Book
The Real Effects of Mobile Money: Evidence from a Large-Scale Fintech Expansion
Authors: ---
Year: 2020 Publisher: Washington, D.C. : International Monetary Fund,

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Mobile money services have rapidly expanded across emerging and developing economies and enabled new ways through which households and firms can conduct payments, save and send remittances. We explore how mobile money use can impact economic outcomes in India using granular data on transactions from Paytm, one of the largest mobile money service provider in India with over 400 million users. We exploit the period around the demonetization policy, which prompted a surge in mobile money adoption, and analyze how mobile money affects traditional risk-sharing arrangements. Our main finding is that mobile money use increases the resilience to shocks by dampening the impact of rainfall shocks on nightlights-based economic activity and household consumption. We complement these findings by conducting a firm survey around a phased targeting intervention which incentivized firms to adopt the mobile payment technology. Our results suggest that firms adopting mobile payments improved their sales after six-months of use, compared to other firms. We also elicit firms’ subjective expectations on future sales and find mobile payment adoption to be associated with lower subjective uncertainty and greater sales optimism.


Book
IMF Programs and Financial Flows to Offshore Centers
Authors: ---
Year: 2021 Publisher: Washington, D.C. : International Monetary Fund,

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This paper examines whether IMF lending is associated with increases in outflows to offshore financial centers (OFCs), known for bank secrecy and asset protection, relative to other international destinations. Using quarterly data from the BIS on bilateral bank deposits, we are unable to detect any positive and statistically significant effect of IMF loan disbursements on bank deposits in OFCs. The result holds even after restricting the sample to the duration of the IMF program, where disbursement quarters and non-disbursement quarters should be subject to similar degrees of macroeconomic stress. It is also robust to using the scheduled tranche of disbursements as an instrument for actual disbursements. While the effects vary by the type and conditionality of the IMF program, as well as the amount of lending, none of the effects are found to be positive and statistically significant. We also estimate whether the recent surge in emergency lending, during the Covid-19 crisis, is associated with an increase in outflows to OFCs but find no evidence to support this.


Book
IMF Programs and Financial Flows to Offshore Centers
Authors: ---
ISBN: 151359088X Year: 2021 Publisher: Washington, D.C. : International Monetary Fund,

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Abstract

This paper examines whether IMF lending is associated with increases in outflows to offshore financial centers (OFCs), known for bank secrecy and asset protection, relative to other international destinations. Using quarterly data from the BIS on bilateral bank deposits, we are unable to detect any positive and statistically significant effect of IMF loan disbursements on bank deposits in OFCs. The result holds even after restricting the sample to the duration of the IMF program, where disbursement quarters and non-disbursement quarters should be subject to similar degrees of macroeconomic stress. It is also robust to using the scheduled tranche of disbursements as an instrument for actual disbursements. While the effects vary by the type and conditionality of the IMF program, as well as the amount of lending, none of the effects are found to be positive and statistically significant. We also estimate whether the recent surge in emergency lending, during the Covid-19 crisis, is associated with an increase in outflows to OFCs but find no evidence to support this.


Book
The Real Effects of Mobile Money: Evidence from a Large-Scale Fintech Expansion
Authors: ---
ISBN: 1513554085 Year: 2020 Publisher: Washington, D.C. : International Monetary Fund,

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Abstract

Mobile money services have rapidly expanded across emerging and developing economies and enabled new ways through which households and firms can conduct payments, save and send remittances. We explore how mobile money use can impact economic outcomes in India using granular data on transactions from Paytm, one of the largest mobile money service provider in India with over 400 million users. We exploit the period around the demonetization policy, which prompted a surge in mobile money adoption, and analyze how mobile money affects traditional risk-sharing arrangements. Our main finding is that mobile money use increases the resilience to shocks by dampening the impact of rainfall shocks on nightlights-based economic activity and household consumption. We complement these findings by conducting a firm survey around a phased targeting intervention which incentivized firms to adopt the mobile payment technology. Our results suggest that firms adopting mobile payments improved their sales after six-months of use, compared to other firms. We also elicit firms’ subjective expectations on future sales and find mobile payment adoption to be associated with lower subjective uncertainty and greater sales optimism.


Book
India’s Approach to Open Banking: Some Implications for Financial Inclusion
Authors: --- ---
Year: 2021 Publisher: Washington, D.C. : International Monetary Fund,

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We examine how the development of the digital infrastructure known as the “India Stack”—including an interoperable payments system, a universal digital ID, and other features—is delivering on the government’s objective to expand the provision of financial services. While each individual component of the India Stack is important, we argue that its key overarching feature is a foundational approach of providing extensive public infrastructures and standards that generates important synergies across the layers of the Stack. Until recently, a large share of India’s population lacked access to formal banking services and was largely reliant on cash for financial transactions. The expansion of mobile-based financial services that enable simple and convenient ways to save and conduct financial transactions has provided a novel alternative for expanding the financial net. The Stack’s improved digital infrastructures have already allowed for a rapid increase in the use of digital payments and the entry of a range of competitors including fintech and bigtech firms.


Book
India’s Approach to Open Banking: Some Implications for Financial Inclusion
Authors: --- ---
ISBN: 1513572334 Year: 2021 Publisher: Washington, D.C. : International Monetary Fund,

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Abstract

We examine how the development of the digital infrastructure known as the “India Stack”—including an interoperable payments system, a universal digital ID, and other features—is delivering on the government’s objective to expand the provision of financial services. While each individual component of the India Stack is important, we argue that its key overarching feature is a foundational approach of providing extensive public infrastructures and standards that generates important synergies across the layers of the Stack. Until recently, a large share of India’s population lacked access to formal banking services and was largely reliant on cash for financial transactions. The expansion of mobile-based financial services that enable simple and convenient ways to save and conduct financial transactions has provided a novel alternative for expanding the financial net. The Stack’s improved digital infrastructures have already allowed for a rapid increase in the use of digital payments and the entry of a range of competitors including fintech and bigtech firms.


Book
An Algorithmic Crystal Ball: Forecasts-based on Machine Learning
Authors: --- ---
ISBN: 148438251X 1484382498 Year: 2018 Publisher: Washington, D.C. : International Monetary Fund,

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Forecasting macroeconomic variables is key to developing a view on a country's economic outlook. Most traditional forecasting models rely on fitting data to a pre-specified relationship between input and output variables, thereby assuming a specific functional and stochastic process underlying that process. We pursue a new approach to forecasting by employing a number of machine learning algorithms, a method that is data driven, and imposing limited restrictions on the nature of the true relationship between input and output variables. We apply the Elastic Net, SuperLearner, and Recurring Neural Network algorithms on macro data of seven, broadly representative, advanced and emerging economies and find that these algorithms can outperform traditional statistical models, thereby offering a relevant addition to the field of economic forecasting.


Book
Effects of Macroprudential Policy: Evidence from Over 6,000 Estimates
Authors: --- --- --- ---
Year: 2020 Publisher: Washington, D.C. : International Monetary Fund,

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This paper builds a novel database on the effects of macroprudential policy drawing from 58 empirical studies, comprising over 6,000 results on a wide range of instruments and outcome variables. It encompasses information on statistical significance, standardized magnitudes, and other characteristics of the estimates. Using meta-analysis techniques, the paper estimates average effects to find i) statistically significant effects on credit, but with considerable heterogeneity across instruments; ii) weaker and more imprecise effects on house prices; iii) quantitatively stronger effects in emerging markets and among studies using micro-level data; and iii) statistically significant evidence of leakages and spillovers. Other findings include relatively stronger impacts for tightening than loosening actions and negative effects on economic activity in the near term.


Book
Evolution of the Global Financial Network and Contagion : a New Approach.
Authors: --- ---
ISBN: 9781484356609 Year: 2018 Publisher: Washington, D. C. International Monetary Fund

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Evolution of the Global Financial Network and Contagion: A New Approach.

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