reserve requirements and optimal chinese stabilization policy · reserve requirements introduction...

44
Reserve Requirements Reserve Requirements and Optimal Chinese Stabilization Policy 1 Chun Chang 1 Zheng Liu 2 Mark M. Spiegel 2 Jingyi Zhang 1 1 Shanghai Jiao Tong University, 2 FRB San Francisco 2nd Ann. Bank of Canada U of Toronto Conference on the Chinese Economy Toronto, October 20-21, 2016 1 The views expressed herein are those of the authors and do not necessarily reflect the views of the Federal Reserve Bank of San Francisco or the Federal Reserve System. 1 / 44

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Page 1: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Reserve Requirements and Optimal ChineseStabilization Policy1

Chun Chang1 Zheng Liu2 Mark M. Spiegel2

Jingyi Zhang1

1Shanghai Jiao Tong University, 2FRB San Francisco

2nd Ann. Bank of Canada U of Toronto Conference on theChinese Economy

Toronto, October 20-21, 2016

1The views expressed herein are those of the authors and do not necessarilyreflect the views of the Federal Reserve Bank of San Francisco or the FederalReserve System.

1 / 44

Page 2: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

The PBOC frequently adjusts reserve requirements (RR)

0

5

10

15

20

25

2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 Source:Bloomberg

China required reserve ratio Percent

I Since 2005, adjusted RR 40 times

I Between 2006 and 2011, RR rose from 8.5% to 21.5%

Page 3: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Introduction

RR play a role in managing external imbalances in China

I Mop up foreign exchange reserves under closed capitalaccount (Ma, et al. (2013))

I Cheaper alternative to sterilization since global financial crisis(e.g., Chang, Liu, and Speigel (2015))

I May therefore be understood as an expedient way foralleviating inflation pressures while reducing sterilization cost

3 / 44

Page 4: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Introduction

RR increases encourage shadow banking activity

I Shadow bank lending increased over 30% per year between2009 and 2013

I Unregulated, kept off of banks’ balance sheet (e.g., wealthmanagement products)

I Reduces costs of financial services but increases financial risks[Gorton and Metrick (2010), Elliott, et al (2015)]

I Shadow banking expansions attributable to tightened bankingregulations (Elliott, et al (2015); Hachem and Song (2016);Chen, Ren, and Zha (2016))

I binding loan/deposit capsI Interest rate controlsI Increases in RR (only affect formal banking)

4 / 44

Page 5: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Introduction

Impact of RR on financing costs affects resource allocations

I RR act as a tax on commercial banks

I Disproportionately affects State-owned enterprises (SOEs)I SOEs enjoy implicit government guarantees on loansI Superior access to bank loans despite lower average

productivity

I Shadow banking not subject to RRsI Main source of financing for privately-owned enterprises

(POEs) (Lu, et al. (2015))

I ↑ RRs reallocates resources from SOEs to POEs

I Reduces SOE activity relative to POEI POEs have higher average productivity (Hsieh-Klenow, 2009)I Thus, raising RR increases aggregate TFP

5 / 44

Page 6: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Introduction

Illustrative macro evidence of RR’s reallocation effects

I Simple BVAR with RR, 3-mo deposit rate, log real GDP, SOEinvestment share

I Data 1995:Q1 to 2013:Q4

I 4-qtr lags with Sims-Zha priorsI Ordering implies RR responds to all shocks in impact period

I Results show positive shock to RR reduces SOE investmentshare

I Increase in GDP surprising, but possible due to increased TFP

I Results robust to RR being ordered last

6 / 44

Page 7: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

BVAR: ↑ RR reallocates investment away from SOEs

#10 -3

-3.0760

0

6.8831Required reserve ratio #10 -3

-1.2972

0

1.9445Interest rate

#10 -3

-4.6025

0

4.2445Real GDP

4 8 12 16

#10 -3

-1.7645

0

5.7697SOE investment share

.68 Error Bands

Page 8: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Introduction

Corroborating micro evidence of RR’s reallocation effectsI Do RR increases reduce SOE stock returns relative to POE?I Consider regression model:

H∑h=−H

Rej ,t+h = a0+a1RRt−1+a2SOEjt×RRt−1+a3SOEjt+bZjt+εjt

where Rej ,t+h = Rj ,t+h − βjRm,t+h denotes risk-adjusted excess

return, RRt−1 denotes changes in RR, and Zjt is a vector ofcontrols (size, book-to-market, industry fixed effects, yearfixed effects)

I Focus on relative effects on SOEs (a2 < 0?)I Daily data for non-financial firms listed on

Shanghai/Shenzhen stock exchanges, 2005-2015I Identification: event study of RR announcement effects

8 / 44

Page 9: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Introduction

RR announcements effects on stock returns

Event window 1-day (H=0) 3-day (H=1) 5-day (H=2)

RRt−1 0.00206 0.00479 0.01057(7.20) (9.21) (15.74)

SOEjt × RRt−1 -0.0012 -0.00225 -0.00442(-3.21) (-3.32) (-5.05)

SOEjt -0.00007 -0.00026 -0.00041(-2.60) (-5.29) (-6.47)

Sizejt -0.00034 -0.00099 -0.00155(-27) (-43) (-53)

BMjt 0.00009 0.00024 0.00047(2.22) (3.29) (4.96)

Sample size 4119971 4079847 4000353R2 0.00071 0.00182 0.00288

9 / 44

Page 10: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Introduction

What we do

I Build a DSGE model with financial frictions and Chinesecharacteristics to study:

1. implications of RR policy for allocation efficiency, aggregateproductivity, and social welfare

2. role of RR policy in stabilizing business cycle fluctuations

3. optimal RR under simple policy rules and interactions withinterest-rate policy

10 / 44

Page 11: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Introduction

Two sector DSGE model

I State-owned enterprises (SOEs) and privately-ownedenterprises (POEs)

I Identical ex ante production technology, POEs have higheraverage productivity

I Both sectors require financing for working capitalI Follow BGG (1999) frameworkI Costly state verification induces financial friction

I SOEs enjoy superior access to commercial bank borrowing

I Stems from implicit guarantees

I Private firms finance working capital with shadow banks

11 / 44

Page 12: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Introduction

Creditors specialize in lending activity

I Conventional commercial banks

I Specialize in lending to SOEsI Subject to government reserve requirementsI Government guarantee on SOE debt

I Underfunded SOEs are liquidated, but government pays lenderto make up loan losses

I SOE bankruptcy still incurs monitoring costs, as in BGG

I Informal shadow banks

I Specialize in lending to POEsI Exempt from RR regulation and receive no government

guaranteesI If POE underfunded, undergoes costly liquidation

I Complete separation in financial activity assumed forsimplicity, but captures reality

12 / 44

Page 13: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Introduction

Allocative and welfare implications of RR policy

I Raising RR improves aggregate productivityI Adversely impacts SOE sector dependent on bank financeI Diverts resources to POE sectorI Raises aggregate productivity (since POE productivity higher)

I Welfare outcomes unclear

I Higher incidence of SOE bankruptcies → higher bailout costsI Ambiguity surprising given productivity advantage of POEs

13 / 44

Page 14: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Introduction

Compare stabilizing performances of interest rate andreserve requirement policy rules

I Can’t solve Ramsey, so concentrate on simple policy rulesI Coefficients chosen to maximize household welfareI Tradeoff between reallocating resources from SOEs to POEs

and social default costs

I ResultsI Interest rate rule more effective for stabilizing inflation and

outputI RR rule more effective for reallocating resourcesI Welfare substantially higher when optimize over both rules

14 / 44

Page 15: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

The model

Households (1)

I Representative household utility function

U = E

∞∑t=0

βt

[ln(Ct)−Ψ

H1+ηt

1 + η

],

I Imperfect mobility of labor across sectors

Ht = (µH1+σLs,t + (1− µ)H1+σL

p,t )1

1+σL .

where Hs and Hp denote labor supplied to SOEs and POEs,respectively

15 / 44

Page 16: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

The model

Households (2)

I Budget constraints

Ct + It +Dst + Dpt

Pt= wstHst + wptHpt + rkt Kt−1

+Rt−1Ds,t−1 + Dp,t−1

Pt+ Tt

where It is capital investment, Dst and Dpt deposits in banksand nonbanks, and Tt lump-sum transfers

I Capital accumulation with adjustment costs (CEE 2005)

Kt = (1− δ)Kt−1 + [1− Ωk

2

(ItIt−1− gI

)2

]It ,

16 / 44

Page 17: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

The model

Retail sector

I Final good Y f CES composite of differentiated retail products

I Each retailer is price-taker in input markets and monopolisticcompetitor in product markets

I Demand curve facing each retailer

Yt(z) =

(Pt(z)

Pt

)−εY ft

I Retailer takes demand schedule as given and sets price Pt(z)

I Quadratic price adjustment costs as in Rotemberg (1982)

Ωp

2

(Pt(z)

πPt−1(z)− 1

)2

Ct

17 / 44

Page 18: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

The model

Intermediate goods

I Two sectors: j = p for POE and j = s for SOE

I Production function for sector-j firm:

Yjt = AtAjωjtK1−αjt

[(He

jt)1−θHθ

jt

]αI where Kj = capital, Hj = household labor, He

j = manageriallabor

I ωjt ∼ Fjt(·) idiosyncratic productivity shock, realized afterproduction and freely observable only to firm

I At = aggregate productivity shock; Aj = scale of TFP insector-j (a constant)

18 / 44

Page 19: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

The model

Financial frictions

I Firms finance working capital with net worth Nj ,t−1 andexternal debt Bjt (BGG)

I Working capital constraint satisfies

Nj ,t−1 + Bjt

Pt= wjtHjt + w e

jtHejt + rkt Kjt

where w ejt is the real wage rate of managerial labor

I Constant returns implies that revenue linear in net worth

Yjt

xt= Ajtωjt

Nj ,t−1 + Bjt

Pt

where ωjt denotes idiosyncratic productivity and Ajt is rate ofreturn on firm investment (in consumption units)

19 / 44

Page 20: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

The model

Defaults

I Firms default when they are unable to pay their debts

I Occurs if realized productivity ωjt sufficiently low:

ωjt < ωjt ≡ZjtBjt

Ajt(Nj ,t−1 + Bjt)

where Zj ,t is contractual rate of interest

I If firm defaults, liquidated by lender with fraction mjt lostoutput

I Government covers SOE (not POE) loan losses using lumpsum taxes

20 / 44

Page 21: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

The model

Financial intermediaries

I Commercial banks:I Take deposits from household at rate Rt , subject to RRI Government guarantees imply risk-free loan rate Rst for SOEs

(Rst − 1)(1− τt) = (Rt − 1).

I RR drives wedge between loan and deposit rate

I Shadow banks:I Not subject to RR, Rpt = Rt

I No government guarantees on POE debt ⇒ default premiumover funding cost (i.e., credit spread) on private loans

21 / 44

Page 22: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

The model

Financial contracts

I Optimal financial contract is a pair (ωjt ,Bjt) that solves

max Ajt(Nj ,t−1 + Bjt)f (ωjt)

I subject to the lender’s participation constraint

Ajt(Nj ,t−1 + Bjt)g(ωjt) ≥ RjtBjt

where Bjt denotes loan amount and ωjt is cutoff productivityfor firm solvency

I Defaults socially costly:

f (ωjt)+g(ωjt) = 1−mjt

∫ ωjt

0

ωdF (ω)+lj

∫ ωjt

0

[ωjt−(1−mjt)ω]dF (ω)

where ls = 1 and lp = 0 are fractions of government guarantees

22 / 44

Page 23: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

The model

Monetary policy

I Two instruments for monetary policy: deposit rate and RR

I Consider two types of simple (Taylor-like) policy rules

I Interest rate rule

ln

(Rt

R

)= ψrp ln

(πtπ

)+ ψry ln

(GDPt

GDPt−1g

)

I Reserve requirement rule

ln(τtτ

)= ψτp ln

(πtπ

)+ ψτx ln

(GDPt

GDPt−1g

)

23 / 44

Page 24: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Quantitative results

Steady state impact of RR increase

0 0.2 0.4 0.6 0.8 10.25

0.3

0.35

0.4SOE output/POE output

0 0.2 0.4 0.6 0.8 11.894

1.896

1.898

1.9

1.902

1.904

1.906

1.908

1.91Output-based TFP

Required reserve ratio (=)0 0.2 0.4 0.6 0.8 1

0.04

0.06

0.08

0.1

0.12

0.14

0.16

0.18

0.2

0.22SOE bankruptcy ratio

0 0.2 0.4 0.6 0.8 1

#10 -4

-12

-10

-8

-6

-4

-2

0

2

4Welfare gains

I Reallocation from SOE to POE improves TFP

I Higher funding costs increase SOE bankruptcies

I Tradeoff ⇒ interior optimum τ∗ = 0.73 under our calibration

24 / 44

Page 25: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Quantitative results

Compare macro stability and welfare under 4 policy rules

I Benchmark policy: Taylor rule with ψrp = 1.5 and ψry = 0.5and constant τ

I Optimal interest-rate rule: ψrp and ψry set optimally to maxwelfare, and τ kept constant

I Optimal reserve-requirement rule: ψτp and ψτy set optimally,Taylor rule coefficients kept at benchmark values

I Jointly optimal rule: Coefficients for both interest rates andreserve requirements set optimally

I Consider 2 shocks: TFP and government spending

25 / 44

Page 26: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Quantitative results

Aggregate Responses to TFP Shock: Benchmark

0 5 10 15 200.75

0.8

0.85

0.9

0.95

1GDP

0 5 10 15 20-0.6

-0.5

-0.4

-0.3

-0.2

-0.1

0

0.1Inflation

0 5 10 15 20-0.4

-0.3

-0.2

-0.1

0

0.1Deposit rate

Impulse responses to TFP shock

0 5 10 15 20-1

-0.5

0

0.5

1Required reserve ratio

26 / 44

Page 27: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Quantitative results

Sectoral responses to TFP shock: Benchmark

0 5 10 15 200.6

0.8

1

1.2SOE output

0 5 10 15 200.6

0.8

1

1.2POE output

0 5 10 15 20-0.2

0

0.2SOE leverage

0 5 10 15 200

1

2POE leverage

0 5 10 15 20-10

-5

0

5SOE bankruptcy ratio

0 5 10 15 200

20

40POE bankruptcy ratio

0 5 10 15 20-0.2

0

0.2SOE credit spread

Impulse responses to TFP shock

0 5 10 15 200

0.2

0.4POE credit spread

27 / 44

Page 28: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Quantitative results

Aggregate Responses to TFP Shock: Benchmark vsoptimal τ

0 5 10 15 200.75

0.8

0.85

0.9

0.95

1GDP

BenchmarkOptimal = rule

0 5 10 15 20-0.6

-0.5

-0.4

-0.3

-0.2

-0.1

0

0.1Inflation

0 5 10 15 20-0.4

-0.3

-0.2

-0.1

0

0.1Deposit rate

Impulse responses to TFP shock

0 5 10 15 20-20

0

20

40

60

80

100Required reserve ratio

28 / 44

Page 29: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Quantitative results

Sectoral responses to TFP shock: Benchmark vs optimal τ

0 5 10 15 200

0.5

1

1.5SOE output

0 5 10 15 200.5

1

1.5POE output

0 5 10 15 20-0.2

0

0.2SOE leverage

0 5 10 15 20-1

0

1

2POE leverage

0 5 10 15 20-20

0

20

40SOE bankruptcy ratio

0 5 10 15 20-20

0

20

40POE bankruptcy ratio

0 5 10 15 20-0.2

0

0.2SOE credit spread

Impulse responses to TFP shock

0 5 10 15 20-0.2

0

0.2

0.4POE credit spread

29 / 44

Page 30: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Quantitative results

Aggregate Responses to TFP Shock: Benchmark vsoptimal R

0 5 10 15 200.75

0.8

0.85

0.9

0.95

1GDP

BenchmarkOptimal R rule

0 5 10 15 20-0.6

-0.5

-0.4

-0.3

-0.2

-0.1

0

0.1Inflation

0 5 10 15 20-0.4

-0.3

-0.2

-0.1

0

0.1Deposit rate

Impulse responses to TFP shock

0 5 10 15 20-1

-0.5

0

0.5

1Required reserve ratio

30 / 44

Page 31: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Quantitative results

Sectoral responses to TFP shock: Benchmark vs optimal R

0 5 10 15 200.5

1

1.5SOE output

0 5 10 15 200.6

0.8

1

1.2POE output

0 5 10 15 20-0.2

0

0.2SOE leverage

0 5 10 15 200

1

2POE leverage

0 5 10 15 20-10

-5

0

5SOE bankruptcy ratio

0 5 10 15 200

20

40POE bankruptcy ratio

0 5 10 15 20-0.2

0

0.2SOE credit spread

Impulse responses to TFP shock

0 5 10 15 200

0.2

0.4POE credit spread

31 / 44

Page 32: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Quantitative results

Macro stability and welfare under alternative rules

Variables Benchmark Optimal τ rule Optimal R rule Jointly optimal rulePolicy rule coefficients

ψrp 1.50 1.50 1.93 1.51ψry 0.50 0.50 0.32 -0.14ψτp 0.00 374 0.00 232ψτy 0.00 417 0.00 -913

Macro VolatilityGDP 5.360% 5.384% 5.329% 5.335%π 0.624% 0.604% 0.385% 0.406%C 5.088% 5.085% 5.056% 5.057%H 0.803% 0.776% 0.848% 0.905%R 0.543% 0.530% 0.488% 0.734%

Welfare gains relative to benchmarkC equivalent — 0.019% 0.023% 0.493%

32 / 44

Page 33: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Quantitative results

Jointly optimal rule allows for complementary use of policytools

I Adjust R-rule to stabilize inflation and GDP

I Adjust τ -rule to achieve desired reallocation of resourcesacross sectors

I τ -rule also used to stabilize financial accelerator effects onPOEs

I Leads to higher welfare gains than each individually optimalrule ⇒ the two policy instruments are complementary

33 / 44

Page 34: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Conclusion

Conclusion

I Examine RR policy in DSGE model with BGG financialaccelerator and Chinese characteristics

I Changes in RR incur tradeoff between allocation efficiency andbankruptcy costs

I Reserve requirements and interest rates are complementarypolicy instruments

I Interest rate effective for macro stabilizationI RR more useful for improving allocation efficiency and welfare

I Caveats:I Results are “second-best”I May change with opening to global capital markets

34 / 44

Page 35: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Additional materials: Impulse responses to government spending shock

Aggregate responses to govt spending shock: Benchmark

0 5 10 15 20-0.1

-0.05

0

0.05

0.1GDP

0 5 10 15 200

0.02

0.04

0.06

0.08

0.1

0.12Inflation

0 5 10 15 200

0.05

0.1

0.15

0.2Deposit rate

Impulse responses to government spending shock

0 5 10 15 20-1

-0.5

0

0.5

1Required reserve ratio

35 / 44

Page 36: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Additional materials: Impulse responses to government spending shock

Sectoral responses to government spending shock:Benchmark

0 5 10 15 20-0.1

0

0.1SOE output

0 5 10 15 20-0.1

0

0.1POE output

0 5 10 15 20-0.2

0

0.2SOE leverage

0 5 10 15 20-0.2

-0.1

0

0.1POE leverage

0 5 10 15 200

0.5

1SOE bankruptcy ratio

0 5 10 15 20-4

-2

0

2POE bankruptcy ratio

0 5 10 15 20-0.2

0

0.2SOE credit spread

Impulse responses to government spending shock

0 5 10 15 20-0.04

-0.02

0

0.02POE credit spread

36 / 44

Page 37: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Additional materials: Impulse responses to government spending shock

Aggregate responses to Govt spending Shock: Benchmarkvs optimal τ

0 5 10 15 20-0.1

-0.05

0

0.05

0.1GDP

BenchmarkOptimal = rule

0 5 10 15 200

0.02

0.04

0.06

0.08

0.1

0.12Inflation

0 5 10 15 200

0.05

0.1

0.15

0.2

0.25Deposit rate

Impulse responses to government spending shock

0 5 10 15 200

5

10

15

20Required reserve ratio

37 / 44

Page 38: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Additional materials: Impulse responses to government spending shock

Sectoral responses to government spending shock:Benchmark vs optimal τ

0 5 10 15 20-0.2

-0.1

0

0.1SOE output

0 5 10 15 20-0.1

0

0.1

0.2POE output

0 5 10 15 20-0.2

0

0.2SOE leverage

0 5 10 15 20-0.2

0

0.2POE leverage

0 5 10 15 20-10

0

10

20SOE bankruptcy ratio

0 5 10 15 20-4

-2

0

2POE bankruptcy ratio

0 5 10 15 20-0.2

0

0.2SOE credit spread

Impulse responses to government spending shock

0 5 10 15 20-0.05

0

0.05POE credit spread

38 / 44

Page 39: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Additional materials: Impulse responses to government spending shock

Aggregate responses to govt spending shock: Benchmarkvs optimal R

0 5 10 15 20-0.1

-0.05

0

0.05

0.1GDP

BenchmarkOptimal R rule

0 5 10 15 200

0.02

0.04

0.06

0.08

0.1

0.12Inflation

0 5 10 15 200

0.05

0.1

0.15

0.2Deposit rate

Impulse responses to government spending shock

0 5 10 15 20-1

-0.5

0

0.5

1Required reserve ratio

39 / 44

Page 40: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Additional materials: Impulse responses to government spending shock

Sectoral responses to government spending shock:Benchmark vs optimal R

0 5 10 15 20-0.1

0

0.1SOE output

0 5 10 15 20-0.1

0

0.1

0.2POE output

0 5 10 15 20-0.2

0

0.2SOE leverage

0 5 10 15 20-0.4

-0.2

0

0.2POE leverage

0 5 10 15 200

0.5

1SOE bankruptcy ratio

0 5 10 15 20-4

-2

0

2POE bankruptcy ratio

0 5 10 15 20-0.2

0

0.2SOE credit spread

Impulse responses to government spending shock

0 5 10 15 20-0.05

0

0.05POE credit spread

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Page 41: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Additional materials: Impulse responses to government spending shock

Aggregate responses to govt spending shock: Benchmarkvs. alt policy rules

0 5 10 15 20-0.1

-0.05

0

0.05

0.1GDP

BenchmarkOptimal R ruleOptimal = ruleJointly optimal rules

0 5 10 15 200

0.02

0.04

0.06

0.08

0.1

0.12Inflation

0 5 10 15 200

0.05

0.1

0.15

0.2

0.25Deposit rate

Impulse responses to government spending shock

0 5 10 15 20-10

-5

0

5

10

15

20Required reserve ratio

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Page 42: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Additional materials: Impulse responses to government spending shock

Sectoral responses to govt spending shock: Benchmark vs.alt policy rules

0 5 10 15 20-0.2

0

0.2

0.4SOE output

0 5 10 15 20-0.1

0

0.1

0.2POE output

0 5 10 15 20-0.2

0

0.2SOE leverage

0 5 10 15 20-0.5

0

0.5POE leverage

0 5 10 15 20-10

0

10

20SOE bankruptcy ratio

0 5 10 15 20-5

0

5POE bankruptcy ratio

0 5 10 15 20-0.2

0

0.2SOE credit spread

Impulse responses to government spending shock

0 5 10 15 20-0.05

0

0.05POE credit spread

42 / 44

Page 43: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Additional materials: Impulse responses to government spending shock

Aggregate Responses to TFP Shock: Benchmark vs.alternative policy rules

0 5 10 15 200.75

0.8

0.85

0.9

0.95

1

1.05

1.1

1.15GDP

BenchmarkOptimal R ruleOptimal = ruleJointly optimal rules

0 5 10 15 20-0.6

-0.5

-0.4

-0.3

-0.2

-0.1

0

0.1Inflation

0 5 10 15 20-0.7

-0.6

-0.5

-0.4

-0.3

-0.2

-0.1

0

0.1Deposit rate

Impulse responses to TFP shock

0 5 10 15 20-20

0

20

40

60

80

100Required reserve ratio

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Page 44: Reserve Requirements and Optimal Chinese Stabilization Policy · Reserve Requirements Introduction RR increases encourage shadow banking activity I Shadow bank lending increased over

Reserve Requirements

Additional materials: Impulse responses to government spending shock

Sectoral responses to TFP shock: Benchmark vs.alternative policy rules

0 5 10 15 200

2

4

6SOE output

0 5 10 15 200

0.5

1

1.5POE output

0 5 10 15 20-0.2

0

0.2SOE leverage

0 5 10 15 20-1

0

1

2POE leverage

0 5 10 15 20-200

-100

0

100SOE bankruptcy ratio

0 5 10 15 20-20

0

20

40POE bankruptcy ratio

0 5 10 15 20-0.2

0

0.2SOE credit spread

Impulse responses to TFP shock

0 5 10 15 20-0.2

0

0.2

0.4POE credit spread

44 / 44