stock market liquidity and country fundamentals
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Stock Market Liquidity and Country FundamentalsSer-Huang PoonMichael RockingerKonstantinos Stathopoulos
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Risk Management Consideration
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Amihud (2002)Illiquid if price impact is high:
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What drives liquidity (in different countries)?Country fundamentalsComputer technology, automated tradingLiquidity funding management and territory of operationRisk regulations and territorial divide
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Liquidity Black HoleLiquidity dries up during sell-off and asset can be sold only at a fire-sale price (price decline scenario).Computer models used by different traders are similar.Financial institutions are regulated in the same way and respond the same way to changes in volatility and correlation.HerdingLiquidity funding management
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Amihuds emailVolatility of economic variablesLegal variablesCountry economic variables
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Legal VariablesLegal originFinancial regulationInsider trading and other lawsEnforcement variables
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Volatility of Economic VariablesVolatility of industrial production or other index of economic activityVolatility of monetary variables Various definition of moneyInterest rate
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Country Economic VariablesPer capita income, growth, new investment, new firmsInvestment by individuals (India, China)Institutions activity (% managed by funds)Market cap compared to economyMeasure of float(???), in some countries, the market float is large but the float is small.
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Capital Market GovernanceDaouk, Lee and Ng (2006, JCF)CMG indexEarnings opacityEnforcement of insider laws, Removal of short selling restrictionsPerformanceLow cost of equityHigh liquidityEfficient pricing
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Capital Market GovernanceDaouk, Lee and Ng (2006, JCF)32 countries; Not focus on crisisGood governance => good performance => liquidityNot focus on crisis
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Sample: 37 Stock Markets 1996-2007
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Illiquidity Measure 1
Chart1
0.3357
0.7532
0.9325
1.2291
1.3578
1.7088
1.7805
1.9112
2.3356
2.3515
2.3693
2.4804
2.5648
2.5656
2.739
3.1268
3.3423
3.5067
3.7073
3.8993
4.0918
4.1401
4.4169
4.5983
4.7204
6.3266
6.5011
7.2317
7.838
8.631
9.1108
9.3648
10.8968
13.0686
16.7295
31.2996
34.7628
IL
Daouk
Countries1IL1IL2IL3EarnOpacCMGidxCostofEquityExpectedRetVol/CapMktDepthVolatilitySyncronicityUS/MktCapIPOretShortSellPutInsiderEnforceDaoukIL1IL2IL3
Australia4.4172.9690.7386.315.620.1120.1140.040.740.050.06-1.470.12196919821996MktDepth0.2350.200-0.245
Austria4.7201.2810.4085.314.770.1540.0870.040.880.050.090.840.0619691991NoCost of Equity0.0010.035-0.209
Belgium10.8974.1620.7296.596.220.1130.0930.010.320.040.15-1.980.15196919921994CMG Index0.2850.388-0.198
Chile13.0693.3310.482450.0470.0770.010.210.050.21-2.10.09No19941996US/MktCap-0.049-0.011-0.138
Denmark3.7072.5870.3105.645.480.1390.0940.020.450.040.07-1.490.05196919901996Vol/Cap0.0780.082-0.105
Finland2.7391.5320.8295.726.090.0940.1130.14-0.720.1No19881993EarnOpac0.2860.370-0.023
France34.7635.5310.6996.368.450.1420.1130.030.750.050.07-1.130.12196919871975Expected Ret-0.0180.1110.063
Germany8.6312.6160.4735.545.620.1010.1020.143.570.050.11-1.770.28196919901995IPO return-0.528-0.4370.092
HK4.5982.6400.59953.830.1640.1260.040.620.070.15-2.240.17199419931994Syncronicity-0.225-0.2090.135
India1.2290.9710.7133.950.980.1150.0760.030.580.060.19-2.370.35NoNoNoVolatility-0.274-0.2060.247
Italy1.3581.0570.5424.414.980.1080.1050.030.450.060.18-1.220.22196919951996
Japan9.3652.9940.7244.056.40.0570.120.030.540.060.23-2.520.28196919891990
Korea3.8992.2120.6933.474.49-0.0920.0890.060.720.120.17-1.710.74No19971988
Malaysia1.9110.9260.7884.461.92-0.0050.1150.020.290.070.43-1.771.041996No1996
Mexico4.0923.0240.3736.525.170.0050.1060.040.640.080.29-0.650.331969NoNo
Norway4.1403.5290.67876.850.120.1110.040.860.060.12-0.960.13No19901990IL1IL2IL3US/MktCapIPOret
Portugal9.1112.0930.77975.330.0720.0960.030.660.040.07-1.330.111986NoNoIL11
Singapore1.7091.4200.1534.897.960.0640.1150.020.410.050.19-1.980.3196919931978IL20.85641025641
SouthAfrica0.7530.5740.9044.744.580.0910.1110.020.370.060.2-2.20.3319691992NoIL3-0.1822222222-0.29641025641
Sweden0.3360.2660.7765.596.40.1510.1050.030.610.060.14-0.940.31199319871990US/MktCap-0.0486590926-0.0112290214-0.13849126361
Switzerland2.3691.5610.2615.595.630.150.1060.041.070.05-1.250.35196919881995IPOret-0.5280464739-0.43717015760.0922532301-0.33475678041
Taiwan7.8382.5990.6874.897.960.0310.0930.141.920.080.41-3.360.311980No1989
Thailand2.3520.9680.7525.293.81-0.1010.0820.040.550.090.27-2.430.47NoNo1993
Turkey2.5651.5950.7784.784.040.0830.080.070.60.140.39-1.450.131995No1996
UK2.5661.7640.7055.928.310.1320.1160.051.190.040.06-1.970.17196919841981
USA3.1272.0030.6157.498.830.0830.1060.061.950.040.020.990.18196919731969
IL1IL2IL3EarnOpacCMGidxCostofEquityExpectedRet
IL11
IL20.85641025641
IL3-0.1822222222-0.29641025641
EarnOpac0.28555740640.3695044029-0.02339506461
CMGidx0.2848773360.3879033629-0.19844610540.56720685671
CostofEquity0.00136474270.0348009381-0.20948799980.31682911950.20106845961
ExpectedRet-0.01833698730.11105986650.06331450330.21800897550.37301693640.17795091051
IL1IL2IL3Vol/CapMktDepthVolatility
IL11
IL20.85649101731
IL3-0.170346286-0.27473756981
Vol/Cap0.0779775440.0823967487-0.10514058091
MktDepth0.23549297760.1996654891-0.24486211990.80096393651
Volatility-0.2743102155-0.20590210610.24740125580.2957540801-0.12881381951
Daouk
IL1
IL2
IL3
MacroSD
Countries1IL1IL2IL3FDIGDPGDPgrowthCPIIrspreadListedDomesticLtTunempListedFirm%GDPM2/GDPM2Real IRStockValTradedStockTOUnEmpIL1IL2IL3StockValTradedStockTOUnEmpIL1IL2IL3
Argentina2.4801.8750.6711.990103525.31026.5800238.3590053.78967218.051326.482163.156818305000000008.5353312.72111610.060822.01106725868112StockValTraded-0.3861003861-0.40823680820.2458172458
Australia4.4172.9690.7382.5549861350.3320.94731111.2914350.3442954151.06434.52229915.090454.7827871290000000001.5961416.2263315.439241.06742131282528269StockTO-0.2550836551-0.26537966540.4110682111
Austria4.7201.2810.4081.1405231219.7371.0735610.63655770.1701637.5182163.2918828.4207440.54051793.3563915.340650.383574436351925622LT Unemploy-0.2215662147-0.33212374210.5071385125
Belgium10.8974.1620.72927.517361147.2691.0713860.57560930.406045313.28815.64511546.938520.75593316.09511867.544541.1591651923315811CPI-0.07129987130.04736164740.1853281853
Chile13.0693.3310.4822.004555341.94112.2934421.7601480.977615120.3665119.358374.84865862900000000006.0343843.2995483.4107031.15717929248182010M2/GDP-0.0565778699-0.14463550290.0064098455
China3.3421.9660.7240.6422654230.71451.0171782.766170.3589621278.04589.87309517.8571169800000000002.580989.95200374.291460.5315518323326103418GDPgrowth-0.0393822394-0.01724581720.077992278
Colombia16.7304.6170.5811.85073965.458822.5459865.5761471.7701928.800217.5648663.493641211000000000005.8596661.3636896.0254892.9267291111231136GDP-0.02754182750.0082368082-0.0537966538
Czech0.9330.7380.7593.506353446.44372.0052583.3918360.5535088430.90479.2529754.9369933.3631763260000000001.4885747.5345724.470831.644337462227331Unemploy0.00617760620.07052767050.2391248391
Denmark3.7072.5870.3106.8416741297.0031.0391350.448810.3864126.155653.1897688.8317483.232048939000000000.68904112.0064512.355930.7385965141521303116FDI0.0190476190.00823680820.0146718147
Finland2.7391.5320.8292.7098711922.9541.4960850.89433730.417855722.872883.08654969.168891.50259750.274433.576481.9006861131292327IR spread0.06439117470.1375570526-0.2017103386
France34.7635.5310.6990.80586061135.6981.1496280.60262750.460831285.84433.13305521.349730.607195920.138111.956251.3159243330112525Real IR0.07333062390.2000416285-0.0011009543
Germany8.6312.6160.4733.109361880.90310.96427920.44177960.3727944117.71971.61427112.415560.718334315.1385919.144640.7150405151035333029M20.45208494540.34724435580.268823111
HK4.5982.6400.5999.1937812213.0554.1524863.6294881.133344184.5107114.507334.522824490000000004.06764564.4639620.340931.8379232727201214
India1.2290.9710.7130.193962659.546871.928012.977932483.162914.060327.13512855400000000001.06095222.1974860.955330.350333126227141815
Indonesia6.5013.4370.5931.69342455.286365.48750215.339813.9062128.8613310.587723.79126127700000000000010.593974.31760430.273032.04344871220191019
Israel1.7811.5680.7041.163794414.40112.4287553.717570.914691131.9785818.783410.279111040000000001.76911415.818315.060571.2156435710222723
Italy1.3581.0570.5420.4136135687.66681.2907390.61565670.470328219.396232.78963913.363831.77629617.8280126.721961.35620716191436327
Japan9.3652.9940.7240.0781518990.59571.4892780.75444220.2505511365.39574.74981718.0357512.94512782000000000000.562824724.6371425.727270.6912311202118343624
Korea3.8992.2120.6930.60196531283.2634.2454281.7067870.4539548272.77741.00287324.9581913.509031430000000000002.31467860.3184382.893941.55389717182413354
Malaysia1.9110.9260.7881.327698252.61274.6754941.2115890.5495221125.087954.129487.3606741040000000003.18071648.9358116.808710.4070137302033161720
Mexico4.0923.0240.3730.5206864325.32512.0493839.3459972.74674920.521090.44143316.9779762.1110754500000000003.1956342.9766455.715570.687020869126713
Norway4.1403.5290.6781.353621871.3591.3789140.81207190.159825818.153143.1060939.4669422.4232211120000000005.35854712.7513917.234480.55439062236241435
Peru7.2322.7020.3421.241281101.18322.4896523.3810892.01606622.992157.1693313.397676110000000005.7758422.0129438.3791031.239766843432153
Philippines6.3272.4610.4320.972478360.314712.0252881.9000540.90216596.60041220.605343.0739935000000000001.71172810.0370717.550651.0790121295628
Poland2.3361.9210.6431.090171472.91941.6905885.9865391.03338748.923567.5272467.640994.347207851000000003.3976152.15256719.017813.4732599171541936
Portugal9.1112.0930.7791.917259557.65861.9927720.66656760.966860938.619167.65418710.134492.63151212.1946817.40031.22868110529232412
Russia3.5071.7210.7200.5808772308.47414.74039522.0704824.0876358.5147310.0590219.220084.445377219000000000023.665687.66546419.697192.041226242513352228
Singapore1.7091.4200.1534.0086661829.5834.28890.78932690.801490992.8038336.6765712.65762321000000002.88038521.3546312.046561.02875722321717165
SouthAfrica0.7530.5740.9041.7257136.65811.5706152.2027640.408198111.828434.622032.3643221870000000002.94054819.1115915.990383.080935282643421
Sweden0.3360.2660.7766.3921822008.981.2467430.84479380.669101918.500865.53887419.92490.5256567907000000001.22597531.9702322.188521.8094143434112334
Switzerland2.3691.5610.2611.997332995.95561.1905460.38172530.673626424.34545.16124746.268887.237723587000000000.976358143.1255815.847570.6274417333097117
Thailand2.3520.9680.7521.754263174.10874.9815072.4590310.615886831.3131721.4880510.0744110900000000003.47283218.4293423.641240.81916671216165531
Turkey2.5651.5950.7780.7965986203.6525.47235827.8432924.855418.34004613.001056.7649167870000000000000017.8218927.42551.66652927311292933
UK2.5661.7640.7052.2736431701.0080.51609010.6310810.0956992262.73765.94257222.829231.21450942.665839.449561.1089613536281930
USA3.1272.0030.6150.90284551927.061.1670390.61579751409.9971.81094420.579784.13354713400000000002.06157670.6258641.168230.6698038181423122132
Venezuela31.3007.4390.7521.789193355.29877.71975224.722832.17845416.6324.3238431.1679741880000000000015.009321.28558112.792921.976891131332212826
MacroSD
000
000
000
000
000
000
000
000
000
000
000
000
IL1
IL2
IL3
MacroMN
Countries1IL1IL2IL3CorruptionFDIGDPGDPgrowthGINICPIIrspreadListedDomesticLtTunempListedFirm%GDPM2/GDPM2NewBussReal IRStockValTradedStockTOUnEmpIL1IL2IL3StockValTradedStockTOUnEmpIL1IL2IL3
Argentina2.4801.8750.6714.332.9806517548.0871.4222850.944485.1784225.376828116.194440.6586627.36566982000000004260110.437324.11428712.324615.826051216161432M2-0.6499299639-0.65161332150.0296636024
Australia4.4172.9690.7381.75618821110.952.3535592.4811574.9678391330.89727.3371794.7725665.019245010000000003542805.95003858.2571861.499416.76714923272717276Unemployed-0.3992277992-0.34517374520.0751608752
Austria4.7201.2810.4082.13941423774.071.86395429.151.7157133.697.9061325.5870719.80795121205.526.68982839.901694.0561282586332616GINI-0.3860216447-0.36952932430.1158769886
Belgium10.8974.1620.72923.8539122318.141.72854832.971.8865524.628798156.096255.9898982.78603480335.59113417.6311345.596727.912128323326232210IR spread-0.3860216447-0.36952932430.1158769886
Chile13.0693.3310.48212.876.6096365003.5033.01090856.666493.8765824.153498261.740192.4724147.34624225000000000007.4443299.14558211.03177.3322983330936284Real IR-0.3816088399-0.34705882350.097841795
China3.3421.9660.72427.333.6383031025.5558.21944146.91.583923.2306211099.23631.74782129.8773164000000000003526964.00479734.24218143.56273.559962171824302530Corruption-0.3114065107-0.1900871811-0.1239734571
Colombia16.7304.6170.5812.643.5491152052.0670.490463657.9265710.993557.958506136.848118.3979624.5745100000000000012.42711.3959438.58577415.25119343411101618GDP-0.2759330759-0.23783783780.1366795367
Czech0.9330.7380.75920.236.2818775708.3242.6725425.44.5322534.692824252.773541.5166222.4938564.80711540000000000999153.74071312.4583757.125467.1317453330111820LT Unemploy-0.2363933597-0.12115907240.0008410868
Denmark3.7072.5870.3104.53039129547.911.74616924.72.1394415.004822210.808422.8656156.5174353.84729717000000000479145.62232138.3220268.088675.10102119233782FDI-0.2064350064-0.23963963960.1276705277
Finland2.7391.5320.8293.80826822997.223.19110426.881.379693.485164133.368228.21513131.3518238863.52932599.2261180.8117210.5457915103516345M2/GDP-0.1790306052-0.1228600536-0.1080117433
France34.7635.5310.6992.61076222175.821.6303561.6063223.652102750.667440.3110676.211381988205.10757955.4303174.1712810.57838363519312919NewBuss-0.13612215640.0133285871-0.1106002256
Germany8.6312.6160.4733.852.13321122784.121.27332628.311.4318856.553383753.173950.2482347.152826784398.90378848.26594125.72748.845319292482893CPI-0.1196911197-0.33281853280.0069498069
HK4.5982.6400.59916.2528725326.752.71076243.440.0583414.225096848.4011358.8138216.13252880000000000906079.137157186.010556.422915.310851242513203029GDP growth0.02857142860.0774774775-0.1410553411
India1.2290.9710.71324.980.801931470.60584.69886236.85.796725534.81338.1329252.99675135000000000007.23396251.95092107.28254.6513414622353312Listed Firm%GDP0.1073359073-0.0012870013-0.3657657658
Indonesia6.5013.4370.59341.510.1156858851.63331.47079333.7379414.346023.122126307.245624.8002847.333887490000000000003.68900411.2116653.158887.033702273112141915StockValTraded0.21106821110.1315315315-0.1876447876
Israel1.7811.5680.7042.64570117653.850.985896639.24.0452154.499008620.457558.7686690.872884370000000008.39164426.9279243.239388.86149471220252331Listed Domestic0.23114543110.3588159588-0.1111969112
Italy1.3581.0570.5420.830593918932.160.969233736.032.4306325.344296268.479761.8770644.520223893424.64064742.6785697.35810.2106571012627StockTO0.23140283140.21287001290.0900900901
Japan9.3652.9940.7240.139969436858.71.025705-0.06557851.9232452731.0925.0220372.26531220.49211000000000000003.16857950.5306269.594564.5217023128256119
Korea3.8992.2120.6931.01077811144.53.81965931.593.663361.6093411348.4912.42571849.0778960.006214040000000000005.713261115.0287226.96233.976681202118131322
Malaysia1.9110.9260.7883.5606553948.4742.48405449.152.4391723.437483835.9436157.6473125.17434590000000004.43372468.2718337.887743.1888098434192113
Mexico4.0923.0240.37317.842.9710125730.412.37283549.0211712.17487.339927170.83731.27552725.7977327.8178216000000000003.9794647.69173930.985312.767662129532368
Norway4.1403.5290.6782.11237937207.012.23534925.792.0288972.378261184.17368.20426242.7604152.04758710000000000237982.55022235.7719585.92823.845277223217272017
Peru7.2322.7020.3424.263.1875822104.2411.71432250.679074.43276312.54067217.917426.2355228.68692580000000002573817.054323.49216513.918868.4785532826429157
Philippines6.3272.4610.43235.171.6214181009.2352.20932245.59275.9147284.309701228.446343.3338155.919432080000000000133285.27596213.0594925.816379.477234262279728
Poland2.3361.9210.64315.033.4947514440.7694.32328733.325827.7883035.334205.284743.99916.5249836.72412900000000002535198.888875.61481246.4517815.729089171518241
Portugal9.1112.0930.77914.312.7969510668.531.84923438.452.902134.168699100.220342.8923840.64223278654.82641124.0601659.585855.535277302033243111
Russia3.5071.7210.72015.371.3960961874.3034.31817644.0355127.1296422.26364221.698318.6181133.2108121.4236725500000000006.1544879.76681630.4989810.165741814238221
Singapore1.7091.4200.15313.986922393.363.01651342.480.77446363.990525394.0992154.0358106.0523172000000000394576.00095880.1935551.961493.94933691261036
SouthAfrica0.7530.5740.90416.091.5600653105.5941.42357.785.8864.949797530.0537169.590252.555295710000000001428208.15896955.6728739.6267926.009532236151226
Sweden0.3360.2660.7766.10205726938.032.51823250.95982763.664655263.377426.82677109.029747.641231210000000000156004.111126101.697995.533947.06817113151434
Switzerland2.3691.5610.2613.70110733589.820.964927233.680.79558242.882073250.692329.48587235.2548138.6451587000000000219063.38364198.551488.758123.44523411112223225
Thailand2.3520.9680.75218.272.722872120.7241.85500843.012733.2749544.137655432.372846.60639105.14465870000000000440036.15736836.8207879.539242.02144710529341714
Turkey2.5651.5950.77816.730.9522952965.3562.68867141.8384651.2049286.958232.7485131.8283237.992729710000000000000045.74672157.94758.4400381313324335
UK2.5661.7640.7054.26827224420.12.4446935.972.5638662.8633932214.79830.33065151.87093902002.729981115.095984.977075.756171415212133
USA3.1272.0030.6151.59526434160.472.22138740.812.5145566866.88.176676138.744769.098371300000000004.750211190.6822140.83365.0008091619143524
Venezuela31.3007.4390.7523.335414767.859-0.064348747.6445532.957288.56940271.101057.76774717.3360622800000000000-3.1913451.06257912.9311213.53649353628213523
FDIGDPGDPgrowth
GDP0.24916344921
GDPgrowth0.174002574-0.16422136421
MacroMN
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
000
IL1
IL2
IL3
CG
37
Countries1LegalOriginIL1IL2IL3Top10CapTop10TOMktCap/GDPListedCo/popOwnConcAntiSDPubEnforceAntiDirDisclosProsLiabTaxEvasIL1IL2IL30.3287979746
AustraliaEnglish4.4172.9690.7380.7730.77958.083.100.530.34020.500.220.94Disclosure0.5090.457-0.448
HKEnglish4.5982.6400.5990.4170.456101.9768.350.280.760.540.750.665.78Anti SelfDeal0.2650.263-0.305Top10TO0.859Top10Cap
IndiaEnglish1.2290.9710.7130.6290.76516.3912.070.580.2112.50.250.115.69MktCap/GDP0.2190.353-0.299MktCap/GDP
IsraelEnglish1.7811.5680.70467.1615.490.540.540.530.420.442.87ListedCo/pop0.1470.176-0.293ListedCo/pop0.716MktCap/GDP
MalaysiaEnglish1.9110.9260.7880.4480.59789.7016.720.450.63140.580.337.25Tax Evas0.0010.061-0.270OwnConc
SingaporeEnglish1.7091.4200.1530.1450.12143.320.900.76013.81Prospect Liab0.4120.547-0.141AntiSD
SouthAfricaEnglish0.7530.5740.9040.5820.51414.272.890.630.57030.420.112.82Anti Dir0.5310.415-0.082PubEnforce-0.235AntiSD
ThailandEnglish2.3520.9680.75220.1910.360.33143.17Pub Enforce-0.050-0.1820.094AntiDir0.577AntiSD0.094PubEnforce
UKEnglish2.5661.7640.7050.6520.69458.6039.360.450.460.7540.580.556.00Own Conc0.019-0.0480.308Disclos
USAEnglish3.1272.0030.6150.7190.808177.1128.610.370.4603.50.500.667.38Top10 Cap-0.091-0.2130.385
ArgentinaFrench2.4801.8750.67189.4913.730.340.380.53.50.750.224.54Top10 TO-0.140-0.2000.492
BelgiumFrench10.8974.1620.7290.4500.55154.6910.550.480.2813.50.420.004.60
ChileFrench13.0693.3310.4820.5810.419360.98129.210.540.96050.920.666.93
ColombiaFrench16.7304.6170.5810.3730.37833.805.600.400.580.550.920.662.21IL1IL2IL3
FranceFrench34.7635.5310.6990.5500.58324.701.480.580.65040.500.662.73Latin3.1821.4040.794
IndonesiaFrench6.5013.4370.5930.4470.47853.0497.720.510.73140.670.665.20Europe3.2601.8690.690
ItalyFrench1.3581.0570.5420.5540.61452.774.910.580.42020.670.223.13Scandinavian3.2751.9250.683
MexicoFrench4.0923.0240.3730.2140.21369.1721.510.180.5004.50.750.666.36Asia12.8473.4740.500
PeruFrench7.2322.7020.3420.5090.30454.1429.390.230.470.54.50.750.664.63USA4.1403.5290.678
PhilippinesFrench6.3272.4610.4320.3630.168148.4234.600.540.95150.920.666.09
PortugalFrench9.1112.0930.7790.6430.71521.871.730.640.170.530.580.111.82IL1IL2IL3
RussiaFrench3.5071.7210.7200.6710.67239.6940.220.360.4213.50.580.395.11Scandinavian3.2751.9250.683
TurkeyFrench2.5651.5950.7780.6130.62022.858.170.560.450.253.50.330.66German4.1042.0010.486
VenezuelaFrench31.3007.4390.7520.6120.60748.002.950.570.22040.831.002.03French7.0542.2270.709
AustriaGerman4.7201.2810.4080.6550.63616.695.710.29122.99English7.9942.9760.608
ChinaGerman3.3421.9660.72446.248.810.520.4412.50.420.662.31
CzechGerman0.9330.7380.75933.161.520.44142.46
GermanyGerman8.6312.6160.4730.5100.316164.75100.550.491.00151.000.668.54
JapanGerman9.3652.9940.7240.3810.546155.7712.040.520.81050.830.664.16
KoreaGerman3.8992.2120.6930.5720.681112.2731.380.280.3313.50.580.283.97
PolandGerman2.3361.9210.643248.9635.950.410.270.7530.670.446.84
SwitzerlandGerman2.3691.5610.2610.3740.265101.8925.810.180.56030.750.665.11
TaiwanGerman7.8382.5990.6870.4470.25344.796.620.470.81040.920.223.74
DenmarkScandinavian3.7072.5870.3100.5390.47035.304.330.590.43030.500.222.03
FinlandScandinavian2.7391.5320.8290.4160.369157.7033.130.190.95050.830.666.69
NorwayScandinavian4.1403.5290.6780.4120.062142.1422.830.200.65031.001.006.96
SwedenScandinavian0.3360.2660.7765.512.810.510.09010.170.221.63
CG
000
000
000
000
000
000
000
000
000
000
000
IL1
IL2
IL3
IL1stat
000
000
000
000
000
IL1
IL2
IL3
IL2stat
000
000
000
000
IL1
IL2
IL3
IL3stat
3110 Observations in time series, 1/1/1996-30/11/2007
CountriesN of CompaniesMeanStd DevSD/MeanSkewKurtosisMinMaxCountryIL
Venezuela1180.3360.6521.9424.23123.1920.0005.446Venezuela0.336
Colombia2650.7531.3061.7354.47423.5640.00010.555Colombia0.753
Russia7070.9331.1961.2823.07913.3440.0008.552Russia0.933
Austria3631.2290.9600.7811.5203.1280.0845.735Austria1.229
Italy9031.3581.0880.8011.9404.4510.0456.620Italy1.358
China1,7271.7091.7371.0172.2636.6600.00011.272China1.709
Belgium1,0651.7811.4110.7931.6833.1760.0008.032Belgium1.781
Chile4991.9111.9671.0292.7039.8110.07314.013Chile1.911
Switzerland1,2692.3361.8870.8082.4315.9160.00011.334Switzerland2.336
Czech2702.3525.5892.3774.70225.6590.00044.658Czech2.352
Taiwan1,5602.3692.9591.2495.24442.3920.07331.313Taiwan2.369
France2,7542.4802.3030.9281.8293.0960.00012.012France2.480
Peru4832.5653.5781.3955.27334.2540.03632.919Peru2.565
Denmark4762.5662.4490.9541.8243.3830.20313.507Denmark2.566
UK7,8392.7392.5450.9294.52629.5040.00025.400UK2.739
Finland3423.1273.3871.0831.8483.2210.00017.479Finland3.127
Portugal2973.3423.1390.9392.72210.3050.19923.177Portugal3.342
Norway6943.5074.5751.3052.7688.3210.00027.732Norway3.507
Turkey4463.7074.0971.1053.53617.0920.00034.143Turkey3.707
Sweden1,4643.8995.7001.4622.7047.7510.00033.337Sweden3.899
Japan5,0454.0922.9820.7291.3752.4710.51118.067Japan4.092
USA43,1484.1402.0330.4912.0049.4760.11318.136USA4.140
Argentina2024.4175.7341.2983.25012.6060.00040.208Argentina4.417
Australia3,9884.5982.9610.6441.5172.8740.28017.071Australia4.598
Poland5144.7208.8471.8743.62915.8530.00063.770Poland4.720
Malaysia1,4226.3275.9330.9381.4652.5200.10733.748Malaysia6.327
Israel9576.5015.1430.7910.875-0.1580.35121.669Israel6.501
Korea2,7427.23210.0221.3862.8749.1420.00063.710Korea7.232
Thailand1,2367.8389.0691.1573.87018.6660.23872.516Thailand7.838
Singapore1,0358.63111.6761.3532.3786.8760.00071.201Singapore8.631
Mexico7729.11112.5901.3823.20513.6320.00090.995Mexico9.111
SouthAfrica1,7269.36510.6371.1362.0534.5980.00060.833SouthAfrica9.365
Germany11,24810.89716.1751.4843.60415.5130.000122.616Germany10.897
HK1,48613.06912.3380.9441.3211.8090.00065.299HK13.069
India3,13316.73020.0981.2011.9874.1570.000111.562India16.730
Philippines54031.30036.6851.1722.0944.4590.123188.490Philippines31.300
Indonesia67734.76358.7301.6894.89029.2620.181514.456Indonesia34.763
103,412
IL3stat
IL
IndicesIL1
3110 Observations in time series, 1/1/1996-30/11/2007
CountriesN of CompaniesMeanStd DevSD/MeanSkewKurtosisMinMaxCountryIL
Venezuela1180.2660.3711.3932.7659.6230.0002.427Venezuela0.266
Colombia2650.5740.7321.2763.80517.9470.0005.254Colombia0.574
Russia7070.7380.7821.0602.0206.0880.0004.885Russia0.738
Chile4990.9260.5510.5961.6834.2280.1053.603Chile0.926
Czech2700.9681.0311.0651.7893.4280.0005.909Czech0.968
Austria3630.9710.6190.6380.9420.9500.0823.316Austria0.971
Italy9031.0570.6760.6401.8504.3480.0724.374Italy1.057
Poland5141.2811.0860.8481.4102.3300.0005.871Poland1.281
China1,7271.4201.2370.8712.1196.2010.0008.372China1.420
UK7,8391.5320.8520.5564.31528.3170.0008.821UK1.532
Taiwan1,5601.5611.3630.8733.76126.6930.11113.846Taiwan1.561
Belgium1,0651.5681.0870.6941.3812.0060.0005.818Belgium1.568
Peru4831.5951.0590.6641.8034.9770.0326.906Peru1.595
Norway6941.7211.5230.8852.0364.6180.0008.418Norway1.721
Denmark4761.7641.2950.7341.4151.6460.2366.695Denmark1.764
France2,7541.8751.3140.7011.3481.5330.0006.630France1.875
Switzerland1,2691.9211.2890.6712.2364.9490.0007.726Switzerland1.921
Portugal2971.9661.2680.6451.8054.4890.2718.773Portugal1.966
Finland3422.0031.6860.8421.2711.1640.0007.787Finland2.003
Mexico7722.0931.2820.6131.3022.1390.0007.426Mexico2.093
Sweden1,4642.2122.2151.0011.9533.7750.00011.792Sweden2.212
Malaysia1,4222.4611.5360.6240.8520.9300.1918.689Malaysia2.461
Turkey4462.5872.2220.8593.38615.8020.00018.439Turkey2.587
Thailand1,2362.5991.5180.5842.2216.8570.26710.595Thailand2.599
Singapore1,0352.6162.3410.8951.1791.0000.00010.863Singapore2.616
Australia3,9882.6401.1720.4440.6570.6040.3106.678Australia2.640
Korea2,7422.7021.8750.6942.1986.0600.00012.458Korea2.702
Argentina2022.9692.9390.9902.4777.0200.00018.343Argentina2.969
SouthAfrica1,7262.9941.9070.6370.9710.4310.0009.424SouthAfrica2.994
Japan5,0453.0241.7750.5871.0341.2360.55010.233Japan3.024
HK1,4863.3311.9270.5780.336-0.8010.0008.345HK3.331
Israel9573.4372.2670.6600.776-0.3330.4129.993Israel3.437
USA43,1483.5296.7521.91412.319158.5610.09695.747USA3.529
Germany11,2484.1622.8460.6842.1575.0840.00018.385Germany4.162
India3,1334.6173.2520.7041.1781.2090.00017.325India4.617
Indonesia6775.5313.3680.6091.3072.6920.22320.482Indonesia5.531
Philippines5407.4395.3380.7181.1260.9820.30826.571Philippines7.439
103,412
IndicesIL1
IL
IndicesIL2
3110 Observations in time series, 1/1/1996-30/11/2007
CountriesN of CompaniesMeanStd DevSD/MeanSkewKurtosisMinMaxCountryIL
China1,7270.1530.2431.5863.0437.7290.0071.000China0.153
Taiwan1,5600.2610.1880.7213.2199.5510.0630.999Taiwan0.261
Turkey4460.3100.1670.5403.18510.7000.0791.000Turkey0.310
Korea2,7420.3420.1680.4913.1089.4990.1261.000Korea0.342
Japan5,0450.3730.1580.4243.37110.5590.1261.000Japan0.373
Poland5140.4080.1560.3821.7024.6890.0741.000Poland0.408
Malaysia1,4220.4320.1710.3951.3163.1360.0600.993Malaysia0.432
Singapore1,0350.4730.1390.2950.9192.3000.1420.991Singapore0.473
HK1,4860.4820.1430.2972.2616.2260.2370.999HK0.482
Italy9030.5420.0900.1663.32814.6320.3970.997Italy0.542
India3,1330.5810.1110.1912.1876.3130.2931.000India0.581
Israel9570.5930.1580.2670.6380.6310.1641.000Israel0.593
Australia3,9880.5990.0600.1002.93112.2160.4340.922Australia0.599
Finland3420.6150.0860.1402.2477.9270.4040.997Finland0.615
Switzerland1,2690.6430.0760.1181.1793.4640.4660.946Switzerland0.643
France2,7540.6710.0820.1230.6812.1350.4890.989France0.671
USA43,1480.6780.0930.1371.0142.3550.5130.998USA0.678
Thailand1,2360.6870.0850.1240.8612.6120.4220.981Thailand0.687
Sweden1,4640.6930.0760.1092.1856.7590.5491.000Sweden0.693
Indonesia6770.6990.1060.1511.0111.8290.3971.000Indonesia0.699
Belgium1,0650.7040.1060.151-0.112-0.7890.4820.994Belgium0.704
Denmark4760.7050.0780.1101.9225.4970.5091.000Denmark0.705
Austria3630.7130.1080.1520.1670.6560.4341.000Austria0.713
Norway6940.7200.0810.1130.8222.6700.5031.000Norway0.720
Portugal2970.7240.1100.152-0.158-1.0920.4610.990Portugal0.724
SouthAfrica1,7260.7240.1380.190-0.472-0.8120.4010.996SouthAfrica0.724
Germany11,2480.7290.1090.149-0.200-0.6750.4920.996Germany0.729
Argentina2020.7380.0860.1161.2412.0300.4921.000Argentina0.738
Philippines5400.7520.1130.1500.013-0.3400.4071.000Philippines0.752
Czech2700.7520.2430.324-1.046-0.4520.1281.000Czech0.752
Russia7070.7590.1000.131-1.3521.8180.3540.955Russia0.759
Venezuela1180.7760.1930.248-1.018-0.1650.1891.000Venezuela0.776
Peru4830.7780.0520.066-0.9281.0540.5800.992Peru0.778
Mexico7720.7790.0690.088-0.718-0.5600.5880.993Mexico0.779
Chile4990.7880.0650.0820.4661.6460.5780.991Chile0.788
UK7,8390.8290.0390.0461.7808.9340.5901.000UK0.829
Colombia2650.9040.0450.0490.259-0.2710.7591.000Colombia0.904
103,412
IndicesIL2
IL
TSgraphs
WorldGLatinGEuropeGAsiaGWorldLatinEuropeAsiaWorldGLatinGEuropeGAsiaG
02/01/1996-0.18117039-0.62026014-0.08130021-0.8881208202/01/19962.358313010.42503751.45248640.9753203WorldG1
03/01/1996-0.4647111-0.64529595-0.44198818-0.6650388403/01/19961.561751470.457075751.106696741.69178659LatinG0.77015586341
04/01/1996-0.196350420.19773104-0.30041781-0.4712333304/01/19961.86020610.833132781.148954441.65094399EuropeG0.91503276330.60453183541
05/01/1996-0.168066640.29736893-0.28897102-0.1882378305/01/19961.697504521.121913741.197908132.28922275AsiaG0.80605094040.54066905560.60520621681
08/01/1996-0.00448069-0.07643735-0.15097491-0.4187757408/01/19962.188839861.103168961.340455391.80508942
09/01/1996-0.219073930.09631456-0.41378223-0.616259709/01/19961.501931511.050746541.117836641.39428294WorldLatinEuropeAsia
10/01/1996-0.18730716-0.54149339-0.26124636-0.5040365210/01/19961.838120960.51369891.221144172.04572779World1
11/01/1996-0.02329472-0.501671331.09656124-0.593466811/01/19964.835415161.1255467216.52647871.617297Latin0.64471836161
12/01/1996-0.28362035-0.10972495-0.45185682-0.7327048912/01/19961.434046261.298731121.075608761.32052484Europe0.80777563790.55783742231
15/01/1996-0.09948429-0.24749252-0.08259402-0.624286315/01/19962.033855251.119859091.412204422.02387279Asia0.90219083410.44858301250.69732103571
16/01/1996-0.03911114-0.260324520.60165261-0.5912388316/01/19964.758122950.7813533516.115556171.7430768
17/01/1996-0.29502204-0.52908141-0.24143425-0.5880334817/01/19961.364752770.365953541.200867621.80873112
18/01/1996-0.25266072-0.61362014-0.25892939-0.5513055118/01/19961.421958810.507531461.265166891.49797618
19/01/1996-0.38400167-0.24012931-0.62015473-0.6094631819/01/19961.245110450.78595930.837794161.53627391
22/01/1996-0.147575460.37181392-0.46708372-0.5196527522/01/19961.644466741.07574841.057757971.94385763
23/01/1996-0.24122670.33190904-0.66330214-0.5838801123/01/19961.480038921.238777160.826688841.74938418
24/01/1996-0.33790953-0.61044171-0.48150142-0.6149899224/01/19961.526844880.553686621.057081071.8878408
25/01/1996-0.34090205-0.42638491-0.39518951-0.6304888925/01/19961.46867910.874587471.16197931.72383433
26/01/1996-0.296197190.19927291-0.54022064-0.6422375326/01/19961.488615551.301710050.965688731.68780357
29/01/1996-0.17604325-0.56622973-0.10501852-0.4870074429/01/19961.9512040.915300051.421652631.79044145
30/01/1996-0.29939138-0.37196686-0.17097906-0.6148836330/01/19961.570569651.017901581.387817471.71025989
31/01/1996-0.43869325-0.34384393-0.54738849-0.7148989931/01/19961.307105040.932601871.059679371.31097546
01/02/1996-0.47904479-0.45618591-0.66317175-0.696381201/02/19961.23505060.93669651.018207441.43867644
02/02/1996-0.35689538-0.08288909-0.37768519-0.633113702/02/19961.412220781.262386161.626061851.61978396
05/02/1996-0.25488734-0.18419315-0.13430254-0.5473608205/02/19961.440812380.597751261.53685171.679734
06/02/1996-0.38874771-0.02430179-0.615335-0.5363853106/02/19961.308495581.233808271.018469681.58028836
07/02/1996-0.35274731-0.02494128-0.47953526-0.6278924407/02/19961.304355880.923012761.129709851.61037177
08/02/1996-0.25119198-0.19115570.07181187-0.6132114708/02/19962.918039390.951274958.125727281.91878503
09/02/1996-0.218313410.00298039-0.02707415-0.6483469309/02/19962.033237730.838150833.918042181.70790652
12/02/1996-0.15633651-0.267196560.29435989-0.4632504912/02/19961.895060920.569704962.653817492.16637432
13/02/1996-0.3492477-0.32583087-0.37058906-0.4872975613/02/19961.672646580.714372661.579323912.71672946
14/02/1996-0.37287286-0.37162986-0.35899806-0.5487985514/02/19961.233706190.771649111.236362341.54506889
15/02/1996-0.39278007-0.70343538-0.35696145-0.5413033615/02/19961.442875420.440365851.407027011.49588592
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23/01/19980.495781950.96642301-0.277736241.3379930323/01/19986.781942732.377246271.403006422.41605094
26/01/1998
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