The Impact of Government Interventions on CDS and Equity Markets

Size: px
Start display at page:

Download "The Impact of Government Interventions on CDS and Equity Markets"

Transcription

1 The Impact of Government Interventions on CDS and Equity Markets Frederic Schweikhard Zoe Tsesmelidakis Goethe University Frankfurt, House of Finance 8th Annual Credit Risk Conference Moody s and NYU Stern School of Business, May 2012

2 1. Introduction actual spreads Average CDS levels in the U.S. banking sector Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 2

3 1. Introduction actual spreads Average CDS levels in the U.S. banking sector Perfect guarantee Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 2

4 1. Introduction actual spreads Average CDS levels in the U.S. banking sector No guarantee Perfect guarantee Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 2

5 1. Introduction actual spreads Average CDS levels in the U.S. banking sector No guarantee Perfect guarantee Sources of imperfection: Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 2

6 1. Introduction actual spreads Average CDS levels in the U.S. banking sector No guarantee Perfect guarantee Sources of imperfection: Explicit vs. (probability of existence of) implicit guarantees Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 2

7 1. Introduction actual spreads Average CDS levels in the U.S. banking sector No guarantee Perfect guarantee Sources of imperfection: Explicit vs. (probability of existence of) implicit guarantees Maximum loss coverage Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 2

8 1. Introduction actual spreads Average CDS levels in the U.S. banking sector No guarantee Perfect guarantee Sources of imperfection: Explicit vs. (probability of existence of) implicit guarantees Maximum loss coverage Creditworthiness of guarantor Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 2

9 1. Introduction actual spreads Average CDS levels in the U.S. banking sector? No guarantee Perfect guarantee Sources of imperfection: Explicit vs. (probability of existence of) implicit guarantees Maximum loss coverage Creditworthiness of guarantor Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 2

10 1. Introduction Why do we care? Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 3

11 1. Introduction Why do we care? Crisis management: Bailouts and guarantees vs. free market economy Crisis prevention: Regulatory approaches Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 3

12 1. Introduction Why do we care? Crisis management: Bailouts and guarantees vs. free market economy Moral hazard Reduced funding costs bear negative incentives to higher leverage and excessive risk-taking Crisis prevention: Regulatory approaches Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 3

13 1. Introduction Why do we care? Crisis management: Bailouts and guarantees vs. free market economy Moral hazard Reduced funding costs bear negative incentives to higher leverage and excessive risk-taking Market value and social costs of guarantees Wealth transfer from taxpayers to creditors Crisis prevention: Regulatory approaches Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 3

14 1. Introduction Why do we care? Crisis management: Bailouts and guarantees vs. free market economy Moral hazard Reduced funding costs bear negative incentives to higher leverage and excessive risk-taking Market value and social costs of guarantees Wealth transfer from taxpayers to creditors Disruption of equity and debt markets Structural change in which default is no longer perceived as the same event across debt and equity markets Crisis prevention: Regulatory approaches Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 3

15 1. Introduction Why do we care? Crisis management: Bailouts and guarantees vs. free market economy Moral hazard Reduced funding costs bear negative incentives to higher leverage and excessive risk-taking Market value and social costs of guarantees Wealth transfer from taxpayers to creditors Disruption of equity and debt markets Structural change in which default is no longer perceived as the same event across debt and equity markets Crisis prevention: Regulatory approaches Standalone credit risk Better gauge of financial health than observed CDS price (cf. Hart and Zingales, 2009) Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 3

16 1. Introduction The questions Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 4

17 1. Introduction The questions Q. Have default risks reflected by CDS and stock markets diverged? Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 4

18 1. Introduction The questions Q. Have default risks reflected by CDS and stock markets diverged? Q. Which companies are perceived as TBTF, when, and to what extent? Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 4

19 1. Introduction The questions Q. Have default risks reflected by CDS and stock markets diverged? Q. Which companies are perceived as TBTF, when, and to what extent? Q. How much are the pecuniary subsidies large financial institutions enjoy? Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 4

20 1. Introduction Preview of the results Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 5

21 1. Introduction Preview of the results Our findings point to a structural break in the pricing assumptions for U.S. bank debt Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 5

22 1. Introduction Preview of the results Our findings point to a structural break in the pricing assumptions for U.S. bank debt Under the pre-crisis regime, stock-implied default risk estimates exceed their CDS counterparts during the crisis Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 5

23 1. Introduction Preview of the results Our findings point to a structural break in the pricing assumptions for U.S. bank debt Under the pre-crisis regime, stock-implied default risk estimates exceed their CDS counterparts during the crisis Effect is transitory and prices tend to converge after 2008 Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 5

24 1. Introduction Preview of the results Our findings point to a structural break in the pricing assumptions for U.S. bank debt Under the pre-crisis regime, stock-implied default risk estimates exceed their CDS counterparts during the crisis Effect is transitory and prices tend to converge after 2008 Deviations are related to proxies of systemic risk and TBTF like size, default correlation, high ratings, and TARP participation Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 5

25 1. Introduction Preview of the results Our findings point to a structural break in the pricing assumptions for U.S. bank debt Under the pre-crisis regime, stock-implied default risk estimates exceed their CDS counterparts during the crisis Effect is transitory and prices tend to converge after 2008 Deviations are related to proxies of systemic risk and TBTF like size, default correlation, high ratings, and TARP participation Capitalized subsidies calculated from bond offerings over the period amount to USD billion Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 5

26 2. Setup Linking credit and equity markets Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 6

27 2. Setup Linking credit and equity markets Merton (1974) views equity and debt as contingent claims on the asset value and models the dependence between default risk and equity Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 6

28 2. Setup Linking credit and equity markets Merton (1974) views equity and debt as contingent claims on the asset value and models the dependence between default risk and equity Empirical literature confirms that default risk is indeed implicitly valued in stock prices (e.g., Vassalou and Xing, 2004) Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 6

29 2. Setup Linking credit and equity markets Merton (1974) views equity and debt as contingent claims on the asset value and models the dependence between default risk and equity Empirical literature confirms that default risk is indeed implicitly valued in stock prices (e.g., Vassalou and Xing, 2004) Use the link between equity and debt markets that structural credit pricing models establish, i.e., calculate theoretical, stock-implied CDS spreads Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 6

30 2. Setup Linking credit and equity markets Merton (1974) views equity and debt as contingent claims on the asset value and models the dependence between default risk and equity Empirical literature confirms that default risk is indeed implicitly valued in stock prices (e.g., Vassalou and Xing, 2004) Use the link between equity and debt markets that structural credit pricing models establish, i.e., calculate theoretical, stock-implied CDS spreads Contrast default risk as explicitly priced in the CDS market to the default risk as it is implicitly priced in the stock market Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 6

31 2. Setup Default barrier Distinctive features: Default may occur at any time Stochastic default barrier, which is only revealed at default Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 7

32 2. Setup Data Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 8

33 2. Setup Data Model input factors: Stock prices (from CRSP) Option implied volatilities (from OptionMetrics) Total liabilities from quarterly reports (from Compustat) Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 8

34 2. Setup Data Model input factors: Stock prices (from CRSP) Option implied volatilities (from OptionMetrics) Total liabilities from quarterly reports (from Compustat) CDS prices (from Markit) Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 8

35 2. Setup Data Model input factors: Stock prices (from CRSP) Option implied volatilities (from OptionMetrics) Total liabilities from quarterly reports (from Compustat) CDS prices (from Markit) Sample Composition Firms Observations Total Sectors Consumer Disc 96 5,861 10,597 15,342 19,256 20,656 22,230 20,830 18,682 13, ,870 Consumer Staples 37 2,258 4,340 5,977 7,981 8,055 8,662 8,774 7,907 5,691 59,645 Energy 41 1,474 3,123 5,134 6,774 7,832 9,352 9,717 9,696 6,955 60,057 Financials 74 4,297 7,935 11,412 14,602 15,333 16,218 15,511 13,146 9, ,448 Banks 27 2,530 4,004 4,953 5,503 6,075 6,088 5,489 4,123 3,026 41,791 Insurance 24 1,571 2,885 4,088 5,179 4,986 5,389 5,274 4,534 3,406 37,312 Real Estate ,725 2,851 3,279 3,801 3,848 3,596 2,886 22,866 Others , ,479 Health Care 42 1,672 3,814 6,099 8,107 8,631 9,562 9,111 8,699 5,796 61,491 Industrials 68 4,194 7,513 10,907 12,802 13,575 14,383 14,591 13,984 10, ,424 IT 34 2,001 3,308 4,844 6,128 6,533 7,222 7,158 6,583 5,138 48,915 Materials 52 2,258 4,805 7,273 9,471 10,059 11,317 11,165 9,940 7,695 73,983 Telecom Svcs ,038 1,605 1,972 2,583 3,122 2,926 2,486 1,532 17,797 Utilities 41 1,833 4,411 6,055 8,270 8,504 8,962 9,125 8,131 6,057 61,348 Total ,381 50,884 74,648 95, , , ,908 99,254 72, ,978 Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 8

36 3. Model estimations Constant default barrier Determine L i by minimizing the sum of squared errors between model (ĈDS) and market spreads (CDS) over a number of observations N in the period 01/ /2007: min L i N (ĈDS i,n ( L i ) CDS i,n ) 2 n=1 Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 9

37 3. Model estimations Constant default barrier Determine L i by minimizing the sum of squared errors between model (ĈDS) and market spreads (CDS) over a number of observations N in the period 01/ /2007: min L i N (ĈDS i,n ( L i ) CDS i,n ) 2 n=1 Whole Sample Period Pre-Crisis Period Crisis Period Post-Crisis Period Ival N L crmse ME RMSE ME RMSE ME RMSE ME RMSE Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 9

38 3. Model estimations Constant default barrier Determine L i by minimizing the sum of squared errors between model (ĈDS) and market spreads (CDS) over a number of observations N in the period 01/ /2007: min L i N (ĈDS i,n ( L i ) CDS i,n ) 2 n=1 Whole Sample Period Pre-Crisis Period Crisis Period Post-Crisis Period Ival N L crmse ME RMSE ME RMSE ME RMSE ME RMSE Results very robust to choice of grid density. Reducing the interval from 50 to 10 slightly improves the estimates, therefore, focus on an interval of 10 in the following. Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 9

39 3. Model estimations Constant default barrier Determine L i by minimizing the sum of squared errors between model (ĈDS) and market spreads (CDS) over a number of observations N in the period 01/ /2007: min L i N (ĈDS i,n ( L i ) CDS i,n ) 2 n=1 Whole Sample Period Pre-Crisis Period Crisis Period Post-Crisis Period Ival N L crmse ME RMSE ME RMSE ME RMSE ME RMSE Results very robust to choice of grid density. Reducing the interval from 50 to 10 slightly improves the estimates, therefore, focus on an interval of 10 in the following. In the pre-crisis period the model underpredicts observed spreads due to nondefault components, like illiquidity, in line with the literature (Eom, Helwege, and Huang (2004), Longstaff (2004), Tang and Yan (2007)). Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 9

40 3. Model estimations Constant default barrier Predicted vs. observed CDS spreads Firm-level results Citigroup model spread market spread Goldman Sachs model spread market spread JPMorgan Chase model spread market spread Morgan Stanley model spread market spread Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 10

41 3. Model estimations Constant default barrier Predicted vs. observed CDS spreads Aggregate results Financials avg. model spreads avg. market spreads Nonfinancials avg. model spreads avg. market spreads Banks avg. model spreads avg. market spreads Nonbank financials avg. model spreads avg. market spreads Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 11

42 3. Model estimations Constant default barrier Predicted vs. observed CDS spreads Relative deviations Banks Other financials Other sectors Relative deviations Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 12

43 3. Model estimations Constant default barrier Predicted vs. observed CDS spreads Relative deviations Banks Other financials Other sectors Relative deviations (a) (b) (c) (a) Acquisition of Bear Stearns by JPMorgan (b) TARP (c) Rescue package for Bank of America Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 12

44 3. Model estimations Constant default barrier Predicted vs. observed CDS spreads Sector results Pre-Crisis Period Crisis Period Post-Crisis Period Mean Std Mean Std Mean Std Market Model Dev Dev Market Model Dev Dev Market Model Dev Dev Consumer Disc Consumer Staples Energy Financials Banks Insurance Real Estate Others Health Care Industrials IT Materials Telcom Svcs Utilities Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 13

45 3. Model estimations Constant default barrier Predicted vs. observed CDS spreads Sector results Pre-Crisis Period Crisis Period Post-Crisis Period Mean Std Mean Std Mean Std Market Model Dev Dev Market Model Dev Dev Market Model Dev Dev Consumer Disc Consumer Staples Energy Financials Banks Insurance Real Estate Others Health Care Industrials IT Materials Telcom Svcs Utilities Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 13

46 3. Model estimations Constant default barrier Predicted vs. observed CDS spreads Sector results Pre-Crisis Period Crisis Period Post-Crisis Period Mean Std Mean Std Mean Std Market Model Dev Dev Market Model Dev Dev Market Model Dev Dev Consumer Disc Consumer Staples Energy Financials Banks Insurance Real Estate Others Health Care Industrials IT Materials Telcom Svcs Utilities Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 13

47 3. Model estimations Constant default barrier Predicted vs. observed CDS spreads Sector results Pre-Crisis Period Crisis Period Post-Crisis Period Mean Std Mean Std Mean Std Market Model Dev Dev Market Model Dev Dev Market Model Dev Dev Consumer Disc Consumer Staples Energy Financials Banks Insurance Real Estate Others Health Care Industrials IT Materials Telcom Svcs Utilities Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 13

48 4. Explaining the divergence Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 14

49 4. Explaining the divergence ĈDS i,t CDS i,t CDS i,t Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 14

50 4. Explaining the divergence ĈDS i,t CDS i,t CDS i,t = c + β mmacro i,t + ɛ i,t Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 14

51 4. Explaining the divergence ĈDS i,t CDS i,t CDS i,t = c + β mmacro i,t + β f Firm i,t + ɛ i,t Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 14

52 4. Explaining the divergence Predictions of regressors ĈDS i,t CDS i,t CDS i,t = c + β mmacro i,t + β f Firm i,t + ɛ i,t Pre-Crisis Crisis Post-Crisis Mean Std Min Max Mean Std Min Max Mean Std Min Max Macrofinancial Variables Business Climate S&P 500 Return rs&p500 (%) VIX Interest Rate Term Structure Treasury Rate ± Term Spread ± Illiquidity On/Off Spread LOn/Off Refcorp Spread LRef Firmspecific Variables Ratings S&P Issuer Ratings + Firm Condition Stock Return rs (%) Stock Volatility σs Size Total Assets (bn) Total Liab. + Market Cap. (bn) TARP + Default Correlation βr DF S Counterparty Risk βr PD CDS For robustness see also dynamics of relative price deviations, alternative subsamples, and determinants of changes. Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 14

53 4. Explaining the divergence Determinants of relative deviations (4) (5) (6) (7) (8) Coef. t Coef. t Coef. t Coef. t Coef. t rs&p *** *** *** *** *** Treasury Rate *** *** Term Spread *** LRef *** *** *** *** *** Rating (AAA) *** *** *** *** Rating (AA) *** *** *** *** Rating (A) *** *** *** *** Rating (BBB) *** *** *** *** Rating (BB) *** *** *** *** Rating (B) *** *** *** *** Rating (CCC) *** *** *** *** Rating (CC) rs *** *** *** *** *** σs *** *** *** Size ** ** * Size rs&p *** βr DF IFin S *** TARP ** MES *** Constant *** *** *** *** Adj.R Observations 524, , , ,868 64,143 Coef. Estimates OLS OLS OLS OLS OLS Standard Errors CL-F CL-F CL-F CL-F CL-F For robustness see also dynamics of relative price deviations, alternative subsamples, and determinants of changes. Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 15

54 4. Explaining the divergence Determinants of relative deviations (4) (5) (6) (7) (8) Coef. t Coef. t Coef. t Coef. t Coef. t rs&p *** *** *** *** *** Treasury Rate *** *** Term Spread *** LRef *** *** *** *** *** Rating (AAA) *** *** *** *** Rating (AA) *** *** *** *** Rating (A) *** *** *** *** Rating (BBB) *** *** *** *** Rating (BB) *** *** *** *** Rating (B) *** *** *** *** Rating (CCC) *** *** *** *** Rating (CC) rs *** *** *** *** *** σs *** *** *** Size ** ** * Size rs&p *** βr DF IFin S *** TARP ** MES *** Constant *** *** *** *** Adj.R Observations 524, , , ,868 64,143 Coef. Estimates OLS OLS OLS OLS OLS Standard Errors CL-F CL-F CL-F CL-F CL-F For robustness see also dynamics of relative price deviations, alternative subsamples, and determinants of changes. Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 15

55 4. Explaining the divergence Determinants of relative deviations (4) (5) (6) (7) (8) Coef. t Coef. t Coef. t Coef. t Coef. t rs&p *** *** *** *** *** Treasury Rate *** *** Term Spread *** LRef *** *** *** *** *** Rating (AAA) *** *** *** *** Rating (AA) *** *** *** *** Rating (A) *** *** *** *** Rating (BBB) *** *** *** *** Rating (BB) *** *** *** *** Rating (B) *** *** *** *** Rating (CCC) *** *** *** *** Rating (CC) rs *** *** *** *** *** σs *** *** *** Size ** ** * Size rs&p *** βr DF IFin S *** TARP ** MES *** Constant *** *** *** *** Adj.R Observations 524, , , ,868 64,143 Coef. Estimates OLS OLS OLS OLS OLS Standard Errors CL-F CL-F CL-F CL-F CL-F For robustness see also dynamics of relative price deviations, alternative subsamples, and determinants of changes. Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 15

56 4. Explaining the divergence Determinants of relative deviations (4) (5) (6) (7) (8) Coef. t Coef. t Coef. t Coef. t Coef. t rs&p *** *** *** *** *** Treasury Rate *** *** Term Spread *** LRef *** *** *** *** *** Rating (AAA) *** *** *** *** Rating (AA) *** *** *** *** Rating (A) *** *** *** *** Rating (BBB) *** *** *** *** Rating (BB) *** *** *** *** Rating (B) *** *** *** *** Rating (CCC) *** *** *** *** Rating (CC) rs *** *** *** *** *** σs *** *** *** Size ** ** * Size rs&p *** βr DF IFin S *** TARP ** MES *** Constant *** *** *** *** Adj.R Observations 524, , , ,868 64,143 Coef. Estimates OLS OLS OLS OLS OLS Standard Errors CL-F CL-F CL-F CL-F CL-F For robustness see also dynamics of relative price deviations, alternative subsamples, and determinants of changes. Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 15

57 4. Explaining the divergence Determinants of relative deviations (4) (5) (6) (7) (8) Coef. t Coef. t Coef. t Coef. t Coef. t rs&p *** *** *** *** *** Treasury Rate *** *** Term Spread *** LRef *** *** *** *** *** Rating (AAA) *** *** *** *** Rating (AA) *** *** *** *** Rating (A) *** *** *** *** Rating (BBB) *** *** *** *** Rating (BB) *** *** *** *** Rating (B) *** *** *** *** Rating (CCC) *** *** *** *** Rating (CC) rs *** *** *** *** *** σs *** *** *** Size ** ** * Size rs&p *** βr DF IFin S *** TARP ** MES *** Constant *** *** *** *** Adj.R Observations 524, , , ,868 64,143 Coef. Estimates OLS OLS OLS OLS OLS Standard Errors CL-F CL-F CL-F CL-F CL-F For robustness see also dynamics of relative price deviations, alternative subsamples, and determinants of changes. Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 15

58 4. Explaining the divergence Determinants of relative deviations (4) (5) (6) (7) (8) Coef. t Coef. t Coef. t Coef. t Coef. t rs&p *** *** *** *** *** Treasury Rate *** *** Term Spread *** LRef *** *** *** *** *** Rating (AAA) *** *** *** *** Rating (AA) *** *** *** *** Rating (A) *** *** *** *** Rating (BBB) *** *** *** *** Rating (BB) *** *** *** *** Rating (B) *** *** *** *** Rating (CCC) *** *** *** *** Rating (CC) rs *** *** *** *** *** σs *** *** *** Size ** ** * Size rs&p *** βr DF IFin S *** TARP ** MES *** Constant *** *** *** *** Adj.R Observations 524, , , ,868 64,143 Coef. Estimates OLS OLS OLS OLS OLS Standard Errors CL-F CL-F CL-F CL-F CL-F For robustness see also dynamics of relative price deviations, alternative subsamples, and determinants of changes. Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 15

59 4. Explaining the divergence Determinants of relative deviations (4) (5) (6) (7) (8) Coef. t Coef. t Coef. t Coef. t Coef. t rs&p *** *** *** *** *** Treasury Rate *** *** Term Spread *** LRef *** *** *** *** *** Rating (AAA) *** *** *** *** Rating (AA) *** *** *** *** Rating (A) *** *** *** *** Rating (BBB) *** *** *** *** Rating (BB) *** *** *** *** Rating (B) *** *** *** *** Rating (CCC) *** *** *** *** Rating (CC) rs *** *** *** *** *** σs *** *** *** Size ** ** * Size rs&p *** βr DF IFin S *** TARP ** MES *** Constant *** *** *** *** Adj.R Observations 524, , , ,868 64,143 Coef. Estimates OLS OLS OLS OLS OLS Standard Errors CL-F CL-F CL-F CL-F CL-F For robustness see also dynamics of relative price deviations, alternative subsamples, and determinants of changes. Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 15

60 4. Explaining the divergence Determinants of relative deviations (4) (5) (6) (7) (8) Coef. t Coef. t Coef. t Coef. t Coef. t rs&p *** *** *** *** *** Treasury Rate *** *** Term Spread *** LRef *** *** *** *** *** Rating (AAA) *** *** *** *** Rating (AA) *** *** *** *** Rating (A) *** *** *** *** Rating (BBB) *** *** *** *** Rating (BB) *** *** *** *** Rating (B) *** *** *** *** Rating (CCC) *** *** *** *** Rating (CC) rs *** *** *** *** *** σs *** *** *** Size ** ** * Size rs&p *** βr DF IFin S *** TARP ** MES *** Constant *** *** *** *** Adj.R Observations 524, , , ,868 64,143 Coef. Estimates OLS OLS OLS OLS OLS Standard Errors CL-F CL-F CL-F CL-F CL-F For robustness see also dynamics of relative price deviations, alternative subsamples, and determinants of changes. Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 15

61 5. Subsidies Capitalized subsidies in the primary bond market Estimate implicit subsidies by interpreting the wedge as a funding cost advantage for debt financing. Implicit but reasonable assumption: Negative CDS-bond basis (due to illiquidity and counterparty risk) stays fixed as default risk increases. Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 16

62 5. Subsidies Capitalized subsidies in the primary bond market Estimate implicit subsidies by interpreting the wedge as a funding cost advantage for debt financing. Implicit but reasonable assumption: Negative CDS-bond basis (due to illiquidity and counterparty risk) stays fixed as default risk increases. using detailed characteristics of public bond offerings between 2007 and 2010 for our financial subsample (source: FISD). Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 16

63 5. Subsidies Capitalized subsidies in the primary bond market Estimate implicit subsidies by interpreting the wedge as a funding cost advantage for debt financing. Implicit but reasonable assumption: Negative CDS-bond basis (due to illiquidity and counterparty risk) stays fixed as default risk increases. using detailed characteristics of public bond offerings between 2007 and 2010 for our financial subsample (source: FISD). revaluing the offering prices given a change in the YTM. How much less debt would a bank have been able issue? Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 16

64 5. Subsidies Capitalized subsidies in the primary bond market Estimate implicit subsidies by interpreting the wedge as a funding cost advantage for debt financing. Implicit but reasonable assumption: Negative CDS-bond basis (due to illiquidity and counterparty risk) stays fixed as default risk increases. using detailed characteristics of public bond offerings between 2007 and 2010 for our financial subsample (source: FISD). revaluing the offering prices given a change in the YTM. How much less debt would a bank have been able issue? revaluing the offering prices given a change in the coupon rate. How much more would a bank have to pay (in PV terms) to raise the debt? Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 16

65 5. Subsidies Capitalized subsidies in the primary bond market Panel A Offering amounts Total Banks Insurance Real Estate Others Total Panel B Subsidies calc. by increasing YTMs Total Banks Insurance Real Estate Others Total Panel C Subsidies calc. by increasing coupon rates Total Banks Insurance Real Estate Others Total *All values are in billion U.S. dollars. Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 17

66 5. Subsidies Capitalized subsidies in the primary bond market Panel A Offering amounts Total Banks Insurance Real Estate Others Total Panel B Subsidies calc. by increasing YTMs Total Banks Insurance Real Estate Others Total Panel C Subsidies calc. by increasing coupon rates Total Banks Insurance Real Estate Others Total *All values are in billion U.S. dollars. Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 17

67 5. Subsidies Capitalized subsidies in the primary bond market Panel A Offering amounts Total Banks Insurance Real Estate Others Total Panel B Subsidies calc. by increasing YTMs Total Banks Insurance Real Estate Others Total Panel C Subsidies calc. by increasing coupon rates Total Banks Insurance Real Estate Others Total *All values are in billion U.S. dollars. Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 17

68 5. Subsidies Capitalized subsidies in the primary bond market Panel A Offering amounts Total Banks Insurance Real Estate Others Total Panel B Subsidies calc. by increasing YTMs Total Banks Insurance Real Estate Others Total Panel C Subsidies calc. by increasing coupon rates Total Banks Insurance Real Estate Others Total *All values are in billion U.S. dollars. Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 17

69 6. Conclusion Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 18

70 6. Conclusion The problem Misalignment between stock and CDS markets due to government guarantees Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 18

71 6. Conclusion The results Misalignment between stock and CDS markets due to government guarantees CDS spread divergence is most pronounced for banks and peaks at 1000 bps on average in fall 2008 Capitalized subsidies amount to $129.2 billion Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 18

72 6. Conclusion The policy implication Misalignment between stock and CDS markets due to government guarantees CDS spread divergence is most pronounced for banks and peaks at 1000 bps on average in fall 2008 Capitalized subsidies amount to $129.2 billion CDS prices are biased to the downside and thus unreliable to monitor the health of the financial system Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 18

73

74 A. Appendix Macrofinancial variables usiness Climate S&P 500 Return r S&P500 (%) VIX nterest Rate Term Structure Treasury Rate Term Spread lliquidity On/Off Spread L On/Off Refcorp Spread L Ref TBTF guarantees become particularly valuable in times of crises, when default probabilities jump up and expected recovery rates decline. Average daily return of the S&P 500 index over the past six months + Model-free volatility forecast for the next 30-day period implied from index options The effect of a rise in the spot rate is ambiguous: First, it lowers the a firm s PD by increasing the risk-neutral drift of its asset value process. Second, it can be associated with a tightened monetary policy and higher PDs. A steeper slope of the yield curve is similarly ambiguous: First, it may be associated with the expectation of a recovering economy. Second, it can accompany rising inflation and corresponding monetary countermeasures. ± Three-month Treasury rate ± Slope between the ten-year and the three-month Treasury rates Since illiquidity drives up market prices while model estimates remain unaffected, it should reduce price deviations. Five-year Treasury yield is compared to its less frequently traded off-the-run counterpart Yield difference between less frequently traded five-year bonds issued by the Resolution Funding Corporation and Treasury bonds Schweikhard/Tsesmelidakis The Impact of Government Interventions on CDS and Equity Markets 20

The Financing and Growth of Firms in China and India: Evidence from Capital Markets

The Financing and Growth of Firms in China and India: Evidence from Capital Markets The Financing and Growth of Firms in China and India: Evidence from Capital Markets Tatiana Didier Sergio Schmukler Dec. 12-13, 2012 NIPFP-DEA-JIMF Conference Macro and Financial Challenges of Emerging

More information

Syndication, Interconnectedness, and Systemic Risk

Syndication, Interconnectedness, and Systemic Risk Syndication, Interconnectedness, and Systemic Risk Jian Cai (WashU) Anthony Saunders (NYU Stern) Sascha Steffen (ESMT) Global Financial Interconnectedness Basel, 1-2 Oct 2015 1 This paper addresses the

More information

Valuation in the Life Settlements Market

Valuation in the Life Settlements Market Valuation in the Life Settlements Market New Empirical Evidence Jiahua (Java) Xu 1 1 Institute of Insurance Economics University of St.Gallen Western Risk and Insurance Association 2018 Annual Meeting

More information

Structural Reforms and Agricultural Export Performance An Empirical Analysis

Structural Reforms and Agricultural Export Performance An Empirical Analysis Structural Reforms and Agricultural Export Performance An Empirical Analysis D. Susanto, C. P. Rosson, and R. Costa Department of Agricultural Economics, Texas A&M University College Station, Texas INTRODUCTION

More information

The Sources of Risk Spillovers among REITs: Asset Similarities and Regional Proximity

The Sources of Risk Spillovers among REITs: Asset Similarities and Regional Proximity The Sources of Risk Spillovers among REITs: Asset Similarities and Regional Proximity Zeno Adams EBS Business School Roland Füss EBS Business School ZEW Mannheim Felix Schinder ZEW Mannheim Steinbeis University

More information

The Bank Lending Channel of Conventional and Unconventional Monetary Policy: A Euro-area bank-level Analysis

The Bank Lending Channel of Conventional and Unconventional Monetary Policy: A Euro-area bank-level Analysis The Bank Lending Channel of Conventional and Unconventional Monetary Policy: A Euro-area bank-level Analysis by U. Albertazzi, A. Nobili and F. Signoretti (Banca d Italia) Workshop : Effectiveness and

More information

Internet Appendix for CEO Personal Risk-taking and Corporate Policies TABLE IA.1 Pilot CEOs and Firm Risk (Controlling for High Performance Pay)

Internet Appendix for CEO Personal Risk-taking and Corporate Policies TABLE IA.1 Pilot CEOs and Firm Risk (Controlling for High Performance Pay) TABLE IA.1 Pilot CEOs and Firm Risk (Controlling for High Performance Pay) OLS regressions with annualized standard deviation of firm-level monthly stock returns as the dependent variable. A constant is

More information

Preview. Introduction (cont.) Introduction. Comparative Advantage and Opportunity Cost (cont.) Comparative Advantage and Opportunity Cost

Preview. Introduction (cont.) Introduction. Comparative Advantage and Opportunity Cost (cont.) Comparative Advantage and Opportunity Cost Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model Preview Opportunity costs and comparative advantage A one-factor Ricardian model Production possibilities Gains from trade Wages

More information

Preview. Introduction. Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model

Preview. Introduction. Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model. Preview Opportunity costs and comparative advantage A one-factor Ricardian model Production possibilities Gains from trade Wages

More information

Financing Decisions of REITs and the Switching Effect

Financing Decisions of REITs and the Switching Effect Financing Decisions of REITs and the Switching Effect By Lucia Gibilaro University of Bergamo Department of Management, Economics and Quantitative Methods and Gianluca Mattarocci University of Rome Tor

More information

Lack of Credibility, Inflation Persistence and Disinflation in Colombia

Lack of Credibility, Inflation Persistence and Disinflation in Colombia Lack of Credibility, Inflation Persistence and Disinflation in Colombia Second Monetary Policy Workshop, Lima Andrés González G. and Franz Hamann Banco de la República http://www.banrep.gov.co Banco de

More information

Panel A: Treated firm matched to one control firm. t + 1 t + 2 t + 3 Total CFO Compensation 5.03% 0.84% 10.27% [0.384] [0.892] [0.

Panel A: Treated firm matched to one control firm. t + 1 t + 2 t + 3 Total CFO Compensation 5.03% 0.84% 10.27% [0.384] [0.892] [0. Online Appendix 1 Table O1: Determinants of CMO Compensation: Selection based on both number of other firms in industry that have CMOs and number of other firms in industry with MBA educated executives

More information

Investment Wines. - Risk Analysis. Prepared by: Michael Shortell & Adiam Woldetensae Date: 06/09/2015

Investment Wines. - Risk Analysis. Prepared by: Michael Shortell & Adiam Woldetensae Date: 06/09/2015 Investment Wines - Risk Analysis Prepared by: Michael Shortell & Adiam Woldetensae Date: 06/09/2015 Purpose Look at investment wines & examine factors that affect wine prices over time We will identify

More information

Appendix Table A1 Number of years since deregulation

Appendix Table A1 Number of years since deregulation Appendix Table A1 Number of years since deregulation This table presents the results of -in-s models incorporating the number of years since deregulation and using data for s with trade flows are above

More information

Online Appendix to Voluntary Disclosure and Information Asymmetry: Evidence from the 2005 Securities Offering Reform

Online Appendix to Voluntary Disclosure and Information Asymmetry: Evidence from the 2005 Securities Offering Reform Online Appendix to Voluntary Disclosure and Information Asymmetry: Evidence from the 2005 Securities Offering Reform This document contains several additional results that are untabulated but referenced

More information

DETERMINANTS OF GROWTH

DETERMINANTS OF GROWTH POLICY OPTIONS AND CHALLENGES FOR DEVELOPING ASIA PERSPECTIVES FROM THE IMF AND ASIA APRIL 19-20, 2007 TOKYO DETERMINANTS OF GROWTH IN LOW-INCOME ASIA ARI AISEN INTERNATIONAL MONETARY FUND Paper presented

More information

Online Appendix to The Effect of Liquidity on Governance

Online Appendix to The Effect of Liquidity on Governance Online Appendix to The Effect of Liquidity on Governance Table OA1: Conditional correlations of liquidity for the subsample of firms targeted by hedge funds This table reports Pearson and Spearman correlations

More information

Internet Appendix for Does Stock Liquidity Enhance or Impede Firm Innovation? *

Internet Appendix for Does Stock Liquidity Enhance or Impede Firm Innovation? * Internet Appendix for Does Stock Liquidity Enhance or Impede Firm Innovation? * This Internet Appendix provides supplemental analyses and robustness tests to the main results presented in Does Stock Liquidity

More information

Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model. Pearson Education Limited All rights reserved.

Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model. Pearson Education Limited All rights reserved. Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model 1-1 Preview Opportunity costs and comparative advantage A one-factor Ricardian model Production possibilities Gains from trade

More information

PRIVATE AND PUBLIC MERGER WAVES

PRIVATE AND PUBLIC MERGER WAVES PRIVATE AND PUBLIC MERGER WAVES Vojislav Maksimovic, University of MD, Gordon Phillips, University of MD and NBER, Liu Yang, UCLA April 200 What do we do? We analyze public and private firm merger waves

More information

Trade Integration and Method of Payments in International Transactions

Trade Integration and Method of Payments in International Transactions Trade Integration and Method of Payments in International Transactions Veysel Avşar College of Business - TAMUCC & Alexis Habiyaremye Human Sciences Research Council Cape Town, South Africa Introduction

More information

Credit Supply and Monetary Policy: Identifying the Bank Balance-Sheet Channel with Loan Applications. Web Appendix

Credit Supply and Monetary Policy: Identifying the Bank Balance-Sheet Channel with Loan Applications. Web Appendix Credit Supply and Monetary Policy: Identifying the Bank Balance-Sheet Channel with Loan Applications By GABRIEL JIMÉNEZ, STEVEN ONGENA, JOSÉ-LUIS PEYDRÓ, AND JESÚS SAURINA Web Appendix APPENDIX A -- NUMBER

More information

Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model

Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model Preview Opportunity costs and comparative advantage A one-factor Ricardian model Production possibilities Gains from trade Wages

More information

Preview. Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model

Preview. Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model Preview Opportunity costs and comparative advantage A one-factor Ricardian model Production possibilities Gains from trade Wages

More information

The role of non-performing loans in the transmission of monetary policy

The role of non-performing loans in the transmission of monetary policy The role of non-performing loans in the transmission of monetary policy Sebastian Bredl, Deutsche Bundesbank Disclaimer: This presentation represents the authors personal opinions and does not necessarily

More information

"Primary agricultural commodity trade and labour market outcome

Primary agricultural commodity trade and labour market outcome "Primary agricultural commodity trade and labour market outcomes" FERDI - Fondation pour les Etudes et Recherches sur le Developpement International African Economic Conference 2014 - Knowledge and innovation

More information

1/17/manufacturing-jobs-used-to-pay-really-well-notanymore-e/

1/17/manufacturing-jobs-used-to-pay-really-well-notanymore-e/ http://www.washingtonpost.com/blogs/wonkblog/wp/2013/0 1/17/manufacturing-jobs-used-to-pay-really-well-notanymore-e/ Krugman s Trade Policy History Course: https://webspace.princeton.edu/users/pkrugman/wws%205

More information

Grape Growers of Ontario Developing key measures to critically look at the grape and wine industry

Grape Growers of Ontario Developing key measures to critically look at the grape and wine industry Grape Growers of Ontario Developing key measures to critically look at the grape and wine industry March 2012 Background and scope of the project Background The Grape Growers of Ontario GGO is looking

More information

Preview. Introduction. Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model

Preview. Introduction. Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model Copyright 2012 Pearson Addison-Wesley. All rights reserved. Preview Opportunity costs and comparative advantage A one-factor

More information

Preview. Introduction. Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model

Preview. Introduction. Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model 1-1 Preview Opportunity costs and comparative advantage A one-factor Ricardian model Production possibilities Gains from trade

More information

This appendix tabulates results summarized in Section IV of our paper, and also reports the results of additional tests.

This appendix tabulates results summarized in Section IV of our paper, and also reports the results of additional tests. Internet Appendix for Mutual Fund Trading Pressure: Firm-level Stock Price Impact and Timing of SEOs, by Mozaffar Khan, Leonid Kogan and George Serafeim. * This appendix tabulates results summarized in

More information

Liquidity and Risk Premia in Electricity Futures Markets

Liquidity and Risk Premia in Electricity Futures Markets Liquidity and Risk Premia in Electricity Futures Markets IAEE Conference, Singapore, June 2017 Ivan Diaz-Rainey Associate Professor of Finance & Co-Director of the Otago Energy Research Centre (OERC) With

More information

The Effects of Presidential Politics on CEO Compensation

The Effects of Presidential Politics on CEO Compensation The Effects of Presidential Politics on CEO Compensation Humnath Panta, Ph.D. Assistant Professor and Finance Program Director Brenau University, Gainesville, GA 30501 Salil K. Sarkar, Ph.D., CFA Coordinator,

More information

International Trade CHAPTER 3: THE CLASSICAL WORL OF DAVID RICARDO AND COMPARATIVE ADVANTAGE

International Trade CHAPTER 3: THE CLASSICAL WORL OF DAVID RICARDO AND COMPARATIVE ADVANTAGE International Trade CHAPTER 3: THE CLASSICAL WORL OF DAVID RICARDO AND COMPARATIVE ADVANTAGE INTRODUCTION The Classical economist David Ricardo introduced the comparative advantage in The Principles of

More information

BORDEAUX WINE VINTAGE QUALITY AND THE WEATHER ECONOMETRIC ANALYSIS

BORDEAUX WINE VINTAGE QUALITY AND THE WEATHER ECONOMETRIC ANALYSIS BORDEAUX WINE VINTAGE QUALITY AND THE WEATHER ECONOMETRIC ANALYSIS WINE PRICES OVER VINTAGES DATA The data sheet contains market prices for a collection of 13 high quality Bordeaux wines (not including

More information

STARBUCKS CORPORATION

STARBUCKS CORPORATION STARBUCKS CORPORATION Background Starbucks started operations in 1971 by opening its first retail store in Seattle and by 2003 had grown to be the world s leading retailer, roaster and brand of specialty

More information

Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model

Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model Introduction Theories of why trade occurs: Differences across countries in labor, labor skills, physical capital, natural resources,

More information

Online Appendix for. To Buy or Not to Buy: Consumer Constraints in the Housing Market

Online Appendix for. To Buy or Not to Buy: Consumer Constraints in the Housing Market Online Appendix for To Buy or Not to Buy: Consumer Constraints in the Housing Market By Andreas Fuster and Basit Zafar, Federal Reserve Bank of New York 1. Main Survey Questions Highlighted parts correspond

More information

Know When to Hold Them, Know When to Fold Them: Dealer Behavior in Highly Illiquid Risky Assets

Know When to Hold Them, Know When to Fold Them: Dealer Behavior in Highly Illiquid Risky Assets First Draft: March 2, 2010 This Draft: January 4, 2011 Know When to Hold Them, Know When to Fold Them: Dealer Behavior in Highly Illiquid Risky Assets Michael A. Goldstein Babson College 223 Tomasso Hall

More information

Survival of the Fittest: The Impact of Eco-certification on the Performance of German Wineries Patrizia FANASCH

Survival of the Fittest: The Impact of Eco-certification on the Performance of German Wineries Patrizia FANASCH Padua 2017 Abstract Submission I want to submit an abstract for: Conference Presentation Corresponding Author Patrizia Fanasch E-Mail Patrizia.Fanasch@uni-paderborn.de Affiliation Department of Management,

More information

IN THIS ISSUE FEBRUARY Financial Calendar: Late September 2014 Annual Results Announced. 26 March 2014 Interim Results Announced

IN THIS ISSUE FEBRUARY Financial Calendar: Late September 2014 Annual Results Announced. 26 March 2014 Interim Results Announced FEBRUARY 2014 Welcome to our latest Global Dairy Update. This update is part of Fonterra s commitment to informing our farmers and wider stakeholders about the global dairy market, trends in New Zealand

More information

7 th Annual Conference AAWE, Stellenbosch, Jun 2013

7 th Annual Conference AAWE, Stellenbosch, Jun 2013 The Impact of the Legal System and Incomplete Contracts on Grape Sourcing Strategies: A Comparative Analysis of the South African and New Zealand Wine Industries * Corresponding Author Monnane, M. Monnane,

More information

The Economics Surrounding Premium Wine Production

The Economics Surrounding Premium Wine Production The Economics Surrounding Premium Wine Production by Trent Ball 1 and Ray Folwell 2 1 Vineyard and Winery Technology Program, Chair, Yakima Valley Community College, and Partner, 2 Agri-Business Consultants

More information

Great Expectations or Side Effects? Bankruptcy Law Reforms and Bank Credit for SMEs. Marco Ghitti London, 24th March 2015

Great Expectations or Side Effects? Bankruptcy Law Reforms and Bank Credit for SMEs. Marco Ghitti London, 24th March 2015 1 Great Expectations or Side Effects? Bankruptcy Law Reforms and Bank Credit for SMEs Marco Ghitti London, 24th March 2015 2 Agenda 1. Executive Summary 2. Bankruptcy Proceedings and Creditor Rights 3.

More information

Fair Trade and Free Entry: Can a Disequilibrium Market Serve as a Development Tool? Online Appendix September 2014

Fair Trade and Free Entry: Can a Disequilibrium Market Serve as a Development Tool? Online Appendix September 2014 Fair Trade and Free Entry: Can a Disequilibrium Market Serve as a Development Tool? 1. Data Construction Online Appendix September 2014 The data consist of the Association s records on all coffee acquisitions

More information

Recent U.S. Trade Patterns (2000-9) PP542. World Trade 1929 versus U.S. Top Trading Partners (Nov 2009) Why Do Countries Trade?

Recent U.S. Trade Patterns (2000-9) PP542. World Trade 1929 versus U.S. Top Trading Partners (Nov 2009) Why Do Countries Trade? PP542 Trade Recent U.S. Trade Patterns (2000-9) K. Dominguez, Winter 2010 1 K. Dominguez, Winter 2010 2 U.S. Top Trading Partners (Nov 2009) World Trade 1929 versus 2009 4 K. Dominguez, Winter 2010 3 K.

More information

NZ Dairy Industry Report 2015

NZ Dairy Industry Report 2015 NZ Dairy Industry Report 2015 Executive Summary December 2015 www.tdb.co.nz 1 Principal contacts for this report: Geoff Taylor, Director Nigel Atherfold, Director Mob: 027 465 0024 Mob: 027 4650 057 Email:

More information

Internet Appendix to. The Price of Street Friends: Social Networks, Informed Trading, and Shareholder Costs. Jie Cai Ralph A.

Internet Appendix to. The Price of Street Friends: Social Networks, Informed Trading, and Shareholder Costs. Jie Cai Ralph A. Internet Appendix to The Price of Street Friends: Social Networks, Informed Trading, and Shareholder Costs Jie Cai Ralph A. Walkling Ke Yang October 2014 1 A11. Controlling for s Logically Associated with

More information

Multiple Imputation for Missing Data in KLoSA

Multiple Imputation for Missing Data in KLoSA Multiple Imputation for Missing Data in KLoSA Juwon Song Korea University and UCLA Contents 1. Missing Data and Missing Data Mechanisms 2. Imputation 3. Missing Data and Multiple Imputation in Baseline

More information

Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model

Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model hapter 3 Labor Productivity and omparative Advantage: The Ricardian Model Preview Opportunity costs and comparative advantage Production possibilities Relative supply, relative demand & relative prices

More information

Red wine consumption in the new world and the old world

Red wine consumption in the new world and the old world Red wine consumption in the new world and the old world World red wine market is expanding. In 2012, the total red wine trade was over 32 billion dollar,most current research on wine focus on the Old World:

More information

Nuclear reactors construction costs: The role of lead-time, standardization and technological progress

Nuclear reactors construction costs: The role of lead-time, standardization and technological progress Nuclear reactors construction costs: The role of lead-time, standardization and technological progress Lina Escobar Rangel and Michel Berthélemy Mines ParisTech - Centre for Industrial Economics CERNA

More information

Dietary Diversity in Urban and Rural China: An Endogenous Variety Approach

Dietary Diversity in Urban and Rural China: An Endogenous Variety Approach Dietary Diversity in Urban and Rural China: An Endogenous Variety Approach Jing Liu September 6, 2011 Road Map What is endogenous variety? Why is it? A structural framework illustrating this idea An application

More information

POLICIES & CONTROLS IN SUGAR SECTOR IN INDIA

POLICIES & CONTROLS IN SUGAR SECTOR IN INDIA POLICIES & CONTROLS IN SUGAR SECTOR IN INDIA ABINASH VERMA INDIAN SUGAR MILLS ASSOCIATION, NEW DELHI Flow of presentation 2 Policies and controls on sugar sector Policies adopted in the past to solve demandsupply

More information

Internet Appendix. For. Birds of a feather: Value implications of political alignment between top management and directors

Internet Appendix. For. Birds of a feather: Value implications of political alignment between top management and directors Internet Appendix For Birds of a feather: Value implications of political alignment between top management and directors Jongsub Lee *, Kwang J. Lee, and Nandu J. Nagarajan This Internet Appendix reports

More information

The connoisseurs choice for a portfolio with Fine French Wines

The connoisseurs choice for a portfolio with Fine French Wines The connoisseurs choice for a portfolio with Fine French Wines Ensuring better returns on secure investments Discerning investors are looking for safer investments. With a volatile worldwide economy, certain

More information

Effects of Election Results on Stock Price Performance: Evidence from 1976 to 2008

Effects of Election Results on Stock Price Performance: Evidence from 1976 to 2008 Effects of Election Results on Stock Price Performance: Evidence from 1976 to 2008 Andreas Oehler, Bamberg University Thomas J. Walker, Concordia University Stefan Wendt, Bamberg University 2012 FMA Annual

More information

Debt and Debt Management among Older Adults

Debt and Debt Management among Older Adults Debt and Debt Management among Older Adults Annamaria Lusardi and Olivia S. Mitchell Consumption and Finance Conference Julis-Rabinowitz Center for Public Policy and Finance February 20, 2014 Research

More information

FACTORS DETERMINING UNITED STATES IMPORTS OF COFFEE

FACTORS DETERMINING UNITED STATES IMPORTS OF COFFEE 12 November 1953 FACTORS DETERMINING UNITED STATES IMPORTS OF COFFEE The present paper is the first in a series which will offer analyses of the factors that account for the imports into the United States

More information

Chapter 3: Labor Productivity and Comparative Advantage: The Ricardian Model

Chapter 3: Labor Productivity and Comparative Advantage: The Ricardian Model Chapter 3: Labor Productivity and Comparative Advantage: The Ricardian Model Krugman, P.R., Obstfeld, M.: International Economics: Theory and Policy, 8th Edition, Pearson Addison-Wesley, 27-53 1 Preview

More information

Exchange Rate Regimes in East Asia after the Crisis: Implications from Intra-daily Data *

Exchange Rate Regimes in East Asia after the Crisis: Implications from Intra-daily Data * November 2003 Exchange Rate Regimes in East Asia after the Crisis: Implications from Intra-daily Data * Shin-ichi Fukuda (University of Tokyo) and Sanae Ohno (Takachiho University) ** Abstract The purpose

More information

Company name (YUM) Analyst: Roman Sandoval, Niklas Podhraski, Akash Patel Spring Recommendation: Don t Buy Target Price until (12/27/2016): $95

Company name (YUM) Analyst: Roman Sandoval, Niklas Podhraski, Akash Patel Spring Recommendation: Don t Buy Target Price until (12/27/2016): $95 Recommendation: Don t Buy Target Price until (12/27/2016): $95 1. Reasons for the Recommendation One of the most important reasons why we don t want to buy Yum is the growth prospects of the company in

More information

Gender and Firm-size: Evidence from Africa

Gender and Firm-size: Evidence from Africa World Bank From the SelectedWorks of Mohammad Amin March, 2010 Gender and Firm-size: Evidence from Africa Mohammad Amin Available at: https://works.bepress.com/mohammad_amin/20/ Gender and Firm size: Evidence

More information

Update to A Comprehensive Look at the Empirical Performance of Equity Premium Prediction

Update to A Comprehensive Look at the Empirical Performance of Equity Premium Prediction Update to A Comprehensive Look at the Empirical Performance of Equity Premium Prediction Amit Goyal UNIL Ivo Welch UCLA September 17, 2014 Abstract This file contains updates, one correction, and links

More information

Public Sector Financial Institutions in Coffee producing Countries: The Experience of FIRA

Public Sector Financial Institutions in Coffee producing Countries: The Experience of FIRA Public Sector Financial Institutions in Coffee producing Countries: The Experience of FIRA EXPERT PANEL ON COFFEE SECTOR FINANCE LONDON, ENGLAND 21 SEPTEMBER 2010 Contents BACKGROUND COFFEE IN MEXICO APPLICATION

More information

Raymond James 33 rd Annual Institutional Investors Conference March 5, DineEquity, Inc. All rights reserved.

Raymond James 33 rd Annual Institutional Investors Conference March 5, DineEquity, Inc. All rights reserved. Raymond James 33 rd Annual Institutional Investors Conference March 5, 2012 Forward-Looking Information Statements contained in this presentation may constitute forward-looking statements within the meaning

More information

wine 1 wine 2 wine 3 person person person person person

wine 1 wine 2 wine 3 person person person person person 1. A trendy wine bar set up an experiment to evaluate the quality of 3 different wines. Five fine connoisseurs of wine were asked to taste each of the wine and give it a rating between 0 and 10. The order

More information

Discussion of. Competition in high-speed markets and market quality: Effects of the SEC naked access ban. (Chakrabarty et al.

Discussion of. Competition in high-speed markets and market quality: Effects of the SEC naked access ban. (Chakrabarty et al. Discussion of Competition in high-speed markets and market quality: Effects of the SEC naked access ban (Chakrabarty et al, 2014) by Bart Zhou Yueshen INSEAD 10th Annual Central Bank Workshop, Rome October

More information

Coffee Price Volatility and Intra-household Labour Supply: Evidence from Vietnam

Coffee Price Volatility and Intra-household Labour Supply: Evidence from Vietnam Coffee Price Volatility and Intra-household Labour Supply: Evidence from Vietnam Ulrik Beck U. Copenhagen Saurabh Singhal UNU-WIDER Finn Tarp UNU-WIDER June, 2016 Introduction Volatility in commodity markets

More information

Ontario Wine and Grape Industry Performance Study

Ontario Wine and Grape Industry Performance Study Ontario Wine and Grape Industry Performance Study 2015 Performed by VQA Ontario and Deloitte on behalf of the Ontario wine and grape industry March 2016 FINANCIAL INFORMATION I II 2015 ONTARIO WINE AND

More information

Selection bias in innovation studies: A simple test

Selection bias in innovation studies: A simple test Selection bias in innovation studies: A simple test Work in progress Gaétan de Rassenfosse University of Melbourne (MIAESR and IPRIA), Australia. Annelies Wastyn KULeuven, Belgium. IPTS Workshop, June

More information

Valuing Health Risk Reductions from Air Quality Improvement: Evidence from a New Discrete Choice Experiment (DCE) in China

Valuing Health Risk Reductions from Air Quality Improvement: Evidence from a New Discrete Choice Experiment (DCE) in China Valuing Health Risk Reductions from Air Quality Improvement: Evidence from a New Discrete Choice Experiment (DCE) in China Yana Jin Peking University jin.yana@pku.edu.cn (Presenter, PhD obtained in 2017,

More information

IMSI Annual Business Meeting Amherst, Massachusetts October 26, 2008

IMSI Annual Business Meeting Amherst, Massachusetts October 26, 2008 Consumer Research to Support a Standardized Grading System for Pure Maple Syrup Presented to: IMSI Annual Business Meeting Amherst, Massachusetts October 26, 2008 Objectives The objectives for the study

More information

Fiscal Reaction Functions of Different Euro Area Countries

Fiscal Reaction Functions of Different Euro Area Countries Fiscal Reaction Functions of Different Euro Area Countries Klaus Weyerstrass 56th SIE Annual Conference, Naples, 22-24 October 2015 Introduction sustainability of public finances Fiscal reaction functions

More information

Appendix A. Table A1: Marginal effects and elasticities on the export probability

Appendix A. Table A1: Marginal effects and elasticities on the export probability Appendix A Table A1: Marginal effects and elasticities on the export probability Variable PROP [1] PROP [2] PROP [3] PROP [4] Export Probability 0.207 0.148 0.206 0.141 Marg. Eff. Elasticity Marg. Eff.

More information

Firm structure, reporting incentives and international accounting research

Firm structure, reporting incentives and international accounting research Firm structure, reporting incentives and international accounting research Christof Beuselinck Tilburg University & CentER Presentation prepared for: 2008 CARE Conference FSA & Valuation: cross-border

More information

CANE PRICING POLICY SS INDIAN SUGAR MILLS ASSOCIATION, NEW DELHI

CANE PRICING POLICY SS INDIAN SUGAR MILLS ASSOCIATION, NEW DELHI CANE PRICING POLICY 2017-18 SS INDIAN SUGAR MILLS ASSOCIATION, NEW DELHI FRP has increased by almost 77% in 7 years 2 240 Rs. /qtl. 230 220 210 200 210 220 230 230 190 180 170 160 170 150 140 145 130 139.12

More information

Pitfalls for the Construction of a Welfare Indicator: An Experimental Analysis of the Better Life Index

Pitfalls for the Construction of a Welfare Indicator: An Experimental Analysis of the Better Life Index Clemens Hetschko, Louisa von Reumont & Ronnie Schöb Pitfalls for the Construction of a Welfare Indicator: An Experimental Analysis of the Better Life Index University Alliance of Sustainability Spring

More information

Western Uganda s Arabica Opportunity. Kampala 20 th March, 2018

Western Uganda s Arabica Opportunity. Kampala 20 th March, 2018 Western Uganda s Arabica Opportunity Kampala 20 th March, 2018 The western region has three main islands of Arabica production we focus on the Rwenzori region served by Kasese 3 Primary focus is the Rwenzori

More information

Volume 30, Issue 1. Gender and firm-size: Evidence from Africa

Volume 30, Issue 1. Gender and firm-size: Evidence from Africa Volume 30, Issue 1 Gender and firm-size: Evidence from Africa Mohammad Amin World Bank Abstract A number of studies show that relative to male owned businesses, female owned businesses are smaller in size.

More information

An Empirical Analysis of Pricing in the Japanese Bond Markets * ---Using asset swap spreads to identify relative-value of fixed-income---

An Empirical Analysis of Pricing in the Japanese Bond Markets * ---Using asset swap spreads to identify relative-value of fixed-income--- An Empirical Analysis of Pricing in the Japanese Bond Markets * ---Using asset swap spreads to identify relative-value of fixed-income--- Toyoharu Takahashi Abstract Both in the theoretical and applied

More information

MBA 503 Final Project Guidelines and Rubric

MBA 503 Final Project Guidelines and Rubric MBA 503 Final Project Guidelines and Rubric Overview There are two summative assessments for this course. For your first assessment, you will be objectively assessed by your completion of a series of MyAccountingLab

More information

What does radical price change and choice reveal?

What does radical price change and choice reveal? What does radical price change and choice reveal? A project by YarraValley Water and the Centre for Water Policy Management November 2016 CRICOS Provider 00115M latrobe.edu.au CRICOS Provider 00115M Objectives

More information

Bank Risk during the Financial Crisis: Do business models matter?

Bank Risk during the Financial Crisis: Do business models matter? Bank Risk during the Financial Crisis: Do business models matter? Yener Altunbas (Bangor University) Simone Manganelli (ECB) David Marques-Ibanez (ECB) The opinions are those of the authors only and do

More information

Coffee and climate change. Effectively guiding forward looking climate change adaptation of global coffee supply chains

Coffee and climate change. Effectively guiding forward looking climate change adaptation of global coffee supply chains Coffee and climate change Effectively guiding forward looking climate change adaptation of global coffee supply chains The future of coffee production The future of coffee production Picture: N. Palmer

More information

The age of reproduction The effect of university tuition fees on enrolment in Quebec and Ontario,

The age of reproduction The effect of university tuition fees on enrolment in Quebec and Ontario, The age of reproduction The effect of university tuition fees on enrolment in Quebec and Ontario, 1946 2011 Benoît Laplante, Centre UCS de l INRS Pierre Doray, CIRST-UQAM Nicolas Bastien, CIRST-UQAM Research

More information

EFFECT OF TOMATO GENETIC VARIATION ON LYE PEELING EFFICACY TOMATO SOLUTIONS JIM AND ADAM DICK SUMMARY

EFFECT OF TOMATO GENETIC VARIATION ON LYE PEELING EFFICACY TOMATO SOLUTIONS JIM AND ADAM DICK SUMMARY EFFECT OF TOMATO GENETIC VARIATION ON LYE PEELING EFFICACY TOMATO SOLUTIONS JIM AND ADAM DICK 2013 SUMMARY Several breeding lines and hybrids were peeled in an 18% lye solution using an exposure time of

More information

Ontario Wine and Grape Industry Performance Study

Ontario Wine and Grape Industry Performance Study Ontario Wine and Grape Industry Performance Study 2016 Performed by VQA Ontario and Deloitte on behalf of the Ontario wine and grape industry March 2017 FINANCIAL INFORMATION I II 2016 ONTARIO WINE AND

More information

Power and Priorities: Gender, Caste, and Household Bargaining in India

Power and Priorities: Gender, Caste, and Household Bargaining in India Power and Priorities: Gender, Caste, and Household Bargaining in India Nancy Luke Associate Professor Department of Sociology and Population Studies and Training Center Brown University Nancy_Luke@brown.edu

More information

Zeitschrift für Soziologie, Jg., Heft 5, 2015, Online- Anhang

Zeitschrift für Soziologie, Jg., Heft 5, 2015, Online- Anhang I Are Joiners Trusters? A Panel Analysis of Participation and Generalized Trust Online Appendix Katrin Botzen University of Bern, Institute of Sociology, Fabrikstrasse 8, 3012 Bern, Switzerland; katrin.botzen@soz.unibe.ch

More information

The Elasticity of Substitution between Land and Capital: Evidence from Chicago, Berlin, and Pittsburgh

The Elasticity of Substitution between Land and Capital: Evidence from Chicago, Berlin, and Pittsburgh The Elasticity of Substitution between Land and Capital: Evidence from Chicago, Berlin, and Pittsburgh Daniel McMillen University of Illinois Ph.D., Northwestern University, 1987 Implications of the Elasticity

More information

Flexible Working Arrangements, Collaboration, ICT and Innovation

Flexible Working Arrangements, Collaboration, ICT and Innovation Flexible Working Arrangements, Collaboration, ICT and Innovation A Panel Data Analysis Cristian Rotaru and Franklin Soriano Analytical Services Unit Economic Measurement Group (EMG) Workshop, Sydney 28-29

More information

Survival of the Fittest: The Impact of Eco-certification on the Performance of German Wineries. Patrizia Fanasch University of Paderborn, Germany

Survival of the Fittest: The Impact of Eco-certification on the Performance of German Wineries. Patrizia Fanasch University of Paderborn, Germany Survival of the Fittest: The Impact of Eco-certification on the Performance of German Wineries University of Paderborn, Germany Motivation Demand (Customer) Rising awareness and interest in organic products

More information

ASSESSING THE HEALTHFULNESS OF FOOD PURCHASES AMONG LOW-INCOME AREA SHOPPERS IN THE NORTHEAST

ASSESSING THE HEALTHFULNESS OF FOOD PURCHASES AMONG LOW-INCOME AREA SHOPPERS IN THE NORTHEAST ASSESSING THE HEALTHFULNESS OF FOOD PURCHASES AMONG LOW-INCOME AREA SHOPPERS IN THE NORTHEAST ALESSANDRO BONANNO 1,2 *LAUREN CHENARIDES 2 RYAN LEE 3 1 Wageningen University, Netherlands 2 Penn State University

More information

IRS Enforcement and State Corporate Income Tax Revenues. Margot Howard University of North Carolina June 20, 2013

IRS Enforcement and State Corporate Income Tax Revenues. Margot Howard University of North Carolina June 20, 2013 IRS Enforcement and State Corporate Income Tax Revenues Margot Howard University of North Carolina June 20, 2013 Overview Relation between state corporate income tax (SCIT) revenues and IRS enforcement

More information

ECONOMIC IMPACT OF WINE AND VINEYARDS IN NAPA COUNTY

ECONOMIC IMPACT OF WINE AND VINEYARDS IN NAPA COUNTY ECONOMIC IMPACT OF WINE AND VINEYARDS IN NAPA COUNTY An Report prepared for Jack L. Davies Napa Valley Agricultural Land Preservation Fund and Napa Valley Vintners JUNE 2005 FULL ECONOMIC IMPACT OF WINE

More information

Pizza Pizza Royalty Corp. ANNUAL GENERAL MEETING May 29, 2013

Pizza Pizza Royalty Corp. ANNUAL GENERAL MEETING May 29, 2013 Pizza Pizza Royalty Corp. ANNUAL GENERAL MEETING May 29, 2013 1 Elizabeth Wright, Board Chair 2 Forward-Looking Statement This presentation will contain forward-looking statements. Investors should be

More information

Buying Filberts On a Sample Basis

Buying Filberts On a Sample Basis E 55 m ^7q Buying Filberts On a Sample Basis Special Report 279 September 1969 Cooperative Extension Service c, 789/0 ite IP") 0, i mi 1910 S R e, `g,,ttsoliktill:torvti EARs srin ITQ, E,6

More information

Online Appendix for. Inattention and Inertia in Household Finance: Evidence from the Danish Mortgage Market,

Online Appendix for. Inattention and Inertia in Household Finance: Evidence from the Danish Mortgage Market, Online Appendix for Inattention and Inertia in Household Finance: Evidence from the Danish Mortgage Market, Steffen Andersen, John Y. Campbell, Kasper Meisner Nielsen, and Tarun Ramadorai. 1 A. Institutional

More information

DERIVED DEMAND FOR FRESH CHEESE PRODUCTS IMPORTED INTO JAPAN

DERIVED DEMAND FOR FRESH CHEESE PRODUCTS IMPORTED INTO JAPAN PBTC 05-04 PBTC 02-6 DERIVED DEMAND FOR FRESH CHEESE PRODUCTS IMPORTED INTO JAPAN By Andreas P. Christou, Richard L. Kilmer, James A. Stearns, Shiferaw T. Feleke, & Jiaoju Ge PBTC 05-04 September 2005

More information