Top Banner
Japanese Stock Market Indices Nikkei 225, TOPIX, and Financial Fragility Haohui Wang & K.V. Econ 4905 19 November 2018 Strictly for educational purposes. Do not use to make investment decisions.
28

Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Oct 26, 2020

Download

Documents

dariahiddleston
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Japanese Stock Market IndicesNikkei 225, TOPIX, and Financial Fragility

Haohui Wang & K.V.Econ 4905

19 November 2018

Strictly for educational purposes. Do not use to make investment decisions.

Page 2: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Strictly for educational purposes. Do not use to make investment decisions.

Introduction

0

500

1000

1500

2000

2500

0

5000

10000

15000

20000

25000

30000

25/10/20

04

25/10/20

05

25/10/20

06

25/10/20

07

25/10/20

08

25/10/20

09

25/10/20

10

25/10/20

11

25/10/20

12

25/10/20

13

25/10/20

14

25/10/20

15

25/10/20

16

25/10/20

17

25/10/20

18

Nikkei 225 and TOPIX

NKY TPX

Page 3: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Introduction

Strictly for educational purposes. Do not use to make investment decisions.

60

70

80

90

100

110

120

130

25/10/20

04

25/10/20

05

25/10/20

06

25/10/20

07

25/10/20

08

25/10/20

09

25/10/20

10

25/10/20

11

25/10/20

12

25/10/20

13

25/10/20

14

25/10/20

15

25/10/20

16

25/10/20

17

25/10/20

18

$Yen

Page 4: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

• Part I: Review• Part II: Nikkei 225• Part III: Tokyo Stock Price Index (TOPIX)• Part IV: Nick Leeson and Barings Bank (January 1995)• Part V: Index Volatility Trading and Correlation Trading• Part VI: BOJ

Strictly for educational purposes. Do not use to make investment decisions.

Introduction

Page 5: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part I: Review (Open-End Funds and Closed-End Funds)

Strictly for educational purposes. Do not use to make investment decisions.

• Open-end funds: a type of mutual fund• Can issue and redeem shares at any time• No shares limit• Not traded on open market• Funds reprice based on the number of shares bought and sold • Price based on NAV

Page 6: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part I: Review (Open-End Funds and Closed-End Funds)

Strictly for educational purposes. Do not use to make investment decisions.

• Closed-End Funds ≈ ETFs• Launched through IPO • Limited shares• Trade on open market• Price affected by supply and demand, allowing to trade at prices

below or above its real value

Page 7: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part I: Review (Exchange-Traded Fund)

• Combination of open-end funds and closed-end funds

• Mutual fund can be traded on an exchange (like a stock)

• Oldest and largest ETF – SPDR S&P 500

• Owns underlying asset and divides ownership of assets into shares

• Based off index that tracks stocks, commodities, bonds, or a basket of assets

• Subject to Investment Company Act of 1940

Strictly for educational purposes. Do not use to make investment decisions.

Page 8: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part I: Review

• The Japanese economy today• Third largest in the world by nominal GDP• -0.1% short term interest rate and 0% 10-years Japanese government bond

• Tokyo Stock Exchange (TSE) is the 4th largest stock exchange globally• First Section• Second Section• Mothers = Market of the High-Growth and Emerging Stocks

Strictly for educational purposes. Do not use to make investment decisions.

Page 9: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part II: Nikkei 225

Strictly for educational purposes. Do not use to make investment decisions.

0

5000

10000

15000

20000

25000

30000

0

5000

10000

15000

20000

25000

30000

25/10/20

04

25/10/20

05

25/10/20

06

25/10/20

07

25/10/20

08

25/10/20

09

25/10/20

10

25/10/20

11

25/10/20

12

25/10/20

13

25/10/20

14

25/10/20

15

25/10/20

16

25/10/20

17

25/10/20

18

Price-Weighted Indices

NKY DJIA

Page 10: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part II: Nikkei 225 – Introduction

• Price-weighted index (similar to Dow Jones Industrial Average)• Yen-denominated• 225 stocks listed on the Tokyo Stock Exchange First Section • 6 Sectors: Technology, Financials, Consumer Goods, Materials, Capital

Goods/Others, and Transportation and Utilities

Strictly for educational purposes. Do not use to make investment decisions.

Page 11: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part II: Nikkei 225 – Change in Constituents

• Add or delete by “liquidity in the market” and “sector balance”

• Liquidity: “trading value” and “magnitude of price fluctuation by

volume” = (High price/Low price) / Volume • Top 450 stocks in terms of the liquidity are selected to form the “high

liquidity group”

• Non-constituent stocks which are in the top 75 of the high liquidity

group are added

• Among the 450 stocks, half number of those that belong to a sector is

designated as the “Appropriate number of stocks” for such a sector

Strictly for educational purposes. Do not use to make

investment decisions.

Page 12: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part II: Nikkei 225 – Calculation

• Calculated every 15 seconds during the Tokyo Stock Exchange's trading hours

• !"#$%&'" (&)*+ ,-.*' = 01234 56738 × ¥50568:;<8= 5>6 ?>@;8 (¥)

• C.++'. (&)*+ !D'-EF' = ∑H=I;:18= 01234 56738J7K7:26

Strictly for educational purposes. Do not use to make investment decisions.

Page 13: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part II: Nikkei 225 – Example

• Three stocks, A, B, and C, the presumed par value of them are ¥50• Prices are A= ¥400, B= ¥500, and C= ¥900, divisor is 3• Index = (400+500+900)*50/50/3 = 600• If A is deleted and D (stock price ¥1000, presumed par value ¥50) is

added• !"#$%&'" (&)*+ ,-.*' = 01234 56738 × ¥50

568:;<8= 5>6 ?>@;8 (¥)

• C.++'. (&)*+ !D'-EF' = ∑H=I;:18= 01234 56738J7K7:26

• New aggregate price of B, C, and D is 500 + 900 + 1000 = ¥ 2400• New divisor = 2400/600 = 4

Strictly for educational purposes. Do not use to make investment decisions.

Page 14: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part III: TOPIX

• Free-float adjusted market capitalization weighted index• All 2113 listed companies from the TSE 1st Section • Top 10: Toyota, MUFG, SoftBank, Nippon Telegraph and Telephone

Corporation, SONY, Sumimoto Mitsui, Honda, Keyence, Nintendo, Mizuho• Assumes market capitalization on the base date (4 January 1968) is

100 points

Strictly for educational purposes. Do not use to make investment decisions.

Page 15: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part III: TOPIX

Strictly for educational purposes. Do not use to make investment decisions.

0.00

500.00

1000.00

1500.00

2000.00

2500.00

3000.00

3500.00

1949

1951

1953

1955

1957

1959

1961

1963

1965

1967

1969

1971

1973

1975

1977

1979

1981

1983

1985

1987

1989

1991

1993

1995

1997

1999

2001

2003

2005

2007

2009

2011

2013

2015

2017

TOPIX (annual data from TSE)

Open High Low

Page 16: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part III: TOPIX

Strictly for educational purposes. Do not use to make investment decisions.

0

500

1000

1500

2000

2500

0

500

1000

1500

2000

2500

3000

3500

25/10/20

04

25/10/20

05

25/10/20

06

25/10/20

07

25/10/20

08

25/10/20

09

25/10/20

10

25/10/20

11

25/10/20

12

25/10/20

13

25/10/20

14

25/10/20

15

25/10/20

16

25/10/20

17

25/10/20

18

Free-Float Adjusted Market Cap Indices

SPX TPX

Page 17: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part III: TOPIX

• Calculated to the nearest hundredth

• !"#$% = '())*+, -.)/*, 0.1(*2.3* -.)/*, 0.1(*

× 567$ 89:";• <=>>$"; ?6>@$; A6B=$ = ∑'DEF.+G*3 Hℎ6>$7 × 8>:J$• Hℎ6>$7 = K9;6B L=MN$> 9O P:7;$# Hℎ6>$7 × QQR S6;:9• If a newly listed company’s market cap exceeds 1% of total adjusted

market value of TOPIX, company is included in the index in phases

Strictly for educational purposes. Do not use to make investment decisions.

Page 18: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part III: TOPIX

• Example of an adjustment1. Old base market value is ¥20trn and previous day’s market value is

¥400trn, TOPIX is 2,000.002. Stock A listed shares increase by 100m. If previous day close was at

¥2,000, the adjustment amount is 100m shares x ¥2,000 = ¥200bn. 3. Base mkt val is ¥20trn x (¥400trn + ¥200bn) / ¥400trn = ¥20.01trn4. (¥400trn + ¥200bn) / ¥20.01trn = 2,000.00 (same as before)

Strictly for educational purposes. Do not use to make investment decisions.

Page 19: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part IV: Nick Leeson and Barings Bank

• British derivatives trader in the Singapore branch of Barings Bank (oldest merchant bank in England, founded in 1762)• Success in speculative trading • Used secret trading account 88888• Strategies:• Arbitrage baskets of stocks in the Japanese cash market against Nikkei futures• Arbitrage contracts on Nikkei futures between OSE and SIMEX

• Led directly to the collapse of Barings Bank, $1.4 billion losses

Strictly for educational purposes. Do not use to make investment decisions.

Page 20: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part V: Index Volatility and Correlation

• As mentioned in David’s presentation, people trade options to bet on volatility• If you think real < implied, bet premium on option is expensive and short

gamma, long theta; long otherwise• We can be more specific using a BSM framework

Strictly for educational purposes. Do not use to make investment decisions.

Page 21: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part V: Index Volatility and Correlation

• Suppose we can continuously delta-hedge• Static portfolio at !is " − Δ%&• "(%&()) − Δ%&() − " %& − Δ%& + , " − Δ%&

= " %&() − " %& − Δ %&() − %& + , " − Δ%&• Use a Taylor expansion for the difference " %&() − " %& :

" %&() − " %& = Δ %&() − %& + Γ2 %&() − %& 0

• So the change is then 10 %&() − %& 0 + , " − Δ%& + 2

Strictly for educational purposes. Do not use to make investment decisions.

Page 22: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part V: Index Volatility and Correlation

• Given !" #$%& − #$ " + ) * − Δ#$ + ,, express in terms of vol• Use identity #$%& − #$ " ≅ ."#$"

• PnL is &" ."#$"Γ + ) * − Δ#$ + , = 0 (no arb)

• So PnL is proportional to &" #$"Γ .2345" − .6785639"

Strictly for educational purposes. Do not use to make investment decisions.

Page 23: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part V: Index Volatility and Correlation

• Volatility of an index tends to trade richer than its constituents’ voldue to supply/demand• But due to correlation, index vol realizes lower• Dispersion trading: going short index implied vol and long single stock

implied vol• Compare with index arbitrage – here we are using options

Strictly for educational purposes. Do not use to make investment decisions.

Page 24: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part V: Index Volatility and Correlation

• [Show derivation of dispersion trading formulae on board]

Strictly for educational purposes. Do not use to make investment decisions.

Page 25: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part V: Index Volatility and Correlation

• [Show PCA model]

Strictly for educational purposes. Do not use to make investment decisions.

Page 26: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part VI: BOJ

• The Bank of Japan’s monetary policy includes more familiar things such as YCC but also asset purchases • Top 10 shareholder in nearly 40% of listed companies, including 4% of

first section• Annually purchases ¥6trn of ETFs and ¥90bn of J-REITs• In July, the BOJ announced that on 6 Aug 2018 they would change the

amount of each ETF to be purchased• TOPIX purchases to increase annually from ¥2.7trn to ¥4.2trn • Nikkei 225 purchases to decrease from ¥3trn to less than ¥1.5trn

Strictly for educational purposes. Do not use to make investment decisions.

Page 27: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

Part VI: BOJ

• Process1. BOJ places order for an ETF2. ETF share is freshly created by an asset manager using a basket

• Consequences• Inflated equity prices• ETFs can be held indefinitely on the bank’s balance sheet• BOJ’s assets exceed GDP• Picking winners and losers?

Strictly for educational purposes. Do not use to make investment decisions.

Page 28: Japanese Stock Market Indices - karlshell.comkarlshell.com/wp-content/uploads/2018/11/hwkv_ec4905_indices_2.pdfVolatility and Correlation: • Bennett, Colin. Trading Volatility. Distributed

SourcesReview:

• Gerber, Melinda. How to Create and Manage a Mutual Fund or Exchange-Traded Fund. New Jersey: Wiley, 2008.

• https://www.investopedia.com/financial-edge/0712/closed-end-vs.-open-end-funds.aspx

Nikkei 225:

• https://indexes.nikkei.co.jp/nkave/archives/file/nikkei_stock_average_guidebook_en.pdf

TOPIX:

• https://www.jpx.co.jp/english/markets/indices/topix/

• https://www.jpx.co.jp/english/markets/indices/topix/tvdivq00000030ne-att/e_fac_3_topix.pdf

Nick Leeson:

• http://pages.stern.nyu.edu/~sbrown/leeson.PDF

• https://www.theguardian.com/business/from-the-archive-blog/2015/feb/24/nick-leeson-barings-bank-1995-20-archive

Bank of Japan:

• https://www.boj.or.jp/en/announcements/release_2018/k180919a.pdf

• https://www.boj.or.jp/en/mopo/mpmsche_minu/index.htm/

• https://asia.nikkei.com/Business/Markets/Bank-of-Japan-weighs-rebalancing-ETF-buys

• https://www.cumber.com/the-bojs-etf-purchasing-program/?print=pdf

Volatility and Correlation:

• Bennett, Colin. Trading Volatility. Distributed online. 2014.

• Sinclair, Evan. Volatility Trading. New Jersey: Wiley, 2008.

• JPM European Equity Derivatives Strategy. Correlation Vehicles. London, 2004.

Strictly for educational purposes. Do not use to make investment decisions.

All other data for graphs and models obtained from Bloomberg Terminal, located on-campus in the Statler Nestle Library