Tag Archives: distribution

Statistics 101 – David Borman

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Statistics 101

From Data Analysis and Predictive Modeling to Measuring Distribution and Determining Probability, Your Essential Guide to Statistics

David Borman

Genre: Mathematics

Price: $10.99

Publish Date: December 18, 2018

Publisher: Adams Media

Seller: SIMON AND SCHUSTER DIGITAL SALES INC


A comprehensive guide to statistics—with information on collecting, measuring, analyzing, and presenting statistical data—continuing the popular 101 series. Data is everywhere. In the age of the internet and social media, we’re responsible for consuming, evaluating, and analyzing data on a daily basis. From understanding the percentage probability that it will rain later today, to evaluating your risk of a health problem, or the fluctuations in the stock market, statistics impact our lives in a variety of ways, and are vital to a variety of careers and fields of practice. Unfortunately, most statistics text books just make us want to take a snooze, but with Statistics 101 , you’ll learn the basics of statistics in a way that is both easy-to-understand and apply. From learning the theory of probability and different kinds of distribution concepts, to identifying data patterns and graphing and presenting precise findings, this essential guide can help turn statistical math from scary and complicated, to easy and fun. Whether you are a student looking to supplement your learning, a worker hoping to better understand how statistics works for your job, or a lifelong learner looking to improve your grasp of the world, Statistics 101 has you covered.

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Statistics 101 – David Borman

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Charts of the Day: Income Inequality Doesn’t Have to Spiral Out of Control

Mother Jones

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Over at Equitable Growth, Thomas Piketty, Emmanuel Saez, and Gabriel Zucman provide a look at the latest numbers on income inequality in the United States:

The authors comment:

For the 117 million U.S. adults in the bottom half of the income distribution, growth has been non-existent for a generation while at the top of the ladder it has been extraordinarily strong….In the bottom half of the distribution, only the income of the elderly is rising….To understand how unequal the United States is today, consider the following fact. In 1980, adults in the top 1 percent earned on average 27 times more than bottom 50 percent of adults. Today they earn 81 times more.

Well, that’s the modern world for you, right? It’s all about skills and education and greater returns to rock stars. There’s really not much we can do about—oh wait. Here’s another chart:

Huh. Apparently you can run a thriving modern economy that benefits the working class as well as the rich. And note that this is pre-tax income. If social welfare benefits were included, the working class in France would be doing even better compared to the US:

The diverging trends in the distribution of pre-tax income across France and the United States—two advanced economies subject to the same forces of technological progress and globalization—show that working-class incomes are not bound to stagnate in Western countries. In the United States, the stagnation of bottom 50 percent of incomes and the upsurge in the top 1 percent coincided with drastically reduced progressive taxation, widespread deregulation of industries and services, particularly the financial services industry, weakened unions, and an eroding minimum wage.

We could do better for the working class and still maintain our economic dynamism if we wanted to. The only thing stopping us is that, apparently, we1 don’t want to.

1For a certain definition of “we,” that is.

Originally posted here – 

Charts of the Day: Income Inequality Doesn’t Have to Spiral Out of Control

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Republicans Aren’t Very Happy With the 21st Century

Mother Jones

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If America is no longer great, when was it great?

When asked to select America’s greatest year, Trump supporters offered a wide range of answers, with no distinct pattern. The most popular choice was the year 2000. But 1955, 1960, 1970 and 1985 were also popular. More than 2 percent of Trump’s supporters picked 2015, when Mr. Trump’s campaign began.

Hmmm. Trump supporters seem to have a fondness for nice, even years. Not just Trump supporters, though: the year 2000 was the single biggest winner among both Democrats and Republicans. I suppose that makes sense. The economy was booming, 9/11 was still in our future, China hadn’t joined the WTO, and nobody knew that our upcoming election would be decided by the Supreme Court instead of the voters. But let’s return to Republicans:

In March, Pew asked people whether life was better for people like them 50 years ago — and a majority of Republicans answered yes. Trump supporters were the most emphatic, with 75 percent saying things were better in the mid-1960s.

….There were partisan patterns in views of America’s greatness. Republicans, over all, recall the late 1950s and the mid-1980s most fondly. Sample explanations: “Reagan.” “Economy was booming.” “No wars!” “Life was simpler.” “Strong family values.” The distribution of Trump supporters’ greatest years is somewhat similar to the Republican trend, but more widely dispersed over the last 70 years.

No surprises here. Old white folks pine for the days when other old white folks ruled the country. Democrats, by contrast, who are a lot less white, are considerably less enthusiastic about those days.

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Republicans Aren’t Very Happy With the 21st Century

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If These 35,000 Walruses Can’t Convince You Climate Change Is Real, I Don’t Know What to Tell You

Mother Jones

AP Photo/NOAA, Corey Accardo

This an image from a NOAA research flight over a remote stretch of Alaska’s north shore on Saturday. It shows approximately 35,000 walruses crowded on a beach, which according to the AP is a record number for this survey program.

Bear in mind that each of the little brown dots in this image can weigh over 4,000 pounds, placing them high in the running to be the world’s biggest climate refugees.

Why are so many walruses “hauled out” on this narrow strip of land? Part of the reason is that there’s not enough sea ice for them to rest on, according to NOAA.

On September 17, Arctic sea ice reached its minimum extent for 2014, which according to federal data is the sixth-lowest coverage since the satellite record began in 1979.

“The massive concentration of walruses onshore—when they should be scattered broadly in ice-covered waters—is just one example of the impacts of climate change on the distribution of marine species in the Arctic,” Margaret Williams, the managing director of WWF’s Arctic program, said in a statement.

If you’ve ever seen these blubbery beasts duke it out, then you know there’s some serious marine mammal mayhem in store. Thanks, climate change!

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If These 35,000 Walruses Can’t Convince You Climate Change Is Real, I Don’t Know What to Tell You

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Thomas Piketty Has a Grim View of Our Plutocratic Future

Mother Jones

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A while back I mentioned Thomas Piketty’s new book, Capital in the 21st Century, which hasn’t yet made a big splash in the United States because the English translation won’t be out until March. But Thomas Edsall takes a look at reaction so far to Piketty’s thesis about the roots of rising income inequality and summarizes it this way:

Piketty proposes [] that the rise in inequality reflects markets working precisely as they should: “This has nothing to do with a market imperfection: the more perfect the capital market, the higher” the rate of return on capital is in comparison to the rate of growth of the economy. The higher this ratio is, the greater inequality is.

….There are a number of key arguments in Piketty’s book. One is that the six-decade period of growing equality in western nations — starting roughly with the onset of World War I and extending into the early 1970s — was unique and highly unlikely to be repeated. That period, Piketty suggests, represented an exception to the more deeply rooted pattern of growing inequality.

The chart on the right shows this graphically. For most of history, returns to capital were higher than the growth rate of the global economy, and this meant higher returns to owners of capital than to workers at large. And this means rising inequality. As a reviewer writes, “if capital incomes are more concentrated than incomes from labor (a rather uncontroversial fact), personal income distribution will also get more unequal — which indeed is what we have witnessed in the past 30 years.” The mid-20th century reversal of this trend was temporary and unlikely to be repeated.

One thing to be clear about, however, is that the right side of Piketty’s chart is a forecast. I’ve redrawn it with dashed red lines to make that clear. Piketty is predicting that returns to capital will exceed growth modestly over the next half century, and will gap out wildly in the half century after that. Edsall doesn’t really explain why Piketty believes this, so I guess we’ll have to wait for further reviews on that score. Speaking for myself, I’ll need some convincing. My view is that the second half of the 21st century—assuming we manage not to blow each other up or fry the planet to a cinder—is likely to be an era of fantastically high growth thanks to robotics and artificial intelligence. That also produces problems related to the distribution of income, but they’re rather different from Piketty’s.

But in one sense it doesn’t matter. Piketty’s solution to the problem of this mismatch between growth and capital returns—which he considers an inevitable consequence of capitalism—is redistribution and plenty of it: “The only way to halt this process, he argues, is to impose a global progressive tax on wealth….an annual graduated tax on stocks and bonds, property and other assets that are customarily not taxed until they are sold.” That’s probably the eventual answer to the robotics revolution too. So regardless of which fork we take in the future, higher taxes on the rich seem pretty likely.

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Thomas Piketty Has a Grim View of Our Plutocratic Future

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Santa Claus Points the Way to Our Robot-Filled Future

Mother Jones

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Dean Baker writes today that the Washington Post should be less worried. Their writers seem to think that eventually robots will take away all our jobs, but their editorial page is worried about bankrupting the country via spending on Social Security and Medicare. But you really can’t have both. If robots are beavering away producing everything we could possibly desire, then national bankruptcy is hardly a worry. Except, of course, for this:

There can of course be issues of distribution. If the one percent are able to write laws that allow them to claim everything the robots produce then they can make most of us very poor. But this is still a story of society of plenty. We can have all the food, shelter, health care, clean energy, etc. that we need; the robots can do it for us.

Yep. This is the issue. For all practical purposes, you can think of the elves in Santa’s workshop as a bunch of robots. As near as I can tell, they work for free, they’re insanely productive, and they produce as much stuff as Santa wants them to. So how is all this bounty distributed? Santa is smart enough to have figured out that capitalism won’t really work in a situation like this, so he’s adopted what’s basically a centrally-planned Marxist system: he decides who’s been naughty and who’s been nice, and then distributes gifts accordingly.

That might not quite work for our robot-filled future, but something like it will. Distribution, as John Stuart Mill pointed out more than a century ago, is really the most important question in economics. In the future, it will only get even more important.

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Santa Claus Points the Way to Our Robot-Filled Future

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Bliss: Writing to Find Your True Self – Katherine Ramsland

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Bliss: Writing to Find Your True Self

Katherine Ramsland

Genre: Psychology

Price: $0.99

Publish Date: February 12, 2013

Publisher: Katherine Ramsland

Seller: TMG Distribution Services, LLC


When folklorist Joseph Campbell urged us all to follow our bliss, he offered no instructions. Bliss fills in what’s missing. This strategy of clear, achievable steps, learned through writing exercises, was developed from “bliss-coaching” workshops and therapy sessions. Following your bliss means finding the activity or occupation that most fully expresses who you are. It means using your talents and gifts in a way that feels spiritually satisfying. Bliss offers exercises that help you to map your progress from confusion to clarity, and it illustrates how to use bodywork, intuition, dreams, immersion, and creative imagination for greater motivation. Finding bliss is the ultimate spiritual joy. Bliss covers common psychological blocks and facilitators, self-awareness exercises, your inner guidance system, mental agility, getting into “flow”, and creating your personal life vision.

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Bliss: Writing to Find Your True Self – Katherine Ramsland

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Safe Drinking Water Elusive for Many in California

Bureaucratic and technical obstacles have slowed the distribution of federal aid in places where water is laced with nitrates and other pollutants. View post:   Safe Drinking Water Elusive for Many in California ; ;Related ArticlesCarbon Dioxide Level Passes Long-Feared MilestonePolitico to Test a Pay Wall With Some Readers of Its SiteRepublicans Block Vote on Nominee to Lead E.P.A. ;

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Safe Drinking Water Elusive for Many in California

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