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Related: Are GE's days on the Dow numbered?

Furious shareholders: Angry shareholders have sued GE at least five times since late last year. Some of the suits name former CEO Jeff Immelt and his successor, John Flannery, alleging they "made false and misleading statements" about GE's expected financial performance.

Furious shareholders:

Three of the lawsuits have been consolidated into a single action.

Immelt and Flannery were also named in a GE shareholder lawsuit filed on February 15 alleging "breaches of fiduciary duties and unjust enrichment." Among other issues, this lawsuit slams GE for allowing Immelt to be escorted around the world by a spare plane . (GE has said it stopped deploying an extra jet for Immelt in 2014.)

"The company will defend itself against these claims," a GE spokesperson told CNNMoney.

Expanded SEC probe : The Boston office of the SEC notified GE in late November of an investigation into the company's accounting, according to filings. At first, the probe focused on GE's revenue recognition practices and internal controls over long-term service agreements.

Expanded SEC probe

The SEC expanded the investigation in January after the company shocked Wall Street by revealing a $6.2 billion charge on a portfolio of long-term care insurance policies. Buffett said on Monday he was "staggered" by the size of GE's insurance losses.

GE said it is cooperating with the SEC investigation by providing documents and other information.

GE also plans to restate its 2016 and 2017 results because of a change in accounting standards for how companies book gains and losses on long-term contracts.

A GE spokesperson said that the "recast" of results is "independent of the SEC review, which is in early stages."

Related: GE is under SEC investigation

GE retirees want $700 million: At least four groups have sued GE since late September over the company's oversight of its 401(k) plan. GE said the lawsuits allege the company breached its fiduciary duties by using proprietary funds that underperformed the market and were expensive. The plaintiffs are seeking class action status.

GE retirees want $700 million:

To see why OLS is logical, imagine a regression line running 6 units below one data point and 6 units above another point; it is 6 units away from the two points, on average. Now suppose a second line runs 10 units below one data point and 2 units above another point; it is also 6 units away from the two points, on average. But if we square the distances involved, we get different results: 6 2 + 6 2 = 72 in the first case, and 10 2 + 2 2 = 104 in the second case. So the first line yields the lower figure — the “least squares” — and is a more consistent reduction of the distance from the data points. (Additional methods, besides OLS, can find the best line for more complex forms of regression analysis.)

In turn, the typical distance between the line and all the points (sometimes called the “standard error”) indicates whether the regression analysis has captured a relationship that is strong or weak. The closer a line is to the data points, overall, the stronger the relationship.

Regression analysis, again, establishes a correlation between phenomena. But as the saying goes, correlation is not causation. Even a line that fits the data points closely may not say something definitive about causality. Perhaps some students do succeed in French class because they study hard. Or perhaps those students benefit from better natural linguistic abilities, and they merely enjoy studying more, but do not especially benefit from it. Perhaps there would be a stronger correlation between test scores and the total time students had spent hearing French spoken before they ever entered this particular class. The tale that emerges from good data may not be the whole story.

So it still takes critical thinking and careful studies to locate meaningful cause-and-effect relationships in the world. But at a minimum, regression analysis helps establish the existence of connections that call for closer investigation.

Topics: Economics , air jordan vi 6 retro infrared 6
, Mathematics

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Kelley Brown

March 16, 2010

I hope this kind of thing ("Explained")becomes a regular feature. Even if we learned about things like regression in school, it is easy to forget if you don't use it regularly.

thanks!

Ann Teve

July 15, 2011

Yes, this is written with exceptional clarity. Do continue this feature by this author.

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