The stock market thrashed around a great deal in 2018. The initial flap involved an upsurge that began around the end of the previous year. The upthrow soon gave way a smackdown within a few weeks. Following an upward trudge during the spring and summer, the market lurched lower in the autumn. As a finale, the bourse sustained a jarring crash in December: a rare event for this time of year. When the stock market flounders, high-growth stocks tend to thrash around more than their plodding peers. Not surprisingly, the MintKit Growth Index (MGX) fared worse than the stock market as a whole. We may reckon the initial value of the Index upon its launch as unity (1); that is, 100 percentage points. In that case, the newfound level of MGX at the onset of 2019 comes out to 88.1746 points. Since the Index fell by some 11.8% last year, it fared worse than the SPX which lost 6.2% over the same stretch. That much was to be expected given the heightened sensitivity of high-growth stocks to the movements of the stock market at large. Looking downstream, the prospects for 2019 are not much better than last year's. In particular, the market is slated to soar and dive a couple of times during the year. In that case, it seems prudent to favor stable growth rather than zippy gains over the year to come. For this reason, the revised roster for MGX takes a slightly conservative approach by seeking sturdy growth with ample stability rather than sparkling pep with lofty potential.
The stock market thrashed around a great deal in 2018. The initial flap involved an upsurge that began around the end of the previous year. The upthrow soon gave way a smackdown within a few weeks. Following an upward trudge during the spring and summer, the market lurched lower in the autumn. As a finale, the bourse sustained a jarring crash in December: a rare event for this time of year. When the stock market flounders, high-growth stocks tend to thrash around more than their plodding peers. Not surprisingly, the MintKit Growth Index (MGX) fared worse than the stock market as a whole. We may reckon the initial value of the Index upon its launch as unity (1); that is, 100 percentage points. In that case, the newfound level of MGX at the onset of 2019 comes out to 88.1746 points. Since the Index fell by some 11.8% last year, it fared worse than the SPX which lost 6.2% over the same stretch. That much was to be expected given the heightened sensitivity of high-growth stocks to the movements of the stock market at large. Looking downstream, the prospects for 2019 are not much better than last year's. In particular, the market is slated to soar and dive a couple of times during the year. In that case, it seems prudent to favor stable growth rather than zippy gains over the year to come. For this reason, the revised roster for MGX takes a slightly conservative approach by seeking sturdy growth with ample stability rather than sparkling pep with lofty potential.
World cup is the most famous sport event in the world with passionate in football. In the host country point of view, world cup is the best channel to promote and boost the economic.
This PowerPoint examines the corporate structure of Target in a strategic manor. See how it compares to its competitors and why it is one of the leading retailers in today's society.
The classroom activities to think and plan business plan for sample company. This business plan not related to the real plan for Adidas AG. For more exchange in ideas please comment. Thank you.
Stanford CS 007-07: Personal Finance for Engineers / Good Investing is BoringAdam Nash
These are the slides from the 7th session of the Stanford University class, CS 007 "Personal Finance for Engineers" given on November 7, 2017. This seminar covers compounding, types of investments, diversification, how to invest, and the four keys to good investing (all boring).
Stanford CS 007-07 (2018): Personal Finance for Engineers / InvestingAdam Nash
These are the slides from the 7th session of the Stanford University class, CS 007 "Personal Finance for Engineers" given on November 6, 2018. This seminar covers compounding, types of investments, diversification, how to invest, and the four keys to good investing (all boring).
World cup is the most famous sport event in the world with passionate in football. In the host country point of view, world cup is the best channel to promote and boost the economic.
This PowerPoint examines the corporate structure of Target in a strategic manor. See how it compares to its competitors and why it is one of the leading retailers in today's society.
The classroom activities to think and plan business plan for sample company. This business plan not related to the real plan for Adidas AG. For more exchange in ideas please comment. Thank you.
Stanford CS 007-07: Personal Finance for Engineers / Good Investing is BoringAdam Nash
These are the slides from the 7th session of the Stanford University class, CS 007 "Personal Finance for Engineers" given on November 7, 2017. This seminar covers compounding, types of investments, diversification, how to invest, and the four keys to good investing (all boring).
Stanford CS 007-07 (2018): Personal Finance for Engineers / InvestingAdam Nash
These are the slides from the 7th session of the Stanford University class, CS 007 "Personal Finance for Engineers" given on November 6, 2018. This seminar covers compounding, types of investments, diversification, how to invest, and the four keys to good investing (all boring).
Stanford CS 007-07 (2019): Personal Finance for Engineers / InvestingAdam Nash
These are the slides from the 7th session of the Stanford University class, CS 007 "Personal Finance for Engineers" given in November 2019. This seminar covers compounding, types of investments, diversification, how to invest, and the four keys to good investing (all boring).
Stanford CS 007-07 (2020): Personal Finance for Engineers / InvestingAdam Nash
These are the slides from the 7th session of the Stanford University class, CS 007 "Personal Finance for Engineers" given on October 27, 2020. This seminar covers compounding, types of investments, diversification, how to invest, and the four keys to good investing (all boring).
Stanford CS 007-07 (2021): Personal Finance for Engineers / InvestingAdam Nash
These are the slides from the 7th session of the Stanford University class, CS 007 "Personal Finance for Engineers" given on November 9, 2021. This seminar covers compounding, types of investments, diversification, how to invest, and the four keys to good investing (all boring).
One major risk is price volatility. Best Stocks For Intraday Trading tend to have a large number of buyers and sellers, which can lead to rapid price fluctuations. This means that investors need to be prepared for sudden changes in the value of their investments.
Another challenge is market manipulation. With more participants in the market, there is a higher likelihood of individuals or groups attempting to manipulate stock prices for their gain. This can make it difficult for individual investors to accurately assess the true value of a stock.
Originally published in 2005. Abstract: Over the years many commodity trading advisors, proprietary traders, and global macro hedge funds have successfully applied various trend following methods to profitably trade in global futures markets. Very little research, however, has been published regarding trend following strategies applied to stocks. Is it reasonable to assume that trend following works on futures but not stocks? We decided to put a long only trend following strategy to the test by running it against a comprehensive database of U.S. stocks that have been adjusted for corporate actions. Delisted companies were included to account for survivorship bias. Realistic transaction cost estimates (slippage & commission) were applied. Liquidity filters were used to limit hypothetical trading to only stocks that would have been liquid enough to trade, at the time of the trade. Coverage included 24,000+ securities spanning 22 years. The empirical results strongly suggest that trend following on stocks does offer a positive mathematical expectancy, an essential building block of an effective investing or trading system.
The much-heralded decoupling of the financial markets between developed, emerging and frontier markets met its nemesis in the 2008/9 global financial crisis- The Great Recession. For the believer in a diversified global basket of stocks or indices this came as a crushing blow. This notwithstanding, we still believe that a globally-diversified passive buy-and-hold strategy provides the best chance at maximising net investment return. We test this empirically.
The Financial Review 40 (2005) 1--9Reflections on the Effi.docxtodd771
The Financial Review 40 (2005) 1--9
Reflections on the Efficient Market
Hypothesis: 30 Years Later
Burton G. Malkiel∗
Princeton University
Abstract
In recent years financial economists have increasingly questioned the efficient market
hypothesis. But surely if market prices were often irrational and if market returns were as
predictable as some critics have claimed, then professionally managed investment funds should
easily be able to outdistance a passive index fund. This paper shows that professional investment
managers, both in The U.S. and abroad, do not outperform their index benchmarks and provides
evidence that by and large market prices do seem to reflect all available information.
Keywords: efficient markets, stock market predictability
JEL Classifications: G12, G14
I have been an advocate of the efficient market hypothesis for over 30 years.
In my view, equity prices adjust to new information without delay and, as a result,
no arbitrage opportunities exist that would allow investors to achieve above-average
returns without accepting above-average risk. This hypothesis is associated with the
view that stock market price movements approximate those of a random walk. If
new information develops randomly, then so will market prices, making the stock
market unpredictable apart from its long-run uptrend. I suggested, largely in jest, that
∗Corresponding author: Chemical Bank Chairman’s Professor of Economics, Princeton University,
Princeton University—Bendheim Center for Finance; 26 Prospect Avenue; Princeton, NJ 08540; United
States; Phone: (609) 258-6445; Fax: (609) 258-0771; E-mail: [email protected]
This paper was presented to the 2004 Meetings of the Eastern Finance Association in Mystic, Connecticut.
1
2 B. G. Malkiel/The Financial Review 40 (2005) 1–9
a blindfolded chimpanzee throwing darts at the stock pages could select a portfolio
that would do as well as the experts.1 In fact, the correct analogy is to throw a towel
over the stock pages and simply buy an index fund, which buys and holds all the
stocks making up a broad stock-market index.
In recent years, many financial economists have come to question the efficient
market hypothesis. At least ex-post, there seem to be several instances where market
prices failed to reflect available information.2 Moreover, periods of large-scale irra-
tionality, such as the technology-internet “bubble” of the late 1990s extending into
early 2000, have convinced many analysts that the efficient market hypothesis should
be rejected.3 In addition, financial econometricians have suggested that stock prices
are, to a significant extent, predictable on the basis either of past returns or of certain
valuation metrics such as dividend yields and price-earning ratios.4
Although it is possible to cast doubt on the statistical robustness of many of the
predictable patterns that have been suggested,5 my skepticism is based on somewhat
different evidence. Surely, if market prices often faile.
Similar to How index trading increases market vulnerability (20)
Francesca Gottschalk - How can education support child empowerment.pptxEduSkills OECD
Francesca Gottschalk from the OECD’s Centre for Educational Research and Innovation presents at the Ask an Expert Webinar: How can education support child empowerment?
Acetabularia Information For Class 9 .docxvaibhavrinwa19
Acetabularia acetabulum is a single-celled green alga that in its vegetative state is morphologically differentiated into a basal rhizoid and an axially elongated stalk, which bears whorls of branching hairs. The single diploid nucleus resides in the rhizoid.
How to Make a Field invisible in Odoo 17Celine George
It is possible to hide or invisible some fields in odoo. Commonly using “invisible” attribute in the field definition to invisible the fields. This slide will show how to make a field invisible in odoo 17.
Model Attribute Check Company Auto PropertyCeline George
In Odoo, the multi-company feature allows you to manage multiple companies within a single Odoo database instance. Each company can have its own configurations while still sharing common resources such as products, customers, and suppliers.
Introduction to AI for Nonprofits with Tapp NetworkTechSoup
Dive into the world of AI! Experts Jon Hill and Tareq Monaur will guide you through AI's role in enhancing nonprofit websites and basic marketing strategies, making it easy to understand and apply.
Read| The latest issue of The Challenger is here! We are thrilled to announce that our school paper has qualified for the NATIONAL SCHOOLS PRESS CONFERENCE (NSPC) 2024. Thank you for your unwavering support and trust. Dive into the stories that made us stand out!
Biological screening of herbal drugs: Introduction and Need for
Phyto-Pharmacological Screening, New Strategies for evaluating
Natural Products, In vitro evaluation techniques for Antioxidants, Antimicrobial and Anticancer drugs. In vivo evaluation techniques
for Anti-inflammatory, Antiulcer, Anticancer, Wound healing, Antidiabetic, Hepatoprotective, Cardio protective, Diuretics and
Antifertility, Toxicity studies as per OECD guidelines
2024.06.01 Introducing a competency framework for languag learning materials ...Sandy Millin
http://sandymillin.wordpress.com/iateflwebinar2024
Published classroom materials form the basis of syllabuses, drive teacher professional development, and have a potentially huge influence on learners, teachers and education systems. All teachers also create their own materials, whether a few sentences on a blackboard, a highly-structured fully-realised online course, or anything in between. Despite this, the knowledge and skills needed to create effective language learning materials are rarely part of teacher training, and are mostly learnt by trial and error.
Knowledge and skills frameworks, generally called competency frameworks, for ELT teachers, trainers and managers have existed for a few years now. However, until I created one for my MA dissertation, there wasn’t one drawing together what we need to know and do to be able to effectively produce language learning materials.
This webinar will introduce you to my framework, highlighting the key competencies I identified from my research. It will also show how anybody involved in language teaching (any language, not just English!), teacher training, managing schools or developing language learning materials can benefit from using the framework.
Instructions for Submissions thorugh G- Classroom.pptxJheel Barad
This presentation provides a briefing on how to upload submissions and documents in Google Classroom. It was prepared as part of an orientation for new Sainik School in-service teacher trainees. As a training officer, my goal is to ensure that you are comfortable and proficient with this essential tool for managing assignments and fostering student engagement.
Embracing GenAI - A Strategic ImperativePeter Windle
Artificial Intelligence (AI) technologies such as Generative AI, Image Generators and Large Language Models have had a dramatic impact on teaching, learning and assessment over the past 18 months. The most immediate threat AI posed was to Academic Integrity with Higher Education Institutes (HEIs) focusing their efforts on combating the use of GenAI in assessment. Guidelines were developed for staff and students, policies put in place too. Innovative educators have forged paths in the use of Generative AI for teaching, learning and assessments leading to pockets of transformation springing up across HEIs, often with little or no top-down guidance, support or direction.
This Gasta posits a strategic approach to integrating AI into HEIs to prepare staff, students and the curriculum for an evolving world and workplace. We will highlight the advantages of working with these technologies beyond the realm of teaching, learning and assessment by considering prompt engineering skills, industry impact, curriculum changes, and the need for staff upskilling. In contrast, not engaging strategically with Generative AI poses risks, including falling behind peers, missed opportunities and failing to ensure our graduates remain employable. The rapid evolution of AI technologies necessitates a proactive and strategic approach if we are to remain relevant.
2. HYPOTHESIS OF THE ARTICLE
•THE RESEARCHER FOUND THAT PASSIVELY MANAGED INVESTMENT INCLUDED EQUITY MUTUAL
FUND AND EXCHANGE RATE (ETFS) HAVE INCREASED IN GROWTH TO REACH MORE THAN $1
TRILLION IN 2010.
•THE INCREASING IN THE POPULARITY OF THE INDEX TRADING LEAD TO HIGHER SYSTEMATIC RISK
IN THE MARKET, INCREASED IN CROSS-SECTIONAL TRADING COMMONALITY, AND HIGHER RETURN
CORRELATION AMONG STOCKS.
•THE MORE POPULARITY OF PASSIVE TRADING CAUSE THE BETA OF EQUITY TO INCREASE IN RECENT
YEAR DURING THE PERIOD OF STUDY.
•IN U.S. STOCK MARKET, THE RESEARCHER FOUND THAT THIS MARKET BECOME MORE VULNERABLE .
3. DATA COLLECTION
•COLLECT DATA FROM STOCKS THAT MEET CRITERIA ON NYSE, AMEX AND NASDAQ FROM 1 JANUARY
1979 TO 1 DECEMBER 2010
•BY LOOK AT THE DAILY RETURN AND DAILY EXCHANGE BASED ON TRADING VOLUME MONTHLY
MARKET CAPS, MONTHLY BOOK TO MARKET RATIOS AND NO. OF SHARE OUTSTANDING DIRECT
FROM MORNINGSTAR DATABASE.
•THE STUDY ALSO INCLUDE U.S EQUITY ETFS FUNDS AND U.S. MUTUAL FUND BOTH LIVE AND
DEFUNCT FUND.
4. FACTORS OF MARKET VULNERABLE
1. THE RISE OF SYSTEMATIC MARKET RISK (BETA)
2. THE INCREASED PORTION OF PASSIVE BASKET TRADING IN INDEX MUTUAL FUNDS AND ETFS
3. THE RISING IN MARKET EFFICIENCY
5. 1. THE RISE OF SYSTEMATIC MARKET RISK (BETA)
•THE INCREASING OF INSTITUTIONAL OWNERSHIP CAUSE THE RISING IN SIZE, LIQUIDITY BETAS,
RETURN BETAS AND EFFICIENCY OF PRICE INFORMATION BUT INTRADAY VOLATILITY DECREASED.
2. THE RISING IN THE POPULATION OF PASSIVE
MANAGED ASSETS
•THE GROWTH OF INDEX MUTUAL FUND THAT OFFER LOW COST WITH VARIOUS SEGMENT OF
DIVERSIFICATION AND ETFS THAT ALLOW INTRADAY TRADING BASIS FOR ACTIVE MANAGED
INVESTMENT CAUSE THE INCREASING IN COST ON COMMONALITY STOCK TRADING FROM
CONTINUOUS BUYING AND SELLING LEAD TO THE UNWANTED AFFECTED ON THE MARKET.
6. 3. THE RISING IN MARKET EFFICIENCY
•MARKET TEND TO BE MORE VOLATILE AND MORE EFFICIENT DUE TO THE PARTICIPANT REACT IN THE
SAME WAY WHEN UNANTICIPATED NEW INFORMATION AVAILABLE IN PUBLIC CAUSE THE LARGE
SWING IN IN MARKET PRICE.
7. FIGURE 1 : EQUAL WEIGHTED AVERAGE BATAS FOR
U.S. STOCKS BY SIZE AND STYLE
• THE RISE IN SYSTEMATIC RISK
RELATED TO THE RISE IN POPULARITY
OF PASSIVE MANAGED INDEX FUND
• INCREASING IN COMMONALITY
TRADING STOCKS THAT CAUSE THE
IMPACT ON SYSTEMATIC MARKET
RISK.
• INDEX INVESTING DISTORT THE
STOCK PRICE AND RISK RETURN
TRADE OFF
8. THE GROWTH OF INDEX TRADING
• THE EQUITY SHARES HOLD BY THE INSTITUTION INCREASED FROM 24 PERCENT IN 1980 TO 44 PERCENT IN 2000 AND
REACH 70 PERCENT IN 2010.
YEAR 1980 : 24% > YEAR 2000 : 44% > YEAR 2010 : 70%
• THE AVERAGE NUMBER OF INSTITUTION HOLDING TYPICAL FIRM SHARES IN NYSE GROWN FROM 54 INSTITUTIONS IN
1980 TO 125 IN 2000 AND REACH TO 405 IN 2010. THE NYSE MAIN TRADING ACTIVITIES BELONG TO INSTITUTIONAL
TRADING ACCOUNT OVER 70 PERCENT OF TRADING VOLUME.
YEAR 1980 : 54 > YEAR 2000 : 125 > YEAR 2010 : 405
9. FIGURE 2 : GROWTH IN EQUITY FUND ASSETS BY
TYPE OF FUND
• PANEL A : TOTAL DOLLAR GROWTH
•PASSIVE MANAGED INVESTMENT
AS INDEX MUTUAL FUND PLUS ETFS
HAVE REACHED $3.5 TRILLION IN
OCTOBER 2010
10. FIGURE 2 : GROWTH IN EQUITY FUND ASSETS BY
TYPE OF FUND
• PANEL B : FUND TYPE BY PERCENT OF TOTAL ASSETS
•THE PASSIVE FUND INCREASED
MARKET SHARE AGAINST ACTIVE
FUND OVER THE LAST TWO
DECADES
11. THE VANGUARD 500 INDEX (VFIAX)
•THE VANGUARD 500 INDEX (VFIAX) CAN HELP RESEARCHERS TO UNDERSTAND THE POTENTIAL
IMPACT OF INDEX
•THE REASON IS THE COMPANY TRADING ON THE MARKET AS ONE OF THE LARGEST INDEX MUTUAL
FUND THAT HAS ABOUT $106 BILLION ASSET AND HOLD AROUND 500 STOCKS
•THE TRADING ACTIVITY FROM THIS MUTUAL FUND REPRESENT 400 PERCENT OF TYPICAL DAILY
VOLUME THAT STOCK.
12. FIGURE 3 : ETFS SHARE OF TOTAL U.S. TRADE VOLUME
MARCH 2000 – SEPT 2011
•ETFS SHARE OF U.S. TRADE VOLUME
RISE FROM 2000 UNTIL NOW,
•TRADING VOLUME INCREASED ABOUT
30 PERCENT OF TOTAL DOLLAR AND
INCREASED 20 PERCENT OF TOTAL
SHARE VOLUME.
•ETFS BECOME THE KEY INSTRUMENT
FOR INVESTOR TO NOTIFY IMPACT ON
THE MARKET IN TRADE VOLUME AND
MARKET PRICE.
13. MEASURING TRADING COMMONALITY
•INDEX FUND THAT INCLUDE BOTH ETFS AND MUTUAL FUNDS BUY AND SELL GROUPS OF STOCKS
VIA BASKET THAT RESPONSE TO THE CAPITAL INFLOW AND OUTFLOW TO IMPACT IN PRICE IN
DIFFERENT SPREAD TIME.
•THE INDEX MANAGER ATTEMPTS TO MITIGATE THE MARKET IMPACT BY SPREADING REQUIRED
ORDER FLOW OVER TIME.
•THE IMPACT OF CROSS-SECTIONAL DISPERSION OF TRADING VOLUME ON MARKET ACTIVITY BY
CALCULATING THE DERIVATION OF VCT AS MEASURED ACROSS ALL STOCK AT EACH TIME PERIOD
(T)
•THE EQUATION VCT = LN [ V(T) / V(T-1) ].
14. FIGURE 4 : CROSS-SECTIONAL DISPERSION OF TRADING
VOLUME CHANGE VS GROWTH OF PASSIVE ASSETS
• THE RESULT SHOWN THAT THERE ARE
2 PART
• FIRST PART IN FLAT GRAPH FROM
1997 TO 1996 AND DECLINE IN
SECOND PART AT ALMOST CONSTANT
RATE.
• AT SECOND REGIME INDEX
INVESTMENT BEGAN POPULARITY BY
ETFS TRADE ACTIVITY, AS THE
INCREASE IN INDEX TRADING DRIVES
HIGHER RETURN COVARIANCE IN
CONSTITUENT STOCKS.
15. THE SOURCES OF PHENOMENON
1. FROM OVERALL GROWTH IN INSTITUTIONAL ASSET
2. THE ACTIVE MUTUAL FUNDS THAT MANAGED AGAINST AN INDEX BENCHMARK AND CONTRIBUTE
TO THE INCREASED IN SYSTEMATIC MARKET RISK.
3. THE RISE OF INSTITUTIONAL INVESTOR THAT SHOWN THEIR RAPID RISE IN STOCK TURNOVER
SINCE 1993 FROM FOCUSING ON QUANTITATIVE INVESTING
4. THE HEDGE FUND QUANTITATIVE STRATEGIES SUCH AS STATISTICAL ARBITRAGE AND HIGH
FREQUENCY ALGORITHMIC TRADING (HFT) BECOME MORE POPULAR SINCE 1997 THAT SEEK TO
CAPTURE ANY PRICING SPREAD WITH DIFFERENTIAL BETWEEN ETFS AND INDEX FUNDS CAUSE
THE RESULT IN HIGHER SYSTEMATIC TRADING IN BASKET OF STOCKS SO OVERALL MARKET RISK
INCREASED VIA HIGHER PAIRWISE STOCK PRICE CORRELATION AND LOWER DISPERSION
16. FIGURE 5 : CROSS-SECTIONAL DISPERSION OF TRADING
VOLUME CHANGE FOR LARGE AND SMALL STOCKS
•DIFFERENCE BETWEEN LARGE CAP
(S&P500) AND SMALL CAP (NON S&P500),
BOTH OF TWO CAPITAL CAN REPRESENT IN
PASSIVE MANAGEMENT
•THE LARGE STOCKS HAVE HEAVIER INDEX
TRADING COMMONALITY COMPARE TO
SMALL STOCK
17. FIGURE 6 : AVERAGE PAIRWISE CORRELATION FOR PRICE
CHANGES AND VOLUME CHANGE FOR ALL STOCKS
• PRICE CHANGE AND VOLUME CHANE
MOVE IN THE SAME DIRECTION
• BOTH DAILY PRICE RETURN AND
TRADING VOLUME CHANGE HIGHLY
INCREASED AFTER 1997 WITH 2 REGIME
WITH FLAT FROM 1980-1996 AND
POSITIVE SLOPE IN 1997 ONWARD.
18. FIGURE 7 : AVERAGE PAIRWISE CORRELATION OF PRICE
CHANGES FOR S&P500 AND NON S&P500 STOCKS
• PASSIVE FUNDS ARE BENCHMARKED
AGAINST THE S&P500 WITH HIGHER
PAIRWISE EXPECTATION COMPARE TO
SMALL CAPITAL,
• BOTH CURVE OF RETURN CORRELATION OF
LARGE CAP AND SMALL CAP SHOW THE RISE
IN PASSIVE TRADING ON THE MARKET.
• THE T-STATISTIC REGRESSION APPLIED TO
PROVE ARE SIGNIFICANT
• SO MEANINGFUL RELATIONSHIP ON IMPACT
OF PASSIVE INVESTMENT IN THE MARKET.
19. FIGURE 8 : AVERAGE-CROSS CORRELATIONS BETWEEN TRADING VOLUME
LEVELS OR ABSOLUTE VOLUME CHANGES AND ABSOLUTE PRICE RETURN
• TO INVESTIGATE CROSS CORRELATION
BETWEEN PRICE RETURN AND TRADING
VOLUME FOUND THAT VOLUME CHANGE
• THE PRICE CHANGE BECAUSE INDEX TRADING
INVOLVE SYNCHRONIZED VOLUME CHANGE
ACROSS MANY STOCK
• REGRESSION WITH SIGNIFICANT TO SHOW
THE EXISTENCE OF RELATIONSHIP FROM T-
STATISTIC
20. FIGURE 9 : AVERAGE CROSS CORRELATION BETWEEN ABSOLUTE
VOLUME CHANGES AND ABSOLUTE PRICE CHANGES FOR S&P500
AND NON S&P500 STOCKS
• THE TIME SERIES CROSS CORRELATION
AMONG S&P500 AND NON S&P500
BETWEEN ABSOLUTE PRICE CHANGE AND
VOLUME CHANGE
• BOTH OF SMALL CAP AND LARGE CAP
MOVE HIGHER OVER TIME
21. IMPACT ON SYSTEMATIC RISK AND PORTFOLIO
DIVERSIFICATION
•THE RELATIONSHIP ON TRADING COMMONALITY DRIVEN BY PASSIVE INDEX TRADING BY REFER TO
THE RISE IN CORRELATION IN YIELD WITH AVERAGE BETAS.
•THE RESULT IN BETAS SHOWN THAT THE SMALL STOCK LESS SENSITIVE TO OVER MARKET RISK
COMPARE TO LARGE STOCK. FURTHERMORE, THE BETAS OF VALUE STOCK LOWER THAN GROWTH
STOCK DURING THE FIRST SUB PERIOD.
•THE INCREASED IN CONVERGENCE OF BETA SIGNIFICANTLY SUGGEST THAT IN THE SECOND
SUBPERIOD THE BENEFIT FROM DIVERSIFICATIONS WERE DROPPED WITH THE T-STATISTIC
SIGNIFICANT.
22. FIGURE 10 : EXCESS RETURN VOLATILITYAGAINST
NUMBER OF STOCKS
•IN THE SECOND SUBPERIOD
HAVE TO FACE THE
DIMINISHING IN ABILITY TO
DIVERSIFIED COMPARE TO
FIRST SUBPERIOD
• INVESTORS WHO WANT TO
MAINTAIN THE SAME EXCESS
RETURN NEED TO NUMBERS
OF STOCKS IN PORTFOLIO.
1st subperiod 2nd subperiod
23. ROBUSTNESS TEST AND FUTURE RESEARCH
•TO ENSURE THAT THE STOCK UNIVERSE IS MEANINGFULLY DIFFERENT RESULT ACROSS PERIOD
•BY RANDOMLY SELECT 500 STOCKS YIELD TO SHOW THE CONSISTENTLY RESULT TO UNDERSTAND
THE TREND AND BEHAVIOR OF INVESTORS IN INSTITUTION PART THAT CAN IMPACT TO MARKET
•THE RESULT SHOWN THAT STOCK WITHIN S&P500 HAVE HIGHER RETURN COMMONALITY AND
CORRELATION COMPARE TO NON S&P500 STOCKS
•FURTHER RESEARCH IS NEEDED TO BETTER DEVELOPMENT
24. CONCLUSION
• PASSIVE INVESTMENT IN INSTITUTION GAIN THE GROWTH AS THE TIME PAST AND BECOME THE MAIN
ACTIVITY OF TRADING.
• THE RISING IN PASSIVE INVESTING HAVE A CONNECTION WITH INCREASING IN MARKET SYSTEMATIC RISK
FROM THE INCREASING IN TRADING ACTIVITY ESPECIALLY ETFS
• THE LOWER ABILITY OF INVESTOR TO DIVERSIFIED THE RISK, TO INCREASE THE NUMBER OF HOLDING
STOCKS CAN HELP INVESTORS TO HAVE THE SAME EXCESS RETURN THE FURTHER RESEARCH IS VERY
CRUCIAL TO UNDERSTAND THE BEHAVIOR OF INVESTORS.
• THE DECLINE IN DIVERSIFICATION BENEFIT CAN COME UP WITH INCREASE IN MARKET VOLATILITY AND
INCREASE THE CHALLENGING IN RISK MANAGEMENT PORTFOLIO FROM HIGHER MARKET SYSTEMATIC RISK.
25. COMMENTS
•THE MORE ADDITIONAL PASSIVE MANAGED INVESTING COME IN THE MARKET CAUSE
TRADING TO HAVE HIGHER RISK .
•INVESTORS SHOULD TRY MORE TO UNDERSTAND THE MARKET AND INVESTORS
BEHAVIOR BECAUSE THE EFFECT OF MARKET EFFECTIVENESS CAUSE THE
INCREASING IN MARKET VOLATILITY
•TO LEARN MORE ABOUT THE ARBITRAGE STRATEGIES TO GAIN THE BENEFIT