CORRELATION: Diversification in Finance and Investments

By Staff Reporters

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DEFINITION

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Correlation measures the relationship between two investments–the higher the correlation, the more likely they are to move in the same direction for a given set of economic or market events. Correlation, in the finance and investment industries, is a statistic that measures the degree to which two securities move in relation to each other. Correlations are used in advanced portfolio management, computed as the correlation coefficient which has a value that must fall between -1.0 and +1.0.

So if two securities are highly positively correlated, they will move in the same direction the vast majority of the time. Negatively correlated investments do the opposite–as one security rises, the other falls, and vice versa. No correlation means there is no relationship between the movement of two securities–the performance of one security has no bearing on the performance of the other.

CAUSATION: https://medicalexecutivepost.com/2024/06/05/correlation-is-not-causation/

Correlation is an important concept for portfolio diversification--combining assets with low or negative correlations can improve risk-adjusted performance over time by providing a diversity of payouts under the same financial conditions.

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ILLUSORY: Correlation

CORRELATION IS NOT CAUSATION

By Staff Reporters

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According to colleague Dan Ariely PhD, Illusory Correlation is the perception of a relationship between variables when none exists. It’s like thinking that carrying an umbrella causes it to rain. Our brains are pattern-seeking machines, often connecting dots that aren’t actually connected. This bias can lead to superstitions and incorrect beliefs.

The illusory correlation occurs when someone believes that there is a relationship between two people, events, or behaviors, even though there is no logical way to connect them. The illusory correlation fools us into believing stereotypes, superstitions, old wives’ tales, and other silly ideas. Sometimes, the perceived connection between two events is harmless. It’s silly to think that a certain number always brings you luck. But forming these connections is completely normal. To avoid illusory correlations, rely on data and evidence rather than anecdotal observations.

So always remember: correlation does not imply causation, no matter how convincing it seems.

More: https://medicalexecutivepost.com/2024/06/05/correlation-is-not-causation/

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CORRELATION in Modern Portfolio Theory Investing

“Correlation” has been used over the past twenty years by institutions, [physician] investors and financial advisors to assemble portfolios of moderate INVESTMENT risk

By Dr. David Edward Marcinko MBA MEd CMP®

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Modern Portfolio Theory approaches investing by examining the complete market and the full economy. MPT places a great emphasis on the correlation between investments. 

DEFINITION: Correlation is a measure of how frequently one event tends to happen when another event happens. High positive correlation means two events usually happen together – high SAT scores and getting through college for instance. High negative correlation means two events tend not to happen together – high SATs and a poor grade record. No correlation means the two events are independent of one another.

CITATION: https://www.r2library.com/Resource/Title/0826102549

CORRELATION: https://medicalexecutivepost.com/2021/02/05/correlation-is-not-causation/

In statistical terms two events that are perfectly correlated have a “correlation coefficient” of 1; two events that are perfectly negatively correlated have a correlation coefficient of -1; and two events that have zero correlation have a coefficient of 0.

In calculating correlation, a statistician would examine the possibility of two events happening together, namely:

  • If the probability of A happening is 1/X;
  • And the probability of B happening is 1/Y; then
  • The probability of A and B happening together is (1/X) times (1/Y), or 1/(X times Y).

There are several laws of correlation including;

  1. Combining assets with a perfect positive correlation offers no reduction in portfolio risk.  These two assets will simply move in tandem with each other.
  2. Combining assets with zero correlation (statistically independent) reduces the risk of the portfolio.  If more assets with uncorrelated returns are added to the portfolio, significant risk reduction can be achieved.
  3. Combing assets with a perfect negative correlation could eliminate risk entirely.   This is the principle with “hedging strategies”.  These strategies are discussed later in the book.

In the real world, negative correlations are very rare.  Most assets maintain a positive correlation with each other.  The goal of a prudent investor is to assemble a portfolio that contains uncorrelated assets.  When a portfolio contains assets that possess low correlations, the upward movement of one asset class will help offset the downward movement of another.  This is especially important when economic and market conditions change.

As a result, including assets in your portfolio that are not highly correlated will reduce the overall volatility (as measured by standard deviation) and may also increase long-term investment returns. This is the primary argument for including dissimilar asset classes in your portfolio. Keep in mind that this type of diversification does not guarantee you will avoid a loss.  It simply minimizes the chance of loss. 

In this table provided by Ibbotson, the average correlation between the five major asset classes is displayed. The lowest correlation is between the U.S. Treasury Bonds and the EAFE (international stocks).  The highest correlation is between the S&P 500 and the EAFE; 0.77 or 77 percent. This signifies a prominent level of correlation that has grown even larger during this decade.   Low correlations within the table appear most with U.S. Treasury Bills.

Historical Correlation of Asset Classes

Benchmark                             1          2          3         4         5         6            

1 U.S. Treasury Bill                  1.00    

2 U.S. Bonds                          0.73     1.00    

3 S&P 500                               0.03     0.34     1.00    

4 Commodities                         0.15     0.04     0.08      1.00      

5 International Stocks              -0.13    -0.31    0.77      0.14    1.00       

6 Real Estate                           0.11      0.43    0.81     -0.02    0.66     1.00

Table Source: Ibbotson 1980-2012

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Correlation is NOT Causation!

“CORRELATION DOES NOT IMPLY CAUSATION”
Repeat After Me!

DEFINITION: The phrase “correlation does not imply causation” refers to the inability to legitimately deduce a cause-and-effect relationship between two events or variables solely on the basis of an observed association between them.
CITE: https://www.r2library.com/Resource/Title/082610254

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LOGIC FALLACY: The idea that “correlation implies causation” is an example of a questionable-cause logical fallacy, in which two events occurring together are taken to have established a cause-and-effect relationship.

This fallacy is also known by the Latin phrase cum hoc ergo propter hoc (‘with this, therefore because of this‘). This differs from the fallacy known as post hoc ergo propter hoc (“after this, therefore because of this”), in which an event following another is seen as a necessary consequence of the former event, and from conflation, the errant merging of two events, ideas, databases, etc., into one.

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PODCAST: Statistics in Health Care Finance

By Eric Bricker MD

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Subscribe to the Medical Executive-Post

Specificity versus Sensitivity: https://medicalexecutivepost.com/2020/03/20/medical-laboratory-sensitivity-versus-specificity/

Correlation versus Causation: https://medicalexecutivepost.com/2021/02/05/correlation-is-not-causation/?preview_id=239347&preview_nonce=a2cdc51424&preview=true

False Positives and Negatives: https://medicalexecutivepost.com/2019/09/14/what-are-false-positive-and-false-negative-tests/

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Risk Management, Liability Insurance, and Asset Protection Strategies for Doctors and Advisors: Best Practices from Leading Consultants and Certified Medical Planners™

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PODCAST: Healthcare Bio-Statistics

Data Science in Healthcare

BY ERIC BRICKER MD

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YOUR COMMENTS ARE APPRECIATED.

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BIO-STATISTICS COURSE: https://www.youtube.com/watch?v=1Q6_LRZwZrc-

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Comprehensive Financial Planning Strategies for Doctors and Advisors: Best Practices from Leading Consultants and Certified Medical Planners™

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WHY MEDICAL CORRELATION IS “STILL” NOT CAUSATION

WHY MEDICAL CORRELATION IS “STILL” NOT CAUSATION!

Courtesy: https://lnkd.in/eBf-4vY

CORRELATION: The degree and relationship between two variables which vary together over time. Correlation can vary from +1 to -1. Values close to +1 indicate a high-degree of positive correlation, and values close to -1 indicate a high degree of negative correlation.

CAUSATION: The”causal relationship between conduct and result”. It connects conduct with effect. Causation, often confused with correlation, indicates the extent to which two variables increase or decrease in parallel. However, correlation by itself does not imply causation. There may be a third factor, for example, responsible for the fluctuations in both variables. LINK: https://lnkd.in/eJNz355

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Assessment: Now, “correlation does not imply causation” is a phrase to emphasize that correlation between two variables does not imply that one causes the other. But – what about evidence and applications in medicine? Colleague Steve Novella explains.

ESSAY: https://lnkd.in/eEDBMrF Your thoughts are appreciated.

RISK MANAGEMENT & INSURANCE PLANNING FOR DOCTORS:

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Risk Management, Liability Insurance, and Asset Protection Strategies for Doctors and Advisors: Best Practices from Leading Consultants and Certified Medical Planners™    Risk Management, Liability Insurance, and Asset Protection Strategies for Doctors and Advisors: Best Practices from Leading Consultants and Certified Medical Planners™

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