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The Effect of Domestic and Foreign
Political Events on the US and
London Stock Markets
Wasif Ali
Michael Bechara
Priya Chandrashekar
Zhanpeng Ruan
Agenda
• Motivation & selected events
• Data collection and adjustment
• Approach and code
• Analysis results
• Conclusion
• Next steps
Motivation
• We have gone through a politically tumultuous
past few years
• Domestic and Foreign
• What impact does this have on our finances?
• Goal: Figure out how different domestic and
foreign political events impact two major
exchanges: NASDAQ and the London Stock
Exchange Group
Events
● 2008 Presidential Election
● 2012 Presidential Election
● 2016 Super Tuesday
● Greek Financial Crisis
● Scottish Independence 2014
● BREXIT
About the Data
● 30 stocks from NASDAQ and 30 stocks from LSEG
■ Concatenated each exchange into two separate data frames
• Adjusted for formatting (column names, file format etc)
• Converted these data frames into clean CSV files to be used for analysis
● Adjustment of units
■ Since we are using different market and timeframes, adjustments with the prices are needed
• Currency Rate
• Inflation Rate
Increasing trend in CPI shows important of inflation
Source: Federal Reserve Bank of St. Louis
Approach and Code
- Inflation rate: computed using Consumer Price Index (CPI)
- Currency exchange rate: extrapolate missing data
- Difference between pre-event and post-event average stock price
- Scatter plot of price difference
- Match-paired hypothesis test on price difference
- Confidence interval, p-value, etc.
- Bar graph of daily total volume
Results: no statistically significant impact on US market
- Relatively narrower confidence interval
Results: no statistically significant impact on UK market
- Relatively wider confidence interval, indicating more volatility
Trading volume shows no change in investing behavior
Example: 2008 Presidential Election
Example 1: Scottish Independence
US Market
- CI = [-9.78, 4.72]
- CI Width = 14.50
- T-value = -0.71
- P-value = 0.48
UK Market
- CI = [-163.18, 78.49]
- CI Width = 241.67
- T-value = -0.72
- P-value = 0.48
Effect on Marketplace Visualizations
US UK
Example 2: 2016 Super Tuesday
US Market
- CI = [-11.10,20.41]
- CI Width = 31.51
- T-value = 0.60
- P-value = 0.55
UK Market
- CI = [-101.07, 174.85]
- CI Width = 275.9231968
- T-value = 0.55
- P-value = 0.59
Effect on Marketplace Visualizations
US UK
Drawing Conclusions
• UK marketplace is relatively more
volatile than US
• Investors should not make rash
decisions
➢ Decrease dumping of stocks during a
politically tumultuous time
• The prospect of shorting stocks is only
viable within a very short window
➢ Timing is critical!
Next Step
- Testing smaller window
- Expanding sample size
- Test effect from 2016
Presidential elections
- Expanding to other global
markets

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Stat 3250 Final - Group 2.pptx

  • 1. The Effect of Domestic and Foreign Political Events on the US and London Stock Markets Wasif Ali Michael Bechara Priya Chandrashekar Zhanpeng Ruan
  • 2. Agenda • Motivation & selected events • Data collection and adjustment • Approach and code • Analysis results • Conclusion • Next steps
  • 3. Motivation • We have gone through a politically tumultuous past few years • Domestic and Foreign • What impact does this have on our finances? • Goal: Figure out how different domestic and foreign political events impact two major exchanges: NASDAQ and the London Stock Exchange Group
  • 4. Events ● 2008 Presidential Election ● 2012 Presidential Election ● 2016 Super Tuesday ● Greek Financial Crisis ● Scottish Independence 2014 ● BREXIT
  • 5. About the Data ● 30 stocks from NASDAQ and 30 stocks from LSEG ■ Concatenated each exchange into two separate data frames • Adjusted for formatting (column names, file format etc) • Converted these data frames into clean CSV files to be used for analysis ● Adjustment of units ■ Since we are using different market and timeframes, adjustments with the prices are needed • Currency Rate • Inflation Rate
  • 6. Increasing trend in CPI shows important of inflation Source: Federal Reserve Bank of St. Louis
  • 7. Approach and Code - Inflation rate: computed using Consumer Price Index (CPI) - Currency exchange rate: extrapolate missing data - Difference between pre-event and post-event average stock price - Scatter plot of price difference - Match-paired hypothesis test on price difference - Confidence interval, p-value, etc. - Bar graph of daily total volume
  • 8. Results: no statistically significant impact on US market - Relatively narrower confidence interval
  • 9. Results: no statistically significant impact on UK market - Relatively wider confidence interval, indicating more volatility
  • 10. Trading volume shows no change in investing behavior Example: 2008 Presidential Election
  • 11. Example 1: Scottish Independence US Market - CI = [-9.78, 4.72] - CI Width = 14.50 - T-value = -0.71 - P-value = 0.48 UK Market - CI = [-163.18, 78.49] - CI Width = 241.67 - T-value = -0.72 - P-value = 0.48
  • 12. Effect on Marketplace Visualizations US UK
  • 13. Example 2: 2016 Super Tuesday US Market - CI = [-11.10,20.41] - CI Width = 31.51 - T-value = 0.60 - P-value = 0.55 UK Market - CI = [-101.07, 174.85] - CI Width = 275.9231968 - T-value = 0.55 - P-value = 0.59
  • 14. Effect on Marketplace Visualizations US UK
  • 15. Drawing Conclusions • UK marketplace is relatively more volatile than US • Investors should not make rash decisions ➢ Decrease dumping of stocks during a politically tumultuous time • The prospect of shorting stocks is only viable within a very short window ➢ Timing is critical!
  • 16. Next Step - Testing smaller window - Expanding sample size - Test effect from 2016 Presidential elections - Expanding to other global markets

Editor's Notes

  1. Wasif Go over our agenda
  2. Talk about presidential election and foreign events Often times these volatilities in the marketplace have the biggest impact on the middle class wasif
  3. -choose these events bc they seemed the most stand out political events of the past decade Pick 3 US political events, to test their effect on US and UK market Pick 3 UK political events, to test their effect on US and UK market wasif
  4. -used the glob functionality -obtained the data from nasdaq website and yahoo finance priya
  5. priya Initially not sure whether inflation should be included Plot CPI Vs. time See increasing trend of CPI → cannot ignore the impact Decided to include inflation effect in our analysis Saw the importance of inflation and currency Applied that in our data to adjust the pricing We got all our data from the bureu of labor statistics
  6. Troy Lack of inflation data → use CPI to indirectly calculate inflation rate Select CPI within relevant timeframe, apply inflation formula to get the corresponding periodic inflation rate Apply that inflation rate to our pre-event stock price so that it is comparable to post-event price Currency conversion is needed to compare UK price and US stock price Use daily rate, believe in high fluctuation of conversion rate, wanna be as accurate as possible Get historical currency exchange rate from federal reserve, contain missing data Extrapolate missing rate using previous rate: changes within one day is minor, previous day’s rate is a good proxy Apply that currency exchange rate to UK stock price so that it is comparable to US stock price Preparation of hypo test: get price difference, result in 30 price differences, become our sample of hypothesis test Scatter plot of price difference: to eyeball any significant effect on stock price Actual match-paired test result: CI, p-value Bar graph: to see if trading behavior changes due to political events
  7. -none of our results were seen to be significant you can see in the large p-values -relatively narrower CI -largest confidence interval was Scottish Independence Troy
  8. -none of our results were seen to be significant you can see in the large p-values -relatively wider CI, indicating higher volatility in UK market -largest confidence interval was 2016 Super Tuesday troy
  9. priya Volume does not change much around the event-time Indicate no significant investing behavior changes Could potentially explain why stock prices stay similar even with significant political events -- since they don’t invest more or less To make sure the stocks we chose were prominent in the marketplace, we visualized the volumes for each event. For example, here is the volume shown durng the 2008 Presidential Election so we can see there is a great deal of movement in this stock during this time.
  10. Michael
  11. michael
  12. michael
  13. michael
  14. priya
  15. troy