Factor Analysis and HAR-RV

Slides:



Advertisements
Similar presentations
SI0030 Social Research Methods Week 6 Luke Sloan
Advertisements

Volatility. Downloads  Today’s work is in: matlab_lec04.m  Functions we need today: simsec.m, simsecJ.m, simsecSV.m  Datasets we need today: data_msft.m.
Jump Testing with Healthcare Stocks Haoming Wang Date: February 13 th, 2008.
A test of the free cash flow hypothesis: The case of bidder returns Larry H.P. Lang Rene M. Stulz Ralph A. Walkling (Journal of Financial Economics 29,
DJIA1 Beneath the Calm Waters: A Study of the Dow Index Group 5 members Project Choice: Hyo Joon You Data Retrieval: Stephen Meronk Statistical Analysis:
1 Qualitative Independent Variables Sometimes called Dummy Variables.
Realized Beta: Market vs. Individual stocks Angela Ryu Economics 201FS Honors Junior Workshop: Finance Duke University March 17, 2010.
Predictive Models of Realized Variance Incorporating Sector and Market Variance Haoming Wang April 16 th 2008.
Example: Test score A survey was conducted to measure the relationship between hours spent on studying JMSC0103 and the scores in the final examination.
What Explains the Stock Market’s Reaction to Federal Reserve Policy? Bernanke and Kuttner.
Enhancing the Quality of ICT Education through Industry Partnerships Honesty Young ( 楊 誠 ) October 22, 2012 All opinions are mine.
IT Sector Presentation Spring 2006 Divya Mirchandani Jake Monk Sameem Lutfi Pat McAuley Suk-Ho Lee.
Regression Maarten Buis Outline Recap Estimation Goodness of Fit Goodness of Fit versus Effect Size transformation of variables and effect.
Determinants of Credit Default Swap Spread: Evidence from the Japanese Credit Derivative Market.
To find out the reasons why PEL lags behind current leader of refrigeration industry, Dawlance, in terms of market share. To suggest corrective.
Predictive Models of Realized Variation and the Effects of Realized Semi-Variance on Implied Volatility Haoming Wang 3/19/2008.
Predictive Regression Models of Realized Variation and Realized Semi-Variance in the Pharmaceuticals Sector Haoming Wang 2/27/2008.
THE SATELLITE INSURANCE MARKET AND UNDERWRITING CYCLES Piotr Manikowski, Poznan University of Economics, Poland Mary Weiss, Temple University ARIA Annual.
ECON 338/ENVR 305 CLICKER QUESTIONS Statistics – Question Set #8 (from Chapter 10)
Name Next Spelling Word #1 Next Previous Spelling Word #2 Next.
The coefficient of determination, r 2, is The fraction of the variation in the value of y that is explained by the regression line and the explanatory.
Wed 2/24 Lesson 8 – 1 Learning Objective: To find direct, inverse, & joint variations Hw: Lesson 8 – 1 & 2 – 2 WS.
Subscription Partitioning and Routing in Content-based Publish/Subscribe Networks Yi-Min Wang, Lili Qiu, Dimitris Achlioptas, Gautam Das, Paul Larson,
High Frequency Data Analysis Sharon Lee Econ 201 FS February 4, 2009.
Time-Varying Beta: Heterogeneous Autoregressive Beta Model Kunal Jain Spring 2010 Economics 201FS May 5, 2010.
基 督 再 來 (一). 經文: 1 你們心裡不要憂愁;你們信神,也當信我。 2 在我父的家裡有許多住處;若是沒有,我就早 已告訴你們了。我去原是為你們預備地去 。 3 我 若去為你們預備了地方,就必再來接你們到我那 裡去,我在 那裡,叫你們也在那裡, ] ( 約 14 : 1-3)
Jump Correlation within an Industry – A Beginning By: Zed Lamba ECON 201FS.
2/20/08Brian Jansen Co-jumps in the Oil Industry.
Relative Valuation II.
Tobacco dependence: A race by smoker type interaction
Jump Detection and Analysis Investigation of Media/Telecomm Industry
Factor Analyses and Time-Lagged Regressions
Co-jumps in the Oil Industry
How Much Does Industry Matter?
Service lives of R&D.
HAR-RV with Sector Variance
Marketing Management
Marketing Management
By: Andrey Fradkin Date: 1/22/08
Online Gifts Buy for wishes happy mother's day to yours choice and with happy gifts find here:
مراجعة عامة.
Chapter 12 Managing Uncertainty in the Supply Chain: Safety Inventory
Buy and Hold: The Stock Market Game
HAR-RV with Sector Variance
Banking 11/18/ STOCK MARKET TICKER Chapter 1.
شركات المساهمة​ (corporations) Joint stock company
Regression Computer Print Out
Data Analysis II Mingwei Lei March 3rd, 2010 Econ 201S.
Presentation 3: Median Based Jump Test by Industry Siyu Zheng
ECON 201FS MSFT Daily Realized Variance: Factor Analysis and Time-Lagged Regressions By: Zed Lamba.
Initial Analysis Siyu Zheng.
Слайд-дәріс Қарағанды мемлекеттік техникалық университеті
.. -"""--..J '. / /I/I =---=-- -, _ --, _ = :;:.
FIN 360: Corporate Finance
Kunal Jain February 17, 2010 Economics 201FS
Jump Processes and Trading Volume
Econ 201 FS April 8, 2009 Pongpitch Amatyakul
Presentation 4 Mingwei Lei Econ 201.
II //II // \ Others Q.
Kunal Jain March 24, 2010 Economics 201FS
I1I1 a 1·1,.,.,,I.,,I · I 1··n I J,-·
Semivariance Significance
Semivariance Significance
Factor Analysis, HAR-RV Regressions, and F-Tests
Best Social Media Marketing Company
Deeper exploration of volume and Jump statistics
Stock Market Stage Analysis.
. '. '. I;.,, - - "!' - -·-·,Ii '.....,,......, -,
Multiplying and Dividing Integers
Presentation transcript:

Factor Analysis and HAR-RV ECON 201FS Factor Analysis and HAR-RV Zed Lamba 4/7/08

Recap of Factor Analysis Results ECON 201FS Recap of Factor Analysis Results Daily RV of all 10 tech stocks (CSCO, DELL, EMC, HPQ, IBM, INTC, MSFT, ORCL, TXN, XRX) had high communality and was well-explained by 1 common factor It was suggested that a factor analysis be conducted on their logs, as that is a smoother function that doesn’t blow up

Factor Analysis on ln(RV) I ECON 201FS Factor Analysis on ln(RV) I

Factor Analysis on ln(RV) II ECON 201FS Factor Analysis on ln(RV) II Average uniqueness decreases from 0.3510 to 0.2374! Similarly, conducting factor analysis on ln(Bipower Variation) decreases average uniqueness from 0.3625 to 0.2526! Will try to include market in analysis on Wed.

HAR-RV I Note that R-squared is quite high ECON 201FS HAR-RV I Note that R-squared is quite high Hopefully coming on Wednesday – including the market into the regression, so industry and market effects can be separated

ECON 201FS HAR-RV II DELLRVL1 appears to be significant, the same as in regular time-lagged regressions done previously

Significance Test – 1 day lags ECON 201FS Significance Test – 1 day lags

Significance Test – 5 day average lags ECON 201FS Significance Test – 5 day average lags

Significance Test – 22 day average lags ECON 201FS Significance Test – 22 day average lags Will separate out by company for next time