What Newspapers Tell Us And What we Hear and See on TV and Radio In this issue of the Gnews we'll suggest how to cope with: 1. Math Errors and mathematical confusion. 2. Error or bias in TV and radio. 3. 'Facts' created out of nothing. 4. Statistical errors. 5. Different interpretations of the same data. So here goes: 1. Math errors and confusion.
The report left no doubt that errors are very common, and that newspapers are quite aware of the problem. For example, Columnist James J. Kilpatrick of the New York Times wrote, "As a class, writers are arithmetical morons." But the general conclusion of this report was that mathematical incompetence is not as bad as people say. Only 13% of 573 errors were mathematical; many of the errors were minor; some were open to interpretation. That conclusion doesn't jibe with Kilpatrick's quote, nor with the examples we've presented above. I suspect that many errors were never detected: after all, the 'detectors' are themselves likely to be math illiterates. 2. Media error and bias.
3. It may seem hard to believe, but sometimes people with
axes to grind lie, and create 'facts' out of nothing. If a fact seems important to the
reporter, he or she may publish it without checking whether it's true.
4. Statistical errors are common in many news items.
5. People often interpret the same data in different
ways.
But in addition you've seen, from the above examples, that we must be very careful when we read or hear the news, for the media makes all sorts of mistakes; and even when they report a fact -- for example, the result of a study -- the study itself may be wrong or misleading. |
Social Security is Facing Disaster "It seems, like, complicated," she began, "but an example can make it easy? Suppose your school has a deal for you. Starting in the 6th grade you pay them $5 every month? $60 per year? And they promise that starting in the 12th grade they'll, you know, shell out $100 to you every year. For the rest of your life? Sounds awesome, no? So what would happen? "The school's going to grow, right? Every year there'll be more students. Let's say there are 100 for starters, but every year there are 20 more? So 120 in the second year? 140 in the third? And so on? And that's grody, because every year more students are kicking in their $60. "So let's look at the ol' bookkeeping? "So that bank account gets, you know, fatter and fatter those first six years. When the school doesn't have to shell anything out? But in the seventh it has to start taking out dough to pay the $100 it promised. Up to year 11, it deposits more than it takes out? So the surplus in the bank keeps growing. BUT. From year 11 on its expenses (blue line) are bigger than its income (black line). And finally in year 23 it, you know, runs out of money. New 6th graders are still paying their $60/year? But the payouts are more and more humungous. The system is bankrupt. The school can't keep its promise to pay $100/year for the rest of your life. "And that's a pretty good picture of what's goin' down with Social Security (SS). "The folks who say there's no Social Security crisis agree there'll be a problem in 2042, but say 'no problem' for 2016 when expenses are greater than income. 'All we have to do', they claim, 'is take money out of the Trust Fund. "But that's, like, a hoax. "What is this trust fund? It's money invested in US Bonds. That sounds groovy, right? But, hey, let's get down to the nitty-gritty. "The pic on the right shows what was happening in the beginning (the 1930's) when no one was old enough to be paid anything. Those young folks are shown on the bottom. They sent in all that cash, and the guvm'nt said it bought bonds for the trust fund. But that's just paper. In fact, the cash was still there. And our Congress and President used that cash to pay for good stuff like buildings and subways and doctor services. "Years later lots of people are, like, gramps and grannies? Retired? They begin to get SS benefits? So as you see on the left, some or most of the cash the younger people pay in is handed over to these oldies. Hey! Not as much cash available now for the good stuff! So what to do? "How about taking some money out of the Trust Fund to make up the difference? Well, sure the guvm'nt can say it sold some Trust Fund bonds. But that doesn't give 'em any cash. The only way to make up the difference is to cook up some new taxes -- or to cut back on spending (and Congress sure doesn't like to do that!) 2015 will be crisis time: that's when payments start being bigger than income? Look down below. Starting 2015, new taxes gotta, you know, help pay benefits to the old folks? as well as paying for the good stuff? That's when something's gonna have to happen: even bigger new taxes, or spending cuts, or ... or how about some big tweak in the SS system itself! And is 2042 important? When the Trust 'runs out of money'? Makes no diff. The trust bonds may be gone, but the problems after 2042 will be the same kind as those after 2015. Worse because the difference between payments and income keeps, you know, snowballing. "How does this compare with our School example? Well, the school really had mazuma in the bank. So their problem didn't come up until they took the last dollar out of the bank account. Why is the bank account different from the 'Trust Fund'? When the bank takes your deposit, it doesn't put it in a vault. It loans it out to people who are going to build a house? Or start a business? Or pay college tuition for their kids? And each of these investments by the bank is backed by something real: a house or a business or a parent who's put up his house as a guarantee he'll pay the tuition back to the bank. The US bonds in the 'Trust Fund' aren't backed by anything tangible. It's like, if the school had written down an IOU each year instead of shoving the dough in the bank. Then they could have spent your $60 per year on books and salaries? And educational trips for the teachers? But the school's 'cashing' those IOU's is just like the US Gov'ment 'cashing' the US Bonds. "How could this problem (the 2015 problem) have been prevented? Suppose the guvm'nt had bought gold every year. Instead of issuing bonds? Of course, they couldn't have shelled out the income on good stuff because the cash went to the people who owned the gold. So there'd have to be new taxes to, you know, pay for the good stuff? Then starting in 2015 they'd sell some of the gold every year. To pay the old folks? Of course, there'd still have to be new taxes to pay for the good stuff. But the Trust Fund would be based on something real -- gold. And between 2015 and 2042 (when the Fund sold the last of its gold) there wouldn't be a problem. "So what're we gonna do to stave off the problem in 2015, when payouts are bigger than income? There are a bunch of proposals. Some possibilities: "1. Increase the payroll taxes that pay for SS. "2. Reduce SS payments to retired people. "3. Increase the retirement age, so old folks can't retire until later. "4. Shift over to a system where there is a real Trust Fund holding real assets -- like Xerox and IBM and Microsoft and a bunch of other stocks. "5. Do all or some combo of these fixes. "Nobody knows how it's gonna be solved. But the later we put off solving it, the tougher it's gonna be. and Sensible (Continued from the left column) 1. Check the arithmetic. If it's wrong, the conclusion may be wrong, as well. 2. Be especially careful of the 'news' you get from TV or radio. Remember that it's more influenced by the announcer than by the facts, and that in their hurry to tell the bad news, reporters may get their facts wrong. 3. If a number seems extraordinary, it may have been invented to prove a point. 4. Be aware that statistical errors are common. Find out the size of the sample -- how many subjects were included in the survey or study from which a conclusion was drawn. Also check on the source of the report. You may find the organization providing the data has a reason for coming to the conclusion reached. And keep in mind that a study reported today may be contradicted by a new study conducted later. 5. Remember that there may be other points of view that should be examined before you come to a conclusion. If you're proposing to do something based on what you read or hear, take the time to look for other opinions or reports on the subject. The Web is a fine place to search for such alternatives. Sam'll Answer DEAR SAM: What should I worry about? The TV and newspapers give me so many choices! WORRY, WORRY, WORRY DEAR WORRY, |
Polar Bears Drowning as Ice Melts What we will do in this article (at the risk of being immoral) is present a point of view you won't read in your newspaper or see on your TV. In particular, we'll show that: 1. The temperature of the earth goes through cycles of cold and warm periods. The current situation is the beginning of a warming period that won't be any worse than those in the past. 2. Carbon dioxide, which is supposed to be a prime cause of global warming, has often been much higher in the past, when man wasn't around. It comes from many places, and what we humans add is a very small part of the total. 3. Mathematical models, which are used to predict future weather, give widely different predictions, and should therefore be treated with suspicion. NOTE. We're saying, and we believe, that the popular view is wrong. But of course our immoral view may be wrong, too. You make up your own mind.
However, the oldest of these records date back to the early 1700's, and the great majority start in 1850 or later. Earlier temperatures are deduced from many different sources.
From these sources climate scientists can deduce temperatures and plot graphs. Here are three graphs showing what's been happening: The conclusion we might reasonably draw after looking at these curves is that world temperature, over the past 3 millions year, has been alternatively hot and cold. And that in the past it has been much hotter than it is now. A US Government summary says that from 1895 to 1999 the average temperature was 52.8 degrees Fahrenheit. In the last century US temps have risen 1.6 deg F. per 25 years, or 6.4 degrees per century. In the same time global surface temperatures have increased 1.1 deg F per century. But in the last 25 years the trend is 3.0 deg per century. But if we look at the next-to-last curve above, we see about a 1 degree rise from 500 AD to 1100 AD, a perhaps 1.5 degree drop from 1100 to 1600, and a 1.5 degree rise since 1600. Is it reasonable to believe we'll get a three degree rise by year 2100?
As the above graph shows, carbon dioxide, like global temperature, as cycled up an down over the ages. Recent figures (shown at the right of the curve) seem to be above the largest in the past. But current measurements are made with modern instruments, while past data is what we assume in looking at pollen, ice, and so forth. So there may well have been more carbon dioxide in the past 400,000 years than there is now. We know that 20 million years ago the concentration was over 5000 ppm. But carbon dioxide is only one of the greenhouse gases. The most important is water vapor, a fact which is strangely not mentioned in the usual papers on the "Greenhouse effect". As the chart on the right shows, water accounts for about 95% of the greenhouse gases, which keep heat from escaping and thus keep the earth warm. (In fact, keep it from freezing!) Carbon dioxide accounts for most of the rest (not counting methane and other gases whose concentrations are very small.) And of the carbon dioxide, only 3% is the result of human activity -- driving cars, operating coal-burning electrical plants, and so on. The other 97% comes from trees and vegetation, oceans, and land surfaces. Three percent of five percent is 0.15%. That is the percentage of man's contribution to global warming. So if we were to completely stop driving and burning fuels, there'd be only a very slight effect on the world's temperature.
Earlier in this edition of the Gnews I described two predictions. One on the length of the Mississippi River, by Mark Twain, and the other on the height of a friend of mine. Let's take Mark Twain first. He told us that the Mississippi got shorter by 242 miles in the 176 years between roughly 1700 and 1875. That means it shortened by 242/176, or 1.375 miles per year. The graph on the left shows this effect, assuming that the length in 1700 was 1250 miles. This equation (Length=1250-1.375T) is a 'mathematical model' of river length, based on data at two different times and assuming that length decreases by 1.375 mile per year. Probably it's a pretty good model, and could be used to estimate river length in, say 1750. But what Mark Twain did, was assume that this model was good for all time. Notice in the graph on the right the slope of the line is still 1.375 miles per year. So in 1 million BC the river was 1.38 million miles long, hanging out over the Gulf of Mexico. And in 2617 it will be zero miles long, so that Cairo, Illinois, and New Orleans join their streets together. The mathematical model is perhaps ok for the years 1700 to 1875. But it's wrong to assume it's good for all time. Then there's my friend's height. On the left are those two points: 68 inches two years ago, and 64 today. So he's shorter by 2 inches per year, and the equation is height=68 minus 2T. No sweat. But if we use the same mathematical model -- a reduction of two inches per year -- and extend it forward and back, we get the ridiculous result there on the right column. Another Ice Age is Coming! Drop in Food Production could Begin only 10 Years from Now. Today's headlines are quite different. Many (but not all) of our weather scientists, and most of the media experts, are now in a panic about Global Warming. But let's be cautious. Remember the great "Year 2000 Disaster", in the late 1990's, when every newspaper warned that business and government computers, unprepared for a change from 1999 to 2000, would give us a disaster of unprecedented proportions throughout the world? The media was wrong. There was no disaster. It may be the media (and many climate experts) are wrong now. Let's keep an open mind. Today's Gnarly Weather |
What disasters? Here are some of his examples: 1.Global warming is caused by increases in carbon dioxide in the atmosphere. (But there's evidence that 11,000 years ago there was as much CO2 in the atmosphere as there is now.) 2. In this century the world's seas will rise up to 20 feet. Most of Southern Florida, New York City, and Shanghai will be underwater. (In fact, the rise is predicted to be between 4 and 35 inches, with a median of 19 inches. (Maybe Mr. Gore got his feet an inches mixed up?) 3. Global warming has been melting the snows on Mount Kilimanjaro in Africa. (But the snow melt began 100 years ago because of a local change in climate near the mountain. See American Scientist July/August 2007. ) 4. Hurricane Katrina was caused by global warming. (But most climate scientists disagree. And a recent study finds that, based on data over the last 100 years, there's been little increase in the number of hurricanes that reached the land.) 5. Polar bears are drowning by having to swim long distances to find ice that has melted away because of global warming. (But the Scottish newspaper The Scotsman recently reported that the Canadian polar bear population has increased from 12,000 to 15,000 in the past decade.) 6. Himalayan glaciers are shrinking because of global warming. (But a 2006 study published in the American Meteorological Society's journal reported that glaciers are growing in the Himalayas) 7. Some low-lying islands in the Pacific have had to clear out all their citizens because of rising water. (The only recorded evacuations came about on the Carteret Islands, and were caused because local fishermen did some unwise dynamiting.) 8. The Antarctic ice sheet is melting because of global warming. (But recent reports show that the Antarctic has been cooling for decades, and the ice sheets grew between 1992 and 2004.) 9. Global warming is drying up Lake Chad in Africa. (But it has dried because too much water was taken from the lake by farmers. It might also be mentioned that the lake was dry in 8500 BC, 5500 BC, 1000 BC, and 100 BC) So some of Mr. Gore's statements, in book and film, are not quite right. In response to criticism, Mr. Gore defended his work as fundamentally accurate. “Of course," he said, "there will always be questions around the edges of the science, and we have to rely upon the scientific community to continue to ask and to challenge and to answer those questions.” It would be nice if Mr. Gore and the others who predict disaster actually listened to the challengers. Al Gore
(A clerihew has four lines. The first line is a person's name, and the second line must rhyme with the first. The third and fourth lines must rhyme with each other.) (Continued from left column) This is all very humorous, but what does it have to do with important math models? Here's an important model from the past. Back in 150 AD or so the Greek astronomer Ptolemy was interested in the motion of the planets. The data he (and other astronomers) had collected over the years showed a peculiar fact: some planets didn't seem to move in circles. If you watched one of them, you'd notice that at certain times it reversed direction. The figure at the right shows what happens. Mars travels slower than the Earth. Its apparent motion against the starry background is shown by the green line. As Earth 'catches up' with Mars, the red planet, which has seemed to be moving more and more slowly, seems to stop moving, to move 'backwards' for a month or two, and then to continue forward again. Ptolemy, who believe the Earth was the center of the universe, accounted for this strange motion by assuming that the planets moved in small circles attached to big circles. The drawing on the left shows his plan for the inside planets. The sun and moon travel in circles about the earth, but Mercury and Venus each travel in a small circle attached to a big circle. This is a math model based on data -- data about the motion of the planets. It could predict (pretty well) what would happen in the future, and could show what happened in the past. Then along came Newton. His Law of Gravity said that two objects are attracted by a gravitational force that decreases with the square of the distance between them (the graph of this equation is below). That's a math model based on science. It let him predict where a planet would be 10 or 100 years from now, or tell us where it was 100 or 1000 years ago. Similar models, based on science, let us predict how a TV set will work, how big a steel beam must be so that a skyscraper won't collapse, and how to design an evaporator in an oil refinery. A Model Based on Data (Incidentally, they use such models to predict what the weather will be tomorrow, or next week, in your own community. Do you find those predictions accurate?) Now let's turn to our first model. It's a very famous one and was based on temperatures in the past -- on data, not on the science of weather. It made headlines when it was published in 1998 because it seemed to show that carbon dioxide from human activity was causing Global Warming. The model was called the Hockey Stick, and is shown in blue in the graph shown below. It got the name 'hockey stick' because it shows a more-or-less straight line of temperatures from 1400 to 1900 (the handle of the stick), and then a sharp turn up (the blade). The black line sort of looks like the stick. Since man-made gases became important starting about 1900, the authors argued that this curve clearly showed that those gases caused the warming. The curve caused a lot of controversy, and the US Congress requested clarification. As a result the Wegman Report was published in 2005 which concluded that the paper describing the hockey stick graph was obscure, incomplete, and that the conclusions were false. The Report stated that a sounder analysis of the same data would result in the red curve, above, showing temperatures between 1400 and 1500 higher even than current temperatures. The straight-line handle of the hockey stick then disappears. The Report added that the reluctance of the original hockey stick authors to make their programs and analysis available had originally made it difficult for others to reproduce or analyze their report. (If you look at the 'Global Temperature' graph in the left column for the period 0 to 2000 AD, you'll see the period after 1400 does not look like a hockey stick.) Models Based on Science In addition, between 1980 and 1995 more than 50 scientific papers were published each predicting what air temperature would occur if the concentration of carbon dioxide doubled. One study predicted a change of 0.35 degrees Fahrenheit. Several predicted a change of 2.5 degrees. Others predicted changes from 11.3 to 15.7 degrees. Presumably pessimists prefer the higher, and optimists the lower temperature figures. In 1960 a weather scientist named Edward Lorenz was trying to predict weather using a mathematical model. The model included twelve equations, and he had them programmed on a computer so he could see how successful his model was. To run the program, he had to enter data about the starting point for his prediction. One day he wanted to watch a particular prediction again. Comparing this second result with the first, he found that it started out the same, but that as the days of his prediction passed, the old and new predictions got further and further apart until they were completely different. Why in the world did that happen? The computer and its program had not changed. Investigating, he found that for the first run his starting data was 0.506127. For the second, he just used 0.506, which he figured was close enough. But that slight difference in starting point caused an enormous difference in end results. He concluded that it is impossible to predict weather accurately. Whatever model you use must have a starting point (say, air temperature and pressure at many points on the earth), and a slight change in any of these numbers -- for example, using 55.2 instead of 55.21 for a temperature) will make enormous changes in the model's prediction. |
Answer to last month's puzzle
Last month we learned about calculus, and were asked the
following.
1. What are the values of x that give low and high points for y in the equation below. What are the values of y at those points? y = 5x + 7 y = x2 - 7x + 15 y = x3 - 4x2 + 5x These aren't so difficult. We differentiate each equation, set the result equal to zero, and solve for x. For the first equation y=5x+7 so dy/dx=5. There's no x in the result. But of course the equation is a straight line with a constant slope equal to 5. So there's no minimum or maximum. For the second, y=x2-7x+15, so dy/dx=2x-7. Setting that equal to zero, we have 2x=7, x=3.5. So there's a minimum at x=3.5. How do we know it's a minimum and not a maximum? The slope is 2x-7, right? When x is 0 (or anything less than 3.5) the slope is negative. For x greater than 3.5, 2x-7 is positive. The negative slope means the curve is headed down, and the positive slope means it's headed up. So 3.5 must be a minimum -- see the plot above. What will the value of y be at the minimum? We put 3.5 into the equation for y and get y=x2-7x+15=(3.5)2-7(3.5)+15 = 2.75. That's y at the minimum x. Check it out on the graph. For the last equation, y=x3-4x2+5x, dy/dx=3x2-8x+5. How do we find out where that's zero? We have to factor the function -- that is, find two terms which multiply together to get 3x2-8x+5. Let's assume we have whole numbers everywhere. To get 3, we must multiply 3 by 1, and to get 5 we must multiply 5 by 1. So the factors must be something like (3x+1)(x+5). Let's check by multiplying. The 3x times x will give us 3x2 and the 5 times 1 will give us five. But what will the middle term be? The one that multiplies x? It'll be 3x times 5 plus x times 1 or 16x. So that's wrong. We want the middle term to be -8x. Do you see what the right answer will be? Try (3x-5)(x-1). So the minimum and maximum must be where (3x-5)(x-1)=0. That happens when either 3x-5=0 (so 3x=5 and x=5/3=1 2/3) or when x-1=0 (so x=1). Check it on the graph above. What are the values of y at these points? Substitute x=1 and x=5/3 into y=x3-4x2+5x and we get, for x=1, y=13-42+5=1-4+5=2. If we substitute x=5/3, we get x=1.85 |
2. At what angle should a cannon be aimed so the cannon ball will go the greatest distance. (HINT: Find the time the ball takes to reach its highest position, as it depends on angle a. Then find the distance D it goes in twice that time, again as it depends on angle a. Now find dD/da, set it to zero, and solve for angle a.) Check out the above diagram. The cannonball starts out at a speed s (feet per second) aimed at an angle a. Its speed can be broken into two parts. The upward speed is s sin(a), and the speed to the right is s cos(a). We can see that from the definition of sine and cosine. For example, sine(a)=opposite side divided by hypotenuse. But the opposite side is the upward speed. So upward speed divided by hypotenuse=sin(a). But the hypotenuse is s. So upwards speed/s=sin(a), or upward speed=s sin(a). Let's first calculate the time when the cannon ball reaches the highest point. That'll be when its upward speed is zero. At time=0, when the ball leaves the cannon, its speed is s sin(a). And gravity slows it down 32.2 feet per second every second. So the equation for upward speed is s sin(a)-32.2t. That'll be zero when s sin(a)-32.2t = 0, or when t =s sin(a)/32.2. And if the ground is level, the ball will come down at time 2t, or 2 s sin(a)/32.2=s sin(a)/16.1. We want to know how far from the cannon it'll travel in that time. Now, its rightward speed is s cos(a), so the distance it travels in time t is s cos(a) t. If we substitute the value for t when the ball hits the ground, we have the maximum distance D = s cos(a) s sin(a)/16.1 = s2 sin(a) cos(a)/16.1 So here we have an equation where the maximum distance D depends on angle a. We want to find the angle a for the biggest distance, which is when dD/da=0. So how do we differentiate D= s2 sin(a) cos(a)/16.1? Here's the trick. We make up two new variables, u and v. We set u=cos(a) and v=sin(a). Then we use the Product Rule. D= s2 v u/16.1 = u v s2/16.1 dD/da=(s2/16.1)(u dv/da + v du/da). =(s2/16.1)(cos(a) cos(a) + sin(a) (-sin(a)) =(s2/16.1)(cos2(a)-sin2(a)) Setting this equation equal to zero and solving the result will give us the value of angle a for the longest distance D. We can ignore the constant term, and have cos2(a)-sin2(a)=0. But from trig we know that sin2(a)=1-cos2(a). Substituting that value of sin, we get cos2(a)-(1-cos2(a)=0, or 2 cos2(a)=1, or cos(a)=sqrt(1/2)=0.707. The angle whose cosine is 0.707 is 45 degrees. So you aim your cannon at an angle of 45 degrees above horizontal to get your longest shot. |
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